Tag: transformation

  • Leadership: Pattonesque Style

    Leadership: Pattonesque Style

    “The only safe ship in a storm is leadership.” ~ Faye Wattleton

    As an owner and crew for offshore pleasure sailing vessels, I have experienced several gale force storm that lasted more than 24-36 hours.  Several were across the Gulf of America (aka Mexico) regattas and quite a few offshore Gulf races of 150 nm or longer.  Relatively minor damage to the boat and no injuries to our crew.  More than one storm resulted in yachts retiring and in a rare case abandonment. Minor injuries to regatta crews are fairly consistent.  What separated our winning boat from the others?  A competent well trained crew and effective leadership!

    Old blood and guts, General George S. Patton Jr. gets a bad rap in my opinion.  He probably was a pain in everyone’s you know what, but he was paid for being something else.  A leader who made consistently effective decisions of consequent, rapidly with decisiveness

    Much is being written, complementary and not so much about Donald Trump’s management style and especially the speed with which things are getting done.  Additionally, from one perspective Elon Musk’s frustrations can be probably be attributed to his belief, especially regarding the budget, that things are not moving fast enough.

    Wait and See

    While it is appropriate to make a good assessment of a situation before action, some organizations can suffer from “paralysis by analysis” where decision makers effectively do not respond within the appropriate time window.  In a high intensity, fast moving environment, launching endless committees in some vain hope that a third party consulting firm whose members often have no real executive leadership experience will ride in to to save the day is misguided.  The logic usually is that this decision is too important and costly not to take one’s time to properly assess the associated risks.

    One writer framed the issue well, “Therefore, in a world were the game is changing rapidly, failing to take action—deciding to ‘wait and see’—can quickly put you on a path of increasing irrelevancy or a rapid demise.”  How is this nonaction adding shareholder value?

    No Competence-No Confidence

    Leaders are not born, they are made.  It is unreasonable to assume that just because so-and-so went to a specific school, was a great jock, or celebrity that individual is qualified to drive an organization.  Elected officials are a great example of this perturbation.  Poorly performing public companies are another example where board in their infinite non-wisdom think that the ship will stop sinking if only we hire the right well-known person or even ‘strange’ spokesperson to hawk an alcoholic beverage.  The corporate sea floor is littered with the wrecks caused by incompetent captains with no confidence in their judgements.

    Will AI Make Things Worse?

    Unfortunately, the answer is yes for many, even (once) prestigious organizations.  Coming like a freight train, most organization executives appear to be totally clueless about the value of artificial intelligence to the firm they are entrusted to manage.  With no understanding or competence in this field, we can expect these individuals to have any confidence in how they spend shareholder value?

    Expect the same waste that large IT projects have enjoyed for decades.  Five years from now, expect the 500 to have new winners and long standing firms no longer visible.

    We do not posit for quick poorly assessed capital expenditures.  Only that decision cycle times have always been shorter than many like.  Decision-makers must get better at their job.

    Defeat is the realm of incompetent generals.  Great generals who know their business with more limited loss of life and limb are the winners.

    Winners in the AI era have not yet emerged.  We will know shortly those who made good timely Patton like decisions and those who waited to see the door closed in their face.

    How will your organization assure that it is competently led through the AI door?

    Our new book is Now Available

     

    Navigating the Data Minefields:

    Management’s Guide to Better Decision-Making

    We are living in an era of data and software exponential growth.  A substantive flood hitting us every day.  Geek heaven!  But what if information technology is not your cup of tea and you may even have your kids help with your smart devices?  This may not be a problem at home; however, what if your job depends on Big Data and Artificial Intelligence (AI)?

    For More Information

    Please note, RRI does not endorse or advocate the links to any third-party materials herein.  They are provided for education and entertainment only.

    See our Economic Value Proposition Matrix® (EVPM) for additional information and a free version to build your own EVPM.

    The author’s credentials in this field are available on his LinkedIn page.  Moreover, Dr. Shemwell is the coauthor of the 2023 book, “Smart Manufacturing: Integrating Transformational Technologies for Competitiveness and Sustainability.”  His focus is on Operational Technologies.

    We are also pleased to announce the released by CRC Press of our new book, Navigating the Data Minefields: Management’s Guide to Better Decision-Making.  This is a book for the non-IT executive who is faced with making major technology decisions as firms acquire advanced technologies such as Artificial Intelligence (AI).

    “People fail to get along because they fear each other; they fear each other because they don’t know each other; they don’t know each other because they have not communicated with each other.” (Martin Luther King speech at Cornell College, 1962).  For more information on Cross Cultural Engagement, check out our Cross-Cultural Serious Game.  You can contact this author as well.

    For more details regarding climate change models, check out Bjorn Lomborg and his book, False Alarm: How Climate Change Panic Costs Us Trillions, Hurts the Poor, and Fails to Fix the Planet.

    Regarding the economics of Climate Change, check out our blog, Crippling Green.

    For those start-up firms addressing energy (including renewables) challenges, the author can put you in touch with Global Energy Mentors which provide no-cost mentoring services from energy experts.  If interested, check it out and give me a shout.

  • Tariffs Tariffs, Tariffs

    Tariffs Tariffs, Tariffs

    According to the economist, Paul Craig Roberts, “Tariffs protect ill-considered government policies, such as costly regulations and high taxes on labor and capital that make our goods uncompetitive in international markets.”

    Young and emerging countries may want tariffs to protect nascent industries and other local protections to help assure employment and rise of a strong commercial base.  Advanced (OECD) countries seek to protect existing sectors for a number of reasons including employment and political/military power.

    Once in place both exporting and importing countries develop a sense of normalcy and change becomes difficult for all parties involved.  They become part of the business culture of the exporter and importer.  As with other cultural change, engrained habits are stubborn.

    Policy Disruption

    The Trump Administration is arguing that an unlevel trading system has existed, at least since the end of World War II in 1945.  Their tariff policy seeks to update the partner relationship with countries and their companies that are no longer rebuilding form that devastating conflict.  The protections afforded nascent rebuilt from that era are no longer necessary or relevant.

    As might be expected, many prefer the status quo and vehemently argue the unfairness of it all and other rationales for not changing practices and policies that are 80 years old.  This is no difference than those that have been made redundant due to a reorganization make the case for their value add, usually in vain.

    Comparative Advantage

    Over two decades ago this author postulated, “Economists usually think of comparative advantage as a function of the raw material or strategic position a country holds.  In the knowledge age, comparative advantage goes to those who hold the knowledge necessary to achieve strategic posture.”  Moreover, “Thought leadership and subsequent comparative/competitive advantage usually goes to those that see things differently, earlier, or both.  Seeing is one thing, believing another, and implementation still another.  Leaders do not just postulate, they make things happen.  This is the tough part.  Many people have good ideas, but most do not implement and even fewer follow through to the end.”

    In May 2025, President Trump signed over $2 Trillion in business deals with Saudi Arabia, Qatar and the United Arab Emirate.  These were not traditional oil and gas investments that this part of the world is known for, but commitments in defense, aerospace, AI and other advanced technologies.

    In addition to aircraft and other defense products and solutions, these countries focused on the development of emerging capabilities such as AI.  A classic example of the position taken almost a quarter of a century ago.

    Are Humans Being Replaced?

    This has been the question raised by every dramatic technological introduction.  The general consensus, in this writer’s opinion is, we adapt and adopt to the new when it is beneficial and reject it when it does not add value to our personal life–the ‘What’s in it for ME question.

    This is the contemporary question all of us are reacting to with the advent of Artificial Intelligence.  Accordingly, “The rise of artificial intelligence has reinforced the belief that transformations across various domains can be primarily achieved through digital technology.  However, the creative potential for change of people’s  cognitive, emotional and imaginative powers often loses importance and gives way to  creative technology.   Many therefore see humans as having arrived in the age of post and transhumanism.  But is the human being as such really a kind of obsolete model?  According to such a view, it seems to have become ‘normal’ for people to leave their own fate, as well as the fate of humanity and the environment, to technical transformation possibilities.  This implies accepting that technology increasingly becomes an instrument of control rather than a tool to be used and directed, as individuals become subject to a technology and capitalist artificial intelligence industry that surpasses their own capabilities, leading them to be controlled by it.”

    One can assume that these concerns will cause many to fight for existing international trade rules to remain in place.  This is true, not only for tariffs, readers may remember that in 2024, “The ILA’s ( International Longshoremen’s Association) initial proposal was for a 77% salary increase over the six-year duration of their contract with USMX, as well as a complete ban on the automation of gates, cranes and container-moving trucks at its ports.”

    Short-Term Pain, Long-Term Gain

    Cultural Disruption can be sharp and quick, like a knife cutting into the skin.  It will take some time and perhaps a long time for transformation to take hold, and wounds to heal.

    However, this parade is marching by.  We can all chose to join in, become a bandleader, or hope it will just go away.  Change can be painful, but without it we cease to grow and will eventually whither and our value to organizations will no longer exist.

    Get with the program!  Tariffs were never meant to be generational, but only a short-term economic band aid.

    How are you and your loved ones preparing for ongoing technological convulsions?

     

    Pre order our new book, May 23, 2025

    Navigating the Data Minefields:

    Management’s Guide to Better Decision-Making

    We are living in an era of data and software exponential growth.  A substantive flood hitting us every day.  Geek heaven!  But what if information technology is not your cup of tea and you may even have your kids help with your smart devices?  This may not be a problem at home; however, what if your job depends on Big Data and Artificial Intelligence (AI)?

    Preorder May 23, 2025

    We are also pleased to advise our loyal readers that CRC Press has accepted our proposal for this forthcoming book, Nonlinear Big Data and AI-Enabled Problem-Solving: Transforming From A Spreadsheet Society.  Publication 2026.  Stay tuned for more details.

    For More Information

    Please note, RRI does not endorse or advocate the links to any third-party materials herein.  They are provided for education and entertainment only.

    See our Economic Value Proposition Matrix® (EVPM) for additional information and a free version to build your own EVPM.

    The author’s credentials in this field are available on his LinkedIn page.  Moreover, Dr. Shemwell is the coauthor of the 2023 book, “Smart Manufacturing: Integrating Transformational Technologies for Competitiveness and Sustainability.”  His focus is on Operational Technologies.

    We are also pleased to announce our forthcoming book to be released by CRC Press in June 2025, Navigating the Data Minefields: Management’s Guide to Better Decision-Making.  This is a book for the non-IT executive who is faced with making major technology decisions as firms acquire advanced technologies such as Artificial Intelligence (AI).

    “People fail to get along because they fear each other; they fear each other because they don’t know each other; they don’t know each other because they have not communicated with each other.” (Martin Luther King speech at Cornell College, 1962).  For more information on Cross Cultural Engagement, check out our Cross-Cultural Serious Game.  You can contact this author as well.

    For more details regarding climate change models, check out Bjorn Lomborg and his book, False Alarm: How Climate Change Panic Costs Us Trillions, Hurts the Poor, and Fails to Fix the Planet.

    Regarding the economics of Climate Change, check out our blog, Crippling Green.

    For those start-up firms addressing energy (including renewables) challenges, the author can put you in touch with Global Energy Mentors which provide no-cost mentoring services from energy experts.  If interested, check it out and give me a shout.

  • Dot Bomb 2.0 — ai Style

    Dot Bomb 2.0 — ai Style

    Are we doing this again with Artificial Intelligence?

    On March 10, 2000, a five-year dotcom bubble bursts on the Nasdaq Index. Even blue-chip tech companies lost more than 80% of their market value and it would be 15 years before Nasdaq would see that peak again.  “The dotcom bubble, also known as the Internet bubble, grew out of a combination of the presence of speculative or fad-based investing, the abundance of venture capital funding for startups, and the failure of dotcoms to turn a profit. Investors poured money into Internet startups during the 1990s hoping they would one day become profitable. Many investors and venture capitalists abandoned a cautious approach for fear of not being able to cash in on the growing use of the Internet.”

    At the height of the dotcom hype, organizations were changing their name (not just the domain) to include this suffix, i.e. Acme.com.  This attempt to differentiate almost became silly and the butt of jokes.

    Increasingly, this pundit is seeing a similar thought process when it comes to artificial intelligence. The new marketing moniker/domain is now Acme.ai.  We predict .ai identification will end in flames as did .com.  This is not to say artificial intelligence will go away but that it will become mainstream, just as the Internet did not fade into marketing oblivion. Online business is now just the way we do business and access to it is available to all at a marginal cost that approaches zero.

    Branding

    Much of this section is adapted from our report prepared for a United Nations Agency.

    The concept of the Brand is well established in marketing literature and practice.  The Brand is a messaging vehicle that seeks to position all consumers and stakeholders “on the same page.”  As discussed herein, it is a powerful construct and may be of useful to the nuclear power sector as it seeks to embody an AI Culture into all stakeholders.

    The theory of the Brand Wheel is addressed herein.  To address the Key Themes and concerns raised during the conference, it appears that “AI Culture” may need to become a “Brand.”  Strong Brands generate a powerful emotional response!

    For example, a positive brand such as BMW’s “the ultimate driving machine” (at least in the USA) transcend other issues such as the high cost of maintenance of these automobiles.  Negative branding often can never be overcome as the Coca Cola Company learned when they launched “New Coke” in 1985.  This company almost ruined a long-standing strong brand!

    Construct

    We put forth a Brand mental model for debate within the industry.  In this section, the construct or set of organizing ideas for consideration are developed.

    In accordance with the theory, the AI Culture Brand Wheel (High Level Framework) is composed of two major categories:

    Facts & Symbols or those components of the Brand that address the “hard” and often more measurable aspects. 

    • What the Product, Service, or Solution does for ME
    • How I would Describe the Product, Service, or Solution

    Brand Personality addresses the more emotional side of the Brand

    • How the Brand make ME look
    • How the Brand makes ME feel

    Populating the Wheel

    The Groups (developed in a workshop) in the following diagram are believed to be representative of major issues the sector faces.  It follows that any marketing message to stakeholders should address their concerns.

    These four quadrants were populated with over twenty Groups from the Affinity Diagram process.  This is a high-level approach to populate the wheel with the almost 200 AI Culture issues (variables) identified from participants.

    The following table shows the Groups by Brand Wheel Quadrant and the Rationale behind the categorization.  The focus is on the individual person and how he or she relates to the AI Culture Brand.  By extension, how individual stakeholders feel is how their organization or group feels about the Brand.

    The Brand Wheel is an easy-to-use model that helps organization position themselves in crowded market segments.

    Graphically, these Groups are shown in the following figure.  Seven Groups fall in the top two quadrants as more tangible variables (Fact) by nature and four in the Personality quadrants.  One can surmise that a Brand such as Systemic AI Culture would require substantial “technical” support to be credible.

    The intangible Groups can be considered the Brand emotional delivery mechanisms.  Collectively, the Systemic AI Culture Brand can be considered a key aspect the industry Go-to-Market strategy—selling Systemic AI Culture.

    Similar to the way an Affinity Diagram adds high value to the team doing the work, developing the Brand Wheel adds significant value to the process itself.  Figures and charts are visual representations of concepts that are highly appealing.  The Brand Wheel is one method supported by the Affinity Diagram to capture a large set and sometimes conflicting issues into a model individuals can grasp and internalize.

    Finalizing the Brand

    A brand Tag Line would be helpful to etch the construct into the minds of all stakeholders.  For example, High Reliability Management used the concept of Mindfulness—the practice of maintaining a nonjudgmental state of heightened or complete awareness of one’s thoughts, emotions, or experiences on a moment-to-moment basis, also such a state of awareness (situational awareness).

    Concluding Thoughts

    To be clear, branding is not the end game in marketing but one of many prongs used to achieve strategic advantage and greater shareholder value.  It is a convenient framework that captures the essence of who the organization is.  This approach is immensely more successful than simply attaching .ai to the organization name, hoping for differentiation.  Any competitor can do exactly the same thing.

    Earn your value the old fashion way, with viable products that solve problems, customers, profits and return to shareholders. Forget about the hype!

    Is your organization taking Rudyard Kipling’s advice to his son, “If you can keep your head when all about you are losing theirs and blaming it on you, if you can trust yourself when all men doubt you,
    but make allowance for their doubting too!”

    Pre order our new book

    Navigating the Data Minefields:

    Management’s Guide to Better Decision-Making

    We are living in an era of data and software exponential growth.  A substantive flood hitting us every day.  Geek heaven!  But what if information technology is not your cup of tea and you may even have your kids help with your smart devices?  This may not be a problem at home; however, what if your job depends on Big Data and Artificial Intelligence (AI)?

    Available June 2025

    We are also pleased to advise our loyal readers that CRC Press has accepted our proposal for this forthcoming book, Nonlinear Big Data and AI-Enabled Problem-Solving: Transforming From A Spreadsheet Society.  Stay tuned for more details.

    For More Information

    Please note, RRI does not endorse or advocate the links to any third-party materials herein.  They are provided for education and entertainment only.

    See our Economic Value Proposition Matrix® (EVPM) for additional information and a free version to build your own EVPM.

    The author’s credentials in this field are available on his LinkedIn page.  Moreover, Dr. Shemwell is the coauthor of the 2023 book, “Smart Manufacturing: Integrating Transformational Technologies for Competitiveness and Sustainability.”  His focus is on Operational Technologies.

    We are also pleased to announce our forthcoming book to be released by CRC Press in June 2025, Navigating the Data Minefields: Management’s Guide to Better Decision-Making.  This is a book for the non-IT executive who is faced with making major technology decisions as firms acquire advanced technologies such as Artificial Intelligence (AI).

    “People fail to get along because they fear each other; they fear each other because they don’t know each other; they don’t know each other because they have not communicated with each other.” (Martin Luther King speech at Cornell College, 1962).  For more information on Cross Cultural Engagement, check out our Cross-Cultural Serious Game.  You can contact this author as well.

    For more details regarding climate change models, check out Bjorn Lomborg and his book, False Alarm: How Climate Change Panic Costs Us Trillions, Hurts the Poor, and Fails to Fix the Planet.

    Regarding the economics of Climate Change, check out our blog, Crippling Green.

    For those start-up firms addressing energy (including renewables) challenges, the author can put you in touch with Global Energy Mentors which provide no-cost mentoring services from energy experts.  If interested, check it out and give me a shout.

  • Value from Elon Musk’s ‘Idiot Index’?

    Value from Elon Musk’s ‘Idiot Index’?

    “If the ratio is high, you’re an idiot.” – Elon Musk

    “Musk developed the ‘idiot index,’ which calculated how much more costly a finished product was than the cost of its basic materials.  If a product had a high idiot index, its cost could be reduced significantly by devising more efficient manufacturing techniques.”

    Effectively, what he is saying that if the Cost of Goods Sold (COGS) is too high, a product may either become too expensive or not sell well, if at all.  This is the basic Supply-Demand curve from Economics 101.  He is also indicating that Gross Profit will be negatively impacted as well.

    It’s the Cost Structure Stupid

    Paraphrasing the candidacy of Bill Clinton in 1992, an organization needs to develop a cost structure that not only lowers Total Cost as low as possible but sustains this approach while assuring the produced product/service is fit-for-purpose.

    According to the Corporate Finance Institute, “Cost structure refers to the various types of expenses a business incurs and is typically composed of fixed and variable costs.  Costs may also be divided into direct and indirect costs.  Fixed costs are costs that remain unchanged regardless of the amount of output a company produces, while variable costs change with production volume.

    Direct costs are costs that can be attributed to a specific product or service, and they do not need to be allocated to the specific cost object.  Indirect costs are costs that cannot be easily associated with a specific product or activity because they are involved in multiple activities.

    Operating a business must incur some kind of costs, whether it is a retail business or a service provider.  Cost structures differ between retailers and service providers, thus the expense accounts appearing on a financial statement depend on the cost objects, such as a product, service, project, customer or business activity.  Even within a company, cost structure may vary between product lines, divisions or business units, due to the distinct types of activities they perform.”

    We see that cost management is much more than simply lowering the procurement costs of parts or subcomponents going into the manufacturing product.  It is all about the design of the firm and its culture!

    Parasite Control

    One of the challenges all organizations face is ‘Cost Creep.’  Management needs to but guardrails in place to assure a low-cost structure business model remains that way.  Service firms are just as susceptible as manufactures. 

    According to one source circa 2000, professional services cost creep aka parasite control can be defined as, “Too many people whose services are not really required trying to use it as their meal ticket.”  Originally used in the context of the space exploration sector; however, in this writer’s opinion this issue is not restricted to that one industrial segment.

    At one point in my career, I was the executive responsible for a number of large successful simultaneous consulting engagements.  Other projects were either not doing as well or winding down.  Two things started happening.

    First, I discovered that those not on one of my projects were trying to bill their time to one or more projects.  Either as a direct ‘accounting code’ attempt or more frequently as a ‘contributor.’  One individual even tried to charge for his local mileage under the premise that while he lived in Houston, he was tied to a practice in Atlanta.  Thus, in his opinion he was remote.

    Point being, any project can be subject to parasite control.  “Cost Creep” is an ongoing managerial problem that must be shut down when found, the real costs clawed back and allocated correctly.

    Robust Cost Management

    Aggressively addressing costs at all levels is neither idiotic nor stupid.  It has always been a business fact of life and as of this writing, the federal government bureaucracy is discovering it is the ‘new normal.’

    Moreover, this never-ending pursuit of cost perfection will have a new player shortly.  Artificial Intelligence (AI) is rapidly gaining traction in our everyday operations.  The audit process is part of cost management, and we already have examples of the use of AI in the audit process.  Expect more to come and sooner rather than later.

    We have an Operations Management System implementation underway where AI will play a pivotal role in Phase II later this year.  We will report back once it has ‘gone live.’

    What are your organization’s plans to vigorously manage costs?

    Pre order our new book

    Navigating the Data Minefields:

    Management’s Guide to Better Decision-Making

    We are living in an era of data and software exponential growth.  A substantive flood hitting us every day.  Geek heaven!  But what if information technology is not your cup of tea and you may even have your kids help with your smart devices?  This may not be a problem at home; however, what if you job depends on Big Data and Artificial Intelligence (AI)?

    Available April 2025

    For More Information

    Please note, RRI does not endorse or advocate the links to any third-party materials herein.  They are provided for education and entertainment only.

    See our Economic Value Proposition Matrix® (EVPM) for additional information and a free version to build your own EVPM.

    The author’s credentials in this field are available on his LinkedIn page.  Moreover, Dr. Shemwell is the coauthor of the 2023 book, “Smart Manufacturing: Integrating Transformational Technologies for Competitiveness and Sustainability.”  His focus is on Operational Technologies.

    We are also pleased to announce our forthcoming book to be released by CRC Press in April 2025, Navigating the Data Minefields: Management’s Guide to Better Decision-Making.  This is a book for the non-IT executive who is faced with making major technology decisions as firms acquire advanced technologies such as Artificial Intelligence (AI).

    “People fail to get along because they fear each other; they fear each other because they don’t know each other; they don’t know each other because they have not communicated with each other.” (Martin Luther King speech at Cornell College, 1962).  For more information on Cross Cultural Engagement, check out our Cross-Cultural Serious Game.  You can contact this author as well.

    For more details regarding climate change models, check out Bjorn Lomborg and his book, False Alarm: How Climate Change Panic Costs Us Trillions, Hurts the Poor, and Fails to Fix the Planet.

    Regarding the economics of Climate Change, check out our blog, Crippling Green.

    For those start-up firms addressing energy (including renewables) challenges, the author can put you in touch with Global Energy Mentors which provide no-cost mentoring services from energy experts.  If interested, check it out and give me a shout.

  • The Crisis/Challenge of AI in 2025

    The Crisis/Challenge of AI in 2025

    “Many processes are repeatable and only data inputs change.”

                                                                                                         — Scott Shemwell, 2023.

    Technology disruption has been with humankind since the first invention.  We get used to one model and suddenly, a new way supplants the old.  Much has been written about the innovation process, and it is not the focus of this Blog to regurgitate the obvious.

    However, Wikipedia states, “Beyond business and economics disruptive innovations can also be considered to disrupt complex systems, including economic and business-related aspects.  Through identifying and analyzing systems for possible points of intervention, one can then design changes focused on disruptive interventions.”  This is the broader focus of this piece.

    Human Redundancy?

    One if the ongoing concerns, “will AI replace humans?”  As of this writing, many do not believe it will, at least anytime soon.  Interestingly, according to Harvard professor Karim Lakhani, “Just as the internet has drastically lowered the cost of information transmission, AI will lower the cost of cognition.”  This is consistent with the traditional path of Information Technology innovation.

    Moreover, this concern is not new.  In her 1983 paper, Ironies of Automation, Lisanne Bainbridge posited that there are inherent problems with automating workflow, humans are still required for tasks that are not easily (if at all) automated.  Oversight of automation requires more training in new job skills, not less.  More recently, the former Chief Scientist of the US Air Force points out the “Original Ironies of Automation is highly relevant with regards to today’s new wave of AI-enhanced automation.  Near misses and incidents involving human automation operations often arise from a mismatch between the properties of the system as a whole and the characteristics of human information processing.”

    In our forthcoming book we address the need for Strong Oversight coupled with Standardization and Risk Tolerance to address the broader need for upskilling today.  According to McKinsey, “Any engineering talent rethink needs to begin with an understanding of how gen AI will affect the product development life cycle.”

    Paraphrasing Mark Twain, “The rumors of Human demise are greatly exaggerated.”  AI is here to stay and should be embraced with cautionary guardrails as it is still immature and subject to error.

    Human Factors

    One pundit refers to the ‘Human Edge‘ as the competitive Advantage we have over machines.  This pundit has long been an advocate for Human Factors when it comes to managing technology, especially emerging technology used for process or production management.  The risk profile otherwise is just to0 steep and high.  One only has to look at the recent travails of the once venerable firm, Boeing.

    2025 and Beyond

    Artificial Technology, its future derivative products and solutions not yet envisioned will continue.  Most likely at the breakneck speed or faster of today.  Remember when we used to think of the Internet growth in terms of Dog YearsInsect Years may be the new metric.

    Many, including this writer as documented in our book, believe AI et al is just entering the explosive growth on the maturation curve.  We must live with it and the most successful will get ‘on board’ when the timing is right for them.

    Exciting times lie before us all and it is a great time to be alive, at least from a technology perspective.

    How are you, your family and work colleagues prepared for the future?

    Pre order our new book

    Navigating the Data Minefields:

    Management’s Guide to Better Decision-Making

    We are living in an era of data and software exponential growth.  A substantive flood hitting us every day.  Geek heaven!  But what if information technology is not your cup of tea and you may even have your kids help with your smart devices?  This may not be a problem at home; however, what if you job depends on Big Data and Artificial Intelligence (AI)?

    Available April 2025

    For More Information

    Please note, RRI does not endorse or advocate the links to any third-party materials herein.  They are provided for education and entertainment only.

    See our Economic Value Proposition Matrix® (EVPM) for additional information and a free version to build your own EVPM.

    The author’s credentials in this field are available on his LinkedIn page.  Moreover, Dr. Shemwell is a coauthor of the recently published book, “Smart Manufacturing: Integrating Transformational Technologies for Competitiveness and Sustainability.”  His focus is on Operational Technologies.

    We are also pleased to announce our forthcoming book to be published by CRC Press in 2025, Navigating the Data Minefields: Management’s Guide to Better Decision-Making.  This is a book for the non-IT executive who is faced with making major technology decisions as firms acquire advanced technologies such as Artificial Intelligence (AI).

    “People fail to get along because they fear each other; they fear each other because they don’t know each other; they don’t know each other because they have not communicated with each other.” (Martin Luther King speech at Cornell College, 1962).  For more information on Cross Cultural Engagement, check out our Cross-Cultural Serious Game.  You can contact this author as well.

    For more details regarding climate change models, check out Bjorn Lomborg and his book, False Alarm: How Climate Change Panic Costs Us Trillions, Hurts the Poor, and Fails to Fix the Planet.

    Regarding the economics of Climate Change, check out our blog, Crippling Green.

    For those start-up firms addressing energy (including renewables) challenges, the author can put you in touch with Global Energy Mentors which provide no-cost mentoring services from energy experts.  If interested, check it out and give me a shout.

  • Birds of a Feather . . .

    Birds of a Feather . . .

    Eagles Soar, others flock.

    Post the US election, it seems that many on the losing side are circling the wagons and pointing to the ‘other guy’ to blame for a series of political sins.  Like fish in a school, the belief seems to be that the crowd provides an element of protection.  But is this belief borne out by observation?

    Experience suggests that the masses can be figuratively slaughtered while the lone leader prevails.

    Keep Doing What You’re Doing

    Paraphrasing the Brown/Einstein quote about insanity, ‘many are doubling down on past behaviors that have already cost success.’  Yet we humans keeping going back to the old playbook.  Partially, because we do not know any other options.  Shame on those without a well thought out strategy (with options) because as we know, ‘No plan survives initial contact.”  If your political party just lost a major nationwide election, why would the first post-election reaction be to do more of the same?  Not all are taking this path, but based on the public media it seems many are.

    We often refer to the concept of Groupthink, “A process through which the desire for consensus in groups can lead to poor decisions.  Rather than object to them and risk losing a sense of group solidarity, members may remain silent and lend their support,” when speaking about group dynamics.  Let me posit that this sociological model does not address the dynamics of the losing side in the recent Presidental election.

    The Abilene Paradox

    The “Abilene paradox refers to a situation wherein no member of a group decides to contest a decision taken by the group, believing it to be the consensus of everyone, when in reality, none of the group members agree with the decision.  However, none of them speak up for the fear of going against the wishes of others and end up regretting not speaking up in time.”

    To this pundit, the Abilene paradox more closely mirrors what may have been happening to the losing presidential candidate team than many other social and behavioral models.

    The following short video provides a good and concise presentation of this methodology and its origin.  Suggest readers take a few minutes to watch it.

    Early Signals from the Markets

    Note: This paragraph is the opinion of this writer and not the result of a formal data analysis or use of any methodology.  Also, it does make one wonder if the results of the US Presidental election were borne out exclusively for the reasons many pundits are putting currently putting forward.

    Thanksgiving is the informal kick off for the holidays or Christmas.  It seems that the atmosphere this year is more upbeat, even joyous than in the recent past.  For example, starting with the so-called Black Friday (the day after Thanksgiving), “E-commerce was the biggest winner over the weekend, showing the strongest growth year over year. U.S. online sales for the weekend were $41.1 billion, and online spending set new records on each of the five days, according to data from Adobe Analytics.”  Despite persistent inflation, these sales figures are extraordinarily strong.

    Moreover, advertisers seem more willing to use the phase, “Merry Christmas” more than in the recent past.

    Perhaps, the outcome of the election excited the population, but maybe there is an additional factor to be considered.

    Retail marketers must develop champaigns well in advance of the purchasing season.  Decisions regarding inventory volume and key ‘in’ styles and toys etc. must be made.  Moreover, festivities, parades and other market Pull Drivers as well Push (when appropriate) must be developed, funded and implemented.

    Bottom Line–these efforts should be seen as a major Leading Indicator.  This suggests that retailers and other consumer/hospitality sectors had supporting data many months ago, i.e., Big Data Analytics.

    Hypothesis, while very important, the personalities in the election may have played a lesser role than many believe.  The rising tide lifted the boat of the candidate(s) that could sense this underlying movement higher better than those that did not pick up on these vibrations.  This is an important leadership trait.

    This does not diminish the role of candidates and positions taken.  We simply make the case that there is a broader social and economic movement afoot.

    This writer only has access to public information and the opinions of others on this subject.  There may be other processes and behaviors taken by the presidential parties (not publicized) that can either add or detract from the arguments herein.  Additionally, some public behaviors such as campaign budgets and spending habits are known and likely contributed to the wining process as well as the losing operation.

    Final Thoughts

    In the coming years many books, research papers and other documents will be written about the 2024 US Presidental election.  Some will add real value to the discussion, yet sadly many will seek to justify positions taken.  Others will label scapegoats.

    Likely, history will show that this election is but a single yet major impact event of a very large social transformation whose final impact we cannot yet surmise. 

    To be successful in this new environment, individuals and the groups they represent only gain actionable and factual knowledge when strict and structured methodologies are use based on strong data foundations.  In this piece, the November 15, 2024, edition The Transformation of Our Spreadsheet Society and others (previously published and future editions), we attempt to participate in these early discussions.

    What have you learned from the outcomes of November 5, 2024?

    For More Information

    Please note, RRI does not endorse or advocate the links to any third-party materials herein.  They are provided for education and entertainment only.

    See our Economic Value Proposition Matrix® (EVPM) for additional information and a free version to build your own EVPM.

    The author’s credentials in this field are available on his LinkedIn page.  Moreover, Dr. Shemwell is a coauthor of the recently published book, “Smart Manufacturing: Integrating Transformational Technologies for Competitiveness and Sustainability.”  His focus is on Operational Technologies.

    We are also pleased to announce our forthcoming book to be published by CRC Press in 2025, Navigating the Data Minefields: Management’s Guide to Better Decision-Making.  This is a book for the non-IT executive who is faced with making major technology decisions as firms acquire advanced technologies such as Artificial Intelligence (AI).

    “People fail to get along because they fear each other; they fear each other because they don’t know each other; they don’t know each other because they have not communicated with each other.” (Martin Luther King speech at Cornell College, 1962).  For more information on Cross Cultural Engagement, check out our Cross Cultural Serious Game.  You can contact this author as well.

    For more details regarding climate change models, check out Bjorn Lomborg and his latest book, False Alarm: How Climate Change Panic Costs Us Trillions, Hurts the Poor, and Fails to Fix the Planet.

    Regarding the economics of Climate Change, check out our blog, Crippling Green.

    For those start-up firms addressing energy (including renewables) challenges, the author can put you in touch with Global Energy Mentors which provide no-cost mentoring services from energy experts.  If interested, check it out and give me a shout.

  • The Transformation of Our Spreadsheet Society

    The Transformation of Our Spreadsheet Society


    “The only rules are the ones dictated by the laws of physics.  Everything else is a recommendation.”  — Walter Isaacson/Elon Musk


    We live in a spreadsheet society.  Columns of Categories of People and Rows of Wants, Needs, and Desires.  This model is too simplistic.  What is needed, and Big Data can provide, is a more sophisticated approach.

    This spreadsheet approach was shown in the recent US elections to be detrimental to the party mainly depending on this view of society.  How many times did we hear pollsters opine that X percent of a certain population was voting for one candidate vs. the other?  The categories of people were divided along traditional lines.  This whole model was shattered on November 2, 2024, and likely some providers of data in this format may no longer be in business for the next cycle.

    However, this belief system is not limited to the political class.  We all can fall into this stereotype.

    For decades we have been taught that data categories can be captured under a Normal Distribution (Bell) Curve of a category and row of interest, i.e., the distribution of the height of a class of male senior high school students or SAT scores.  Another more relevant example, retailers’ pertinacious obsession with the 18–34-year-old group.

    These are fairly simple models, and in this Blogger’s opinion, this representation rarely works anymore, if it ever did.  For example, the resulting retail sector inventory overages as a result of dependencies on this gross data model are not an effective return on shareholder value.  Other recent missteps based on faulty interpretation of the customer/prospect base include the Bud Lite advertising fiasco and the Target marketing failure.

    It is ok to make marketing mistakes, that is going to happen.  The problem with these two (and other) campaigns is the analysis of risk, return, etc. was likely shallow or mathematically primitive.

    There are ways to appeal to new consumers without alienating a large existing base.  It’s all in the big numbers.

    There are several validated models of human behavior and we will discuss two of them herein, Maslow’s Hierarchy and the Relationships, Behaviors, Conditions model.  Some readers may prefer others, and they will most likely work within this construct as well.

    Maslow’s Hierarchy of Needs

    This perspective on human needs and subsequent behaviors dates back to the 1940s.  As shown, it consists of five steps from survival to the ultimate Self Actualization.  Note that we adapt this model in two ways.  First, we view this as a growth process as opposed to five discrete steps.  Additionally, the bottom two lower ranges focus mostly on the physical issues we all face.  Fundamental survival and security both physically, mentally, emotionally and spiritually.  Once we have attained, sustained, and believe, we are ready to transition towards an end game, “the realization or fulfillment of one’s talents and potentialities, especially considered as a drive or need present in everyone.”

    Next, we will discuss how we can use this and the RBC solutions to realize specific and measurable value that changes this dynamic.

    The color gradient is meant to reflect that this journey is a process and often each field begins slowly before accelerating into the next range.

    Another perspective of each the Five Platforms consists of a number of smaller steps, which when assessed using Integral Calculus, generates a continuum.

    Relationships, Behaviors, and Conditions (RBC)

    The following is taken from our Cross-Cultural Online Game site:

    The RELATIONSHIPSBEHAVIORS, and CONDITIONS (RBC) model was originally developed to address issues around cross cultural (international) negotiation processes.   As shown in the figure, Relationships are the focal point of this perspective, reflecting commonality of interest, balance of power and trust as well as intensity of expressed conflict.  Behaviors in this model is defined as a broad term including multi-dimensions and intentional as well as unintentional.  Finally, Conditions are defined as active and including circumstances, capabilities and skills of the parties, culture, and the environment.  Of course, Time is a variable in this model as well.

    Moreover, we have defined Behavioral Economics as “the decision-making model that incorporates societal, cultural, emotions and other human biases into the process as opposed to the classic rational economic actor.

    One key feature of the R B C Framework is its emphasis on interactive relationships while providing an environment for multiple levels of behavioral analysis.   This makes it a useful tool to better understand the new Big Data/AI processes currently unfolding.

    The following graphic is a derivative of our Cross-Cultural Interactions model.  It is a peer reviewed model and is a very good way to calibrate interactions.  Additional information is available on the above link.

    This author has long believed that we do not live in a linear or mathematically deterministic world.  A strong belief in stochastic, matrices drive much of my thinking.  This is reflected in the figure on the left.  The RBC model is the foundation for the five parties and their collective Behaviors.  The resulting Relationships range from one-on-one to small groups or in some cases a wide and varied constituency.

    Note that there is an Ecosystem, (something, such as a network of businesses, considered to resemble an ecological ecosystem especially because of its complex interdependent parts) associated with each entity other that the individuals’ who are the other four.

    This is a wide array of influences on any given individual.  Not easily measured, linearly!

    Scientific Method

    Most readers are familiar with how science has been brought into bolster the position of pundits/advocates of policy, especially related to Covid-19.  The word is tossed around casually, as if most who use it know what they are talking about.  Spoiler Alert–Most Do Not! This includes some with advanced technical or medical bona fides.

    Most think that by using the word ‘science’ this assessment process is out of their wheelhouse.  Previously, we argued that there is a layperson’s approach that works fine for most of our daily needs.  Details can be found on our Blog, They Blinded Me with Science.

    For space reasons, this (guidelines) model will not be repeated here but check it out, it is a short read.

    The late Nobel Laureate, Richard Feynman has a brief and layperson-oriented presentation on the Scientific Method.  He is an excellent teacher, and this clip is informative as well as entertaining.

     “If it disagrees with experiment, its wrong”—Richard Feynman

    Human Input Still Needed

    To be clear, pollsters and marketers will still need to ask questions that will also help structure the model, but the processes posited herein can change the weighting processes driving toward equilibrium and Pareto Optimality (Pareto efficiency implies that resources are allocated in the most economically efficient manner but does not imply equality or fairness) in the final analysis.  In other words, higher quality results.

    These numbers can also be seen as ‘first value’ in a simulation.  Another way to look at this is to the logic the Turing (Bombe) Machine of World War II.  Not setting a number as itself.

    Then AI can take the model to the next level and provide pollsters/marketers with real, modern solutions.  Finally, other uses will most likely be derivatives of this solution.

    The Data Management Problem

    We have identified a general problem as well as three valid and reliable theories.  This is only a nice discussion without relevance with Valid, Reliable, and Timely (VRT) data.  Data Management has been a problem as long as there has been data, stone, paper or electronic.  It has always been an issue.  “Herman Hollerith is given credit for adapting the punch cards used for weaving looms to act as the memory for a mechanical tabulating machine, in 1890.”  Much later (circa 1950s) digital database management schemas emerged.  Today, we are flooded by data of all types including telemetry and deliberately false data/information.

    How can this be effectively managed and how can an executive without a technology background survive much less thrive in such an environment?

    For decades, this author has been involved in almost all computer system development from the yellow punch tape of the 1960s until today.  There have been several constants over that period.

    One of the biggest chronic challenges has been database management; from the acquisition of data through its life cycle until achieve.  An outcome of poor data management has been decisions that have even led to the demise of firms, along with tens of thousands (if not more) of suboptimal decisions at the expense of shareholder value (bottom line/stock price).  What makes the current crop of Big Data/Artificial Intelligence advocates any smarter than those who came before?  Nothing!  Unless some things are changed.

    Our forthcoming book to be published by CRC Press in 2025, Navigating the Data Minefields: Management’s Guide to Better Decision-Making is a book for the non-IT executive who is faced with making major technology decisions as firms acquire advanced technologies such as Artificial Intelligence (AI).  The following and other managerial action items are developed in detail.

    • How to determine the quality of the data and its relevance to the decision-making processes.
    • Current Challenges and Trends in Big Data and associated applications.
    • Proposed organization structure such as High Reliability Organization and an understanding of Human Factors to fully realize the full and measurable economic value from these technologies.
    • A full set of Risk Mitigation and a Governance model including Disaster Recovery and Cyber Security.
    • How these technologies are used in Operations, a proposed Management System as well as numerous Case Studies across a number of industries and types of problems.

    The challenge of managing this suite of emerging AI/Big Data is daunting and one that cannot be dodged or delegated.  How organizations respond can be the difference between success or the destruction of shareholder value.

    It’s The Data Stupid

    Our pollsters are collecting and analyzing data that are self-reported.

    • A questionnaire is developed which may or may not reflect bias.
    • These questions are posed to potential respondents (phone and otherwise) who may detect a voice tone, and/or the subject may intentionally lie or mislead.
    • Finally, who answers the phone these days?  This skews the data sample and perhaps badly.

    Data collected in this manner is not subject to rigor and most likely wrong or skewed.  Finally, data collected in this manner is not suitable for the new Big Data Analytic models.

    One Proposed Better Way

    There are probably several much better ways to address political and marketing problems.  While no data source is perfect, we posit the following way to use the US Census data.  We can treat it as a function of columns and rows yet apply sophistical data analysis algorithms.

    Categories

    As mentioned, we tend to clump or stereotype individuals into preconceived ‘buckets.’  Over time, these buckets have taken on an aura of, it’s the only way.  Basically, the construct that ‘we have always done it this way.’
     
    This is no longer a viable business or social model.  Our world is much too dynamic for the older static approach to targeting the likelihood of a specific demographic to perform in a preconceived prescriptive manner.
     
    One place to start looking is at the United States Census data.  This data set consists of 57 profiles, The United States and each State and Territory.  Each Profile is divided into several Sub-Categories, Populations and People, Income and Poverty, Education, Employment, Housing, Health, Business and Economy, Race and Ethnicity, and Nearby States.  Each Sub-Category is further detailed.
     
    We might even call the data in these Categories/Sub-Categories, Conditions from the RBC model.  Each Platform in Maslow’s Hierarchy can be considered a Category with infinite Sub-Categories.  Likewise, Conditions.

    Rows

    We have identified the following three variable model as representative of human Behaviors–Wants, Needs, and Desires.  We have previously reviewed some of this in our Blog, Want – Like – Need  in 2019.  These can also be mapped to Behaviors in both the RBC and Maslow models.
     
    Details and a short list of some variables follow.  These definitions can overlap, and readers will note that there is some duplication across all three classes below.  Researchers use different definitions for each class.  This does not detract from the fundamentals of Rows selected for analysis.  
    The point is to develop a list of behaviors that is indicative of the problem to be solved.

    Wants

    For purposes of this model, we define Want as something that an individual might seek as part of normal life, i.e., and ice cream cone.

    Needs

    Those fundamentals of life, especially as defined in Maslow’s Hierarchy, platforms one and two.

    Desires

    Different from Wants, Desires are perhaps beyond his/her reach.  Coveting a promotion and willing to back stab co-workers to get it rather than compete on merit.

    Sources of Wants, Needs, and Desires

    We have suggested that a starting point for Categories is the very large US Census database.  No such singular source exists for these behaviors and there is an overlap in definitions.  This list gives readers a starting point.  In no particular order, this non-comprehensive includes:

    The list goes on, but readers get the point.  A large row of behaviors will help develop a robust model.

    And The Answer Is

    While we know that the solution to the political pollster and/or marketing manager is not a definitive answer, we can do better than we are.  We know how to management data in this environment and we have models for assessing and making decisions based on results.  As we move from simple, small data set, linear models to robust Big Data Analysis, we need to consider a few additional action items.

    Scientific Method

    Do not forget to use this methodology to define and refine your problem statement.

    Model Limits

    • While we are using a significant number of independent and dependent variables, we are not trying to solve world hunger.  Therefore, we need to put limits on (Bound) the model.  This is an age-old problem we first addressed in 2015, Bounding the Boundless.
    • From a scientific perspective, “Across all science, modelling is our most powerful tool, as models let us focus on the few details that matter most, leaving many others aside.  Models also help reveal the typically far-from-intuitive consequences when multiple causal factors act in combination.”
    • Additionally, “Getting AI/ML/DL systems to work has been one of the biggest leaps in technology in recent years, but understanding how to control and optimize them as they adapt isn’t nearly as far along.  These systems are generally opaque if a problem develops in the field.  There is little or no visibility into how algorithms are utilized, or how weights that determine their behavior will change with a particular use case or interactions with other technology.”
    • Moreover, “the European Union this week (2021) issued guidelines for AI — specifically including ML and automated decision-making systems — limiting the ability of these systems to act autonomously, requiring ‘secure and reliable systems software,’ and requiring mechanisms for ensuring responsibility and accountability for AI systems and their outcomes.”

    Diminishing Returns

    Since we are not boiling the ocean, at some point continuing with the model will result reduced performance.  According to Economists, “The law of diminishing returns says that, if you keep increasing one factor in the production of goods (such as your workforce) while keeping all other factors the same, you’ll reach a point beyond which additional increases will result in a progressive decline in output.  In other words, there’s a point when adding more inputs will begin to hamper the production process.”

    “Data is just a way of codifying information. Any data gathered should be relevant to a problem, otherwise useless data clouds the results of a query.  If there are too many degrees of freedom, you are begging for a spurious correlation.”

    Readers may be familiar with, “The Pareto Principle, also known as the 80-20 rule, is a concept that many have adopted for their life and time management.  It is the idea that 20% of the effort, or input, leads to 80% of the results or output.  The point of this principle is to recognize that most things in life are not distributed evenly.”  This may be a satisfactory approach to this application.
     

    Need for a Data Scientist

    This approach may require the use of a professional data scientist to realize a valid and reliable outcome.  “A data scientist is an analytics professional who is responsible for collecting, analyzing and interpreting data to help drive decision-making in an organization.  The data scientist role combines elements of several traditional and technical jobs, including mathematician, scientist, statistician and computer programmer.  It involves the use of advanced analytics techniques, such as machine learning and predictive modeling, along with the application of scientific principles.  As part of data science initiatives, data scientists often must work with large amounts of data to develop and test hypotheses, make inferences and analyze things such as customer and market trends, financial risks, cybersecurity threats, stock trades, equipment maintenance needs and medical conditions.”

    More

    This is not a definitive list and is provided to give readers an understanding of what it will take to move forward with the Big Data Analysis model.  Appropriate research and problem definition may reveal additional or fewer requirements.

    Demise of Linear

    The Linear broadcast approach to selling or changing minds is not the relevant delivery vehicle for new micro-data analysis.  Directed notifications is better although practice this with care.  This last election cycle, I received a text, words to the effect, “can we count of your vote for X?”  I was very much against X and no reason was offered to help me change my mind.  Get with the program and don’t be so lazy developing your spiel or message.

    Elon Musk’s ‘Algorithm’

    This is an interesting approach to problem solving that can have relevance to the issue discussed herein.  Can we reduce complexity without losing data fidelity, “The accuracy, completeness, consistency, and timeliness of data.  In other words, it’s the degree to which data can be trusted to be accurate and reliable.”

    His Five Step Process:

    1. Question Every Requirement

    2. Delete Any Part or Process You Can

    3. Simplify and Optimize

    4. Accelerate Cycle Time

    5. Automate

    Readers may ask, how does this fit in this discussion?  We bring this to your attention because it may help identify and bound the problem to be solved.

    Also, perhaps of some value is his, “idiot index, which calculated how much more costly a finished product was than the cost of its basic materials.  If a product had a high idiot index, its cost could be reduced significantly by devising more efficient manufacturing techniques.”  A survey, analysis, etc. are all products and may benefit from this index model.

    Final Thoughts

    Most financial professionals will tell you that spreadsheets must foot (the sum of all rows must equal the sum of all columns).  Can societies or multiple societies foot their columns and rows?  Most likely not and if that is the case, data from this model is not valid or reliable.

    Most likely, this type of data will take the form of a Scatter Diagram (without correlation?) with some clumps or areas of intensity of a specific category or group of categories.

    This may not be an approach that many will take; however, it is clear that the original premise of this piece, that we live in a spreadsheet society is no longer appropriate.  “If you always do what you always did, you will always get what you always got.” ― Albert Einstein.  It will be interesting to see how future polling is conducted.

    Non-Linear Speed Ahead

    Sometimes pieces like this summarize a conclusion.  In the high-pressure environment, we are not concluding anything.  We are carving a way forward–A Growth Model of the Data Economy.

    As of this writing the incoming US administration appears to be moving at hyper speed across a broad front.  Moreover, AI in particular exploding.  Those interested in keeping up may want to to Subscribe | Generative’s AI Newsletter (not an endorsement but seems be a good daily source of information).  Mostly, just keeping up will not be enough, if top quartile success is the goal.

    It will be interesting to see the role the family of Artificial Intelligence (AI) software solutions play in this field going forward.

    Micro-targeting is certainly a place for Big Data to shine.  That said the problem to be solved and the confidence in the validity and reliability of the data must ascertained. 

    Society faces some real challenges with how we manage, analyze and decide using data.  This is but one example where old methods no longer produce valid and reliable results.  How will you and your organization go forward?

    For More Information

    Please note, RRI does not endorse or advocate the links to any third-party materials herein.  They are provided for education and entertainment only.

    See our Economic Value Proposition Matrix® (EVPM) for additional information and a free version to build your own EVPM.

    The author’s credentials in this field are available on his LinkedIn page.  Moreover, Dr. Shemwell is a coauthor of the recently published book, “Smart Manufacturing: Integrating Transformational Technologies for Competitiveness and Sustainability.”  His focus is on Operational Technologies.

    We are also pleased to announce our forthcoming book to be published by CRC Press in 2025, Navigating the Data Minefields: Management’s Guide to Better Decision-Making.  This is a book for the non-IT executive who is faced with making major technology decisions as firms acquire advanced technologies such as Artificial Intelligence (AI).

    “People fail to get along because they fear each other; they fear each other because they don’t know each other; they don’t know each other because they have not communicated with each other.” (Martin Luther King speech at Cornell College, 1962).  For more information on Cross Cultural Engagement, check out our Cross Cultural Serious Game.  You can contact this author as well.

    For more details regarding climate change models, check out Bjorn Lomborg ands his latest book, False Alarm: How Climate Change Panic Costs Us Trillions, Hurts the Poor, and Fails to Fix the Planet.

    Regarding the economics of Climate Change, check out our blog, Crippling Green.

    For those start-up firms addressing energy (including renewables) challenges, the author can put you in touch with Global Energy Mentors which provide no-cost mentoring services from energy experts.  If interested, check it out and give me a shout.

    Copyright © 2024 The Rapid Response Institute LLC.  All rights reserved.

  • Operational Excellence Enabled by Leadership in Technology

    Operational Excellence Enabled by Leadership in Technology

    Both books focus on the use of advanced information technologies to attain and sustain Operational Excellence.  Today, organizations are drinking from a firehose of advanced solutions such as Big Data, Artificial Intelligence, Machine Learning, Business Intelligence, Virtual Reality, Digital Twins and much more.

    Moreover, the roles of executives at all levels are changing.  It is no longer satisfactory to leave major decision to Chief Technology/Digital/Information types.  Everyone has a stake in these (in some case $100 million or more, bet you company decisions).  For example,

    • The business need must be identified, verified and a detailed plan put in place to acquire and implement the technology of choice.
    • Is this aligned with organizational objectives?
    • How will these new technologies integrate into existing systems, if at all?
    • Does the organization have the maturity to undertake this process?  In other words, is it culturally ready and if not, what must be done to get ready?  Examples include upskilling the workforce, what new skills will be needed and so forth.

    The list is lengthy and detailed which is further explained the new book mentioned.  Additionally, what role do non-IT executives play in this process.  The Blogger believes is it no longer satisfactory to outsource the future ‘core competencies’ to the technology staff or key third parties, including Systems Integrators.  The so-called experts.  What agendas do these parties have and are they aligned with the organization mission and strategy?

    Bet Your Career

    These advanced and emerging and sometimes very immature software solutions will touch every division, department and individual employees as well at the organizational ecosystem.  Poor performance will end careers and possibly organizations.  As always, there will be winners and losers, both at the organization level as well as individuals.

    We could go on, but readers get the point.  This is game-changing for industry sectors, organizations including government agencies and finally for individuals.  Big decisions will need to be made and soon.

    What are you doing to prepare of this transformational tsunami?

    For More Information

    Please note, RRI does not endorse or advocate the links to any third-party materials herein.  They are provided for education and entertainment only.

    See our Economic Value Proposition Matrix® (EVPM) for additional information and a free version to build your own EVPM.

    The author’s credentials in this field are available on his LinkedIn page.  Moreover, Dr. Shemwell is a coauthor of the just published book, “Smart Manufacturing: Integrating Transformational Technologies for Competitiveness and Sustainability.”  His focus is on Operational Technologies.

    We are also pleased to announce our forthcoming book to be published by CRC Press in 2025, Navigating the Data Minefields: Management’s Guide to Better Decision-Making This is a book for the non-IT executive who is faced with making major technology decisions as firms acquire advanced technologies such as Artificial Intelligence (AI).

    “People fail to get along because they fear each other; they fear each other because they don’t know each other; they don’t know each other because they have not communicated with each other.” (Martin Luther King speech at Cornell College, 1962).  For more information on Cross Cultural Engagement, check out our Cross Cultural Serious Game.  You can contact this author as well.

    For more details regarding climate change models, check out Bjorn Lomborg ands his latest book, False Alarm: How Climate Change Panic Costs Us Trillions, Hurts the Poor, and Fails to Fix the Planet.

    Regarding the economics of Climate Change, check out our blog, Crippling Green.

    For those start-up firms addressing energy (including renewables) challenges, the author can put you in touch with Global Energy Mentors which provide no-cost mentoring services from energy experts.  If interested, check it out and give me a shout.

  • What Do You Think About Artificial Intelligence?

    What Do You Think About Artificial Intelligence?

    The world is abuzz, not with the US presidential election, but with Artificial Intelligence (AI).  How do you feel about this game changing suite of technologies?

    Whether we agree or not, the AI tsunami is coming ashore.  What we, as individuals do about this phenomenon will dictate the remainder of our career and even quality of life.

    Do you see this as a threat or opportunity?  Technological advancement has led to the indoor flush toilet, horseless carriage and even the ubiquitous Smartphone.  What makes AI any different?

    The burden we all face when confronting the inevitable is to adapt.  Some jobs will be eliminated, (the preverbal buggy whip manufactures) and others will emerge.  Your task is to stay relevant.

    Beyond AI

    AI technology is not the beginning or the new, but the next step in the ongoing information technology resolution.  Expect much more to come and sooner rather than later.

    Humans have always had to develop and adapt to new technologies.  Our modern lifestyle is a testament to our collective success.  Embrace the change and as they saying goes “Yippee Ki-Yay,”  Or just go for it!  AI is only a step, more is to come.

    What are you doing to assure you are not left behind?

    We are pleased to announce our forthcoming book to be published by CRC Press in 2025, Navigating the Data Minefields: Management’s Guide to Better Decision-Making.  This is a book for the non-IT executive who is faced with making major technology decisions as firms acquire advanced technologies such as Artificial Intelligence (AI).

    For More Information

    Please note, RRI does not endorse or advocate the links to any third-party materials herein.  They are provided for education and entertainment only.

    See our Economic Value Proposition Matrix® (EVPM) for additional information and a free version to build your own EVPM.

    The author’s credentials in this field are available on his LinkedIn page.  Moreover, Dr. Shemwell is a coauthor of the just published book, “Smart Manufacturing: Integrating Transformational Technologies for Competitiveness and Sustainability.”  His focus is on Operational Technologies.

    “People fail to get along because they fear each other; they fear each other because they don’t know each other; they don’t know each other because they have not communicated with each other.” (Martin Luther King speech at Cornell College, 1962).  For more information on Cross Cultural Engagement, check out our Cross Cultural Serious Game.  You can contact this author as well.

    For more details regarding climate change models, check out Bjorn Lomborg ands his latest book, False Alarm: How Climate Change Panic Costs Us Trillions, Hurts the Poor, and Fails to Fix the Planet.

    Regarding the economics of Climate Change, check out our blog, Crippling Green.

    For those start-up firms addressing energy (including renewables) challenges, the author can put you in touch with Global Energy Mentors which provide no-cost mentoring services from energy experts.  If interested, check it out and give me a shout.

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  • Cultural Cognitive Dissonance

    Cultural Cognitive Dissonance

    “Cognitive dissonance is the mental discomfort that results from holding two conflicting beliefs, values, or attitudes.”  Verywellmind

    Typically, we associate this behavioral issue with individual humans.  Yet, aren’t organization comprised of human beings?  Well at least until the AI robots take over.

    There can be many issues causing individual and collective angst and some are described below.  However, it is not daily decisions management makes that we do not agree with that are the most destructive.  The real challenges groups face are the ones that challenge organizational culture–such as major change or organizational transformation efforts.

    Yet, what if cultural cognitive dissonance is not caused by major one time events?  What if it is the result of the systemic nature of the organization.  For example, employees are routinely treated poorly and not valued.

    From a personal perspective, twice in my career I blow the sales quota away by multi-millions.  My reward; thanks and we can’t pay that much in commission.  And the final coup de grâce, “we want more of this type business so we are going to hire someone to do it.”  Guess, what!  Both companies did and these huge deals were never sold again.  Oh and BTW, both went out of business not long after.

    There are consequences when organizations exhibit cultural cognitive dissonance.  Not just to the individual, but that message was clearly sent and no one ever again stepped out of their boxes.  Game, Set, Match!

    Moreover, for large global firms, there may be cultural clashes among the different global divisions/companies.  This can be managed but may often be at odds with each other.

    From Verywellmind, the following three major causes of cognitive dissonance apply to organizations as well as individuals.

    Causes of Cognitive Dissonance

    • Forced Compliance–Required to behave in a certain way that may be contrary to beliefs or desired behavior
    • New Information–Obtaining new information or data that calls into question previous positions
    • Decisions–The quandary of needing to select one of two or more similar alternatives

    According to the well regarded Cleveland Clinic, “Cognitive dissonance can feel a lot like anxiety and stress — and they often come paired together. When you’re stressed or anxious, you could affect your overall mental, emotional and physical health.”

    This observer suggests that these symptoms will apply to organizations as well.  This could contribute or lower performance and even the demise of a once viable organization.  This condition is something to be taken seriously.

    Does your organization realize there may some internal cognitive dissonances in your culture?

    For More Information

    Please note, RRI does not endorse or advocate the links to any third-party materials herein.  They are provided for education and entertainment only.

    See our Economic Value Proposition Matrix® (EVPM) for additional information and a free version to build your own EVPM.

    The author’s credentials in this field are available on his LinkedIn page.  Moreover, Dr. Shemwell is a coauthor of the just published book, “Smart Manufacturing: Integrating Transformational Technologies for Competitiveness and Sustainability.”  His focus is on Operational Technologies.

    “People fail to get along because they fear each other; they fear each other because they don’t know each other; they don’t know each other because they have not communicated with each other.” (Martin Luther King speech at Cornell College, 1962).  For more information on Cross Cultural Engagement, check out our Cross Cultural Serious Game.  You can contact this author as well.

    For more details regarding climate change models, check out Bjorn Lomborg ands his latest book, False Alarm: How Climate Change Panic Costs Us Trillions, Hurts the Poor, and Fails to Fix the Planet.

    Regarding the economics of Climate Change, check out our blog, Crippling Green.

    For those start-up firms addressing energy (including renewables) challenges, the author can put you in touch with Global Energy Mentors which provide no-cost mentoring services from energy experts.  If interested, check it out and give me a shout.

  • Seems Like Yesterday

    Seems Like Yesterday

    Hard to believe that 13 years ago the offshore oil and gas industry changed forever.  On April 20, 2010 the Deepwater Horizon drilling rig exploded, later sank.  “Approximately 134 million gallons of oil had spilled into the Gulf, the largest offshore oil spill in U.S. history.”

    One recent LinkedIn comment suggested that nothing had changed regarding field operation safety.  The right referred to management’s position as SAC (Safety as Convenient).  In other words, business as usual.  This may be the case for some organizations but I think the larger issue is the industry transformation to one of a Culture of Safety aka Safety Culture.

    In the immediate aftermath, this pundit and his colleagues were directly involved in this change process.  Working with the aerospace industry, we put forth new ways of managing the work process to assure field processes were completed properly and in keeping with regulatory requirements.  As part of this effort, we worked with Human Factors experts to help process organizations to sustain High Reliability.

    We believe across a number of fronts the sector has made a lot of progress.  Moreover, in 2015 this pundit was invited to present ‘oil & gas lessons learned’ at the International Atomic Energy Agency Technical Meeting on Developing Improvement Programmes for Safety Culture in Vienna, Austria.

    The Center for Offshore Safety and its Good Practices and Safety and Environmental Management System (SEMS) Certification process has been widely accepted.  Additionally, deepwater well containment rapid response systems such as the Marine Well Containment Company (MWCC) are in place.

    There is always room for improvement; however, it is fair to say the industry has taken the Safety Culture seriously and has made great strides.

    Transformational Tools

    There are a wide variety of tools readily available for organizations interested in adopting a Safety Culture.  These include the Bureau of Safety and Environmental Enforcement’s (BSEE) Safety Culture Policy.

    A Safety Culture is not limited to a single sector or even to private enterprises.  Other examples include NASA, Healthcare and SHRM among others.

    In addition to our 2014 seminal book on the subject, IMPLEMENTING A CULTURE of SAFETY: A ROADMAP FOR PERFORMANCE BASED COMPLIANCE we offer a number tools designed with industry experts to assist with this transformation.  These include:

    Finally, our new book Smart Manufacturing: Integrating Transformational Technologies for Competitiveness and Sustainability can help as well even if your organization is not a manufacturer.

    If your organization does not have a Safety Culture, why not?

    For More Information

    The photograph source is NOAA.

    Please note, RRI does not endorse or advocate the links to any third-party materials herein.  They are provided for education and entertainment only.

    See our Economic Value Proposition Matrix® (EVPM) for additional information and a free version to build your own EVPM.

    The author’s credentials in this field are available on his LinkedIn page.  Moreover, Dr. Shemwell is a coauthor of the just published book, “Smart Manufacturing: Integrating Transformational Technologies for Competitiveness and Sustainability.”  His focus is on Operational Technologies.

    “People fail to get along because they fear each other; they fear each other because they don’t know each other; they don’t know each other because they have not communicated with each other.” (Martin Luther King speech at Cornell College, 1962).  For more information on Cross Cultural Engagement, check out our Cross Cultural Serious Game.  You can contact this author as well.

    For more details regarding climate change models, check out Bjorn Lomborg ands his latest book, False Alarm: How Climate Change Panic Costs Us Trillions, Hurts the Poor, and Fails to Fix the Planet.

    Regarding the economics of Climate Change, check out our recent blog, Crippling Green.

    For those start-up firms addressing energy (including renewables) challenges, the author can put you in touch with Global Energy Mentors which provide no-cost mentoring services from energy experts.  If interested, check it out and give me a shout.

  • Getting To Smart

    Getting To Smart

    We are pleased to announce the publication of our new book, Smart Manufacturing: Integrating Transformational Technologies for Competitiveness and Sustainability.

    The first sentence in the Abstract of Chapter 2, Operational Technologies reads, “There is a lot of information about ‘Smart Manufacturing’ albeit precious little information about its implementation and ongoing sustainability. Without a set of guidelines or what is commonly known as a Roadmap, the likelihood of success is limited.  Like an architect’s blueprint, a Roadmap provides management and its Information Technology (IT) support organizations (internal/external) with the ability to cost effectively drive their organizations toward Smart.”  This is the theme of the book which develops an actionable Roadmap that enables organizations to successful implement and sustain Smart Transformational Change.

    Implementation Process

    Regardless of your industry sector, there are several major processes to follow when developing and implementing a Smart Transformation.

    •  Identify the Economic Value of the investment
    • Determine the Maturity of the Technology to be used and Risk associated with its use
    • Process drives the Technology, not the use of ‘cool’ or topical hype
    • Align with industry and technology Standards
    • Put in place a Risk Mitigation strategy
    • Learn from other’s Best or Good Practices
    •  Drive the organizational Transformational Process
    • Manage to the Measures of Success

    We have driven this type of change based on new technologies and knowledge for almost 50 years.  This approach is ‘Tried and True’ as well as well documented.  One suggests that the Roadmap provided is the framework needed for success regardless of your industry sector.

    How are you assuring the Smart Transformation adds Value to your Organization?

    For More Information

    Please note, RRI does not endorse or advocate the links to any third-party materials herein.  They are provided for education and entertainment only.

    See our Economic Value Proposition Matrix® (EVPM) for additional information and a free version to build your own EVPM.

    The author’s credentials in this field are available on his LinkedIn page.

    “People fail to get along because they fear each other; they fear each other because they don’t know each other; they don’t know each other because they have not communicated with each other.” (Martin Luther King speech at Cornell College, 1962).  For more information on Cross Cultural Engagement, check out our Cross Cultural Serious Game.  You can contact this author as well.

    For more details regarding climate change models, check out Bjorn Lomborg ands his latest book, False Alarm: How Climate Change Panic Costs Us Trillions, Hurts the Poor, and Fails to Fix the Planet.

    Regarding the economics of Climate Change, check out our recent blog, Crippling Green.

    For those start-up firms addressing energy (including renewables) challenges, the author can put you in touch with Global Energy Mentors which provide no-cost mentoring services from energy experts.  If interested, check it out and give me a shout.

  • ESG Explained

    ESG Explained

    According to Investopedia, “Environmental, social, and governance (ESG) criteria are a set of standards for a company’s operations that socially conscious investors use to screen potential investments.”  Definitions of the three components are pretty straightforward:

    • Environmental–Generally refers to the stewardship of the planet and how organizations facilitate that responsibility.
    • Social–Facilitating organizational responsibility to the global society, at all levels from the globe to the local communities firms operate in.
    • (Corporate) Governance–Typically, the umbrella organizations put in place to assure issues such as transparency, fraud, safety culture and ethics are in compliance with social norms and local regulations.

    Since the Deepwater Horizon incident of April 2020, operators (oil and gas companies) have extended and enhanced the above criteria to their supply chain ecosystem and in some cases even customers with a Safety and Environmental Management System (SEMS).  This is true of most other Critical Infrastructure sectors as well.

    Likewise, the Sarbanes-Oxley Act of 2002 enhanced transparency and increased fraud protection after the Enron (and other) scandals.  Other incidents have triggered governance changes as well and some are referred to in linked materials.

    Why Is ESG Important?

    By one account, approximately $12 trillion in investments made in 2018 were driven by those who consider themselves socially responsible.  According to Forbes, in 2019 this accounted for almost 25% of total investments and are seen through the lens of sustainability.  Moreover, between 2016 to 2018, the growth rate in such firms grew at 38 percent.

    These numbers confirm our research going back to the turn of the century and perhaps earlier.  In 1993 we controversially posited that the Principles of Scientific Management were applicable to software development by Knowledge Workers.  Developed by Frederick Taylor, his monograph was published circa 1911.

    In other words, owners (investors) have always demanded top notch, legal and ethical performance.  Activist investors, i.e. Carl Icahn are not new.  As always, they have a very important role to play in the current markets.

    Asset/Equipment Integrity Governance

    There is a buzz of newness to ESG; however, from a contrarian perspective, this is not necessarily the case.  After the Deepwater Horizon failure with significant loss of live and many billions in economic losses to many parties including BP, it became clear that traditional Governance models did not have a focus on operations and the management of capital assets, i.e., manufacturing plants, marine vessels and other revenue producing sources.

    In our book we addressed a New Risk Environment from large corporate operations in which ‘failure is really not an option.”  We stated as a risk element, “Escalation of Consequences: The level of consequences of a disaster in the energy industry can now be larger than from the accidental release of a multi-megaton nuclear weapon.”

    Still governance models continued to struggle.  We believe that in the critical infrastructure sectors there is a lack of strong bonding, in other words top management is still hands off and operating from historical ‘control’ models that are no longer relevant or applicable.

    We do not believe this will change until a Strong Bond (tightly coupled) model is adopted.  We define the term as, “A strong model is used by High Reliability Organizations (HRO) and as part of that model, trained; knowledgeable personnel are empowered to make the right decisions in the field.  The strong model provides an organization with the capability to become and remain and HRO.”

    In 2011, we released our monograph, Asset/Equipment Integrity Governance: Operations–Enterprise Alignment; A Case for Board Oversight (AEIG).  In addition to developing a financial model documenting the Return on Investment (ROI) from strong governance, a Compliance Model, as well as a robust AEIG Matrix which incorporates an Asset Maturity Model are part of the solution.

    The AEIG extends the enterprise governance model to include the full ecosystem including subcontractors to its primary supply chain partners.  While not directly addressed at the time, Diversity, Equity and Inclusion (DEI) is implicit in the model.

    This roadmap is comprehensive and is a good starting point for developing and implementing a vigorous ESG initiative.  Other monographs in our Changing the Dialogue series (exploring our New Business Dynamics) include Structural Dynamics and Rapid Response Management are available online.

    Relationships, Behaviors, Conditions

    Scroll down on The Rapid Response Institute, Operational Excellence Platform page and you will find our R B C Framework Cultural Transformation model.  Shown below for ease of readership.

    The R B C model was originally developed to research international (cross cultural) negotiations.  We have extended it to support the transformation process to a robust and model organization culture such discussed herein.  Readers should note that this model is focused on Operational Excellence and is comprised on Processes & Methods supported by Enabling Tools.

    Built on Structural Dynamics which was developed as part of Dr. Shemwell’s doctoral dissertation in 1996.  It is defined as, “The morphology or patterns of motion towards process equilibrium of interpersonal systems.”

    This proven Framework is grounded in Management Science yet is a useful tool (Roadmap) that real originations can successfully and cost effectively implement.  We believe it is the best approach for attaining ESG.

    Summary

    One can view the current ESG status as part of a continuum to hold organizations accountable as appropriate and frankly, increase their Operational Excellence.  We have long known that firm’s that are well managed command superior stock market multiples and greater equity value.

    Many ‘self-serving’ consultants and pundit would have us believe ESG is breakthrough Thought Leadership in need of their help.  Nothing could be further from the truth.

    In the early 1990s, we document the history and evolution of Management Science/Thinking.   It is not written in stone, like most human endeavors it evolves and has for thousands of years.  ESG is a step in this continuum.

    How is Your Organization Addressing the Requirements of Active Investors?

    For More Information

    Please note, RRI does not endorse or advocate the links to any third-party materials.  They are provided for education and entertainment only.

    For more information on Cross Cultural Engagement, check out our Cross Cultural Serious GameTwo current online games; Safety Culture and Diverse Teams specifically address issues raised by ESG Criteria.  If you have any questions, please contact this author as well.

    Graphic Source: The Rapid Response Institute derived from a Storyblocks image under license.

  • 100

    100

    This edition marks the 100th post in our Critical Mass Blog series.  We have sought to provide thoughtful, unbiased insight into the contemporary business and organizational challenges we all face.  Since our first blog post on November 27, 2017 our world has turned over in ways none expected.  Likely, this trend will continue.

    This series continues a tradition of newsletters, opinion pieces and other on line punditry first begun in 1998 with our New Millennium News.  A bi-monthly email with a subscription base of approximately 7,000 readers.  A huge number at that time.  We estimate that hundreds of thousands or more have benefited from this knowledge transfer.

    Coincidentally, we reach this milestone as we begin the new year–a time of renewal.  We will continue to address critical issues individuals, businesses, agencies and others face as we all navigate an increasingly perilous path.  This series has addressed Human Resource issues including Diversity, Equity and Inclusion (DEI) Teams , the arrival of Smart Technology, International Business, Covid-19, Supply Chain Management, Operational Excellence, Cultural Transformation (including Safety Culture) Sales, Risk Mitigation and of course Leadership.  Today’s organizations must be very good at all of these disciplines!

    Available Tools

    The mission of the Rapid Response Institute (RRI) is to enable our clients with the ability to posture themselves in their market segments so that they can thrive in volatile markets and capitalize on uncertainty, not suffer because of them.  This is especially important for those economic actors in Critical Infrastructure sectors.

    In support of this mission the firm has developed a suite of Intellectual Property (IP) which includes Know How, practical roadmap Books and guidelines as well as Software as a Service (SaaS) solutions among others.  Many readers know that once a process has been standardized with minimal configuration required, the data is the ultimate driver.  This is the heart of most Enterprise Resource Planning (ERP) solutions.

    With advances in technology, RRI has taken these once multi-million dollar solutions to a price point as well as Use Case where all organizations can utilize this capability.  Moreover, our advancements in work flow such as epitomized in our Cross Cultural Serious Games, Economic Value Proposition Matrix, and Smart OpEx (Operations Management System) and Risk Simulation Modeling add immediate and significant value to the challenges faced as articulated above.  Other Free Tools are available as well.

    Pulling It All Together

    The method to our madness is–Operations!!  As some are fond of saying with derision, “It’s All About the Benjamins.”  Well, it actually is.  If ‘for-profit’ firms are not profitable, they fail.  No amount of Environmental, Social, and Governance (ESG) will save them if they cannot deliver to paying customers.

    Everything RRI does helps organizations to deliver stakeholder value, compliant with ESG standards.  That is our Bottom Line and we are also pleased that Dr. Shemwell, Managing Director has been an independent advocate for responsible corporate success since 2004.

    FYI, major losses and legal actions do not enhance stakeholder value.  Neither for employees, local communities or equity holders.  Everyone loses when in terrible scenarios such as Deepwater Horizon, internal bias corporate hubris, poor high reliability processes/human factor shortcomings or lack of actual DEI.

    This journey continues.  Stay tuned for the next 100 editions where will continue to provide our thoughts on relevant matters.  Thank you very much for your readership and support.

    How is Your Organization Positioned for the Next Four Years?

    For More Information

    Please note, RRI does not endorse or advocate the links to any third-party materials.  They are provided for education and entertainment only.

    For more information on Cross Cultural Engagement, check out our Cross Cultural Serious Game

    We presented, Should Cross Cultural Serious Games Be Included in Your Diversity Program: Best Practices and Lessons Learned at the Online Conference, New Diversity Summit 2020 the week of September 14, 2020.  Check Out this timely event and contact the organizer for access to the presentations!!

    For more on DEI Standards, see the newly released ISO-30415.

    You can contact this author as well.

  • Getting to Diverse and Inclusive Teams

    Getting to Diverse and Inclusive Teams

    Diversity, Equity, and Inclusion (DEI) Team Models

    There is a tendency to see DEI through the lens of initiatives or often a process semi-outside the daily ‘organizational’ grind.  Does this represent reality?

    Organizations spend countless sums training employees and others they depend on for Operational Excellence performance.  They often trust global Teams to add stakeholder value.

    No less than Microsoft names a software product, Teams.  A tool designed to foster collaboration.

    The Way We Do Business

    Culture is often defined as ‘who we are.’  The approach an organization takes towards its ecosystem.  If this model is an accurate representation, it suggests that when organizations launch initiatives meant to address current social mores, they likely fail or at least do not live up to full potentials.

    Change management, often referred to as transformation often takes on the mantel of ‘you will be changed.’  Contemporarily, take the Covid-19 vaccine or you will be fired!  Not surprisingly, this mandate is resisted and seemingly increasingly with each new warning.

    As of this writing, the all out war (on decrees) has been declared by the likes of the Navy Seals, Health Care Workers, Law Enforcement and others with the demands from the Feds.  Likely, the result will be a draw at best, with the administration quietly acquiescing.  Too many critical, non-replaceable positions are at risk.  Not to mention votes.

    Governance

    In October 2011, we published our first draft of, Asset/Equipment Integrity Governance: Operations–Enterprise Alignment.  We recognized that traditional organizational Governance models were strictly focused on finance and maleficence therein.  The reality is that revenue is generate by operations and as such governance is critical as well.  Safety Culture, is intangible but now required by most organizations in Critical Infrastructure sectors.

    Flash forward to today and Environmental, Social, and Governance (ESG) is the model most organizations use.  Effectively, this expands governance to include a broad range of non-financial commitments.  From this blogger’s perspective, likely DEI will fall under this governance model.  Therefore, moving it from the ‘initiative status’ to the ‘way we do business.’

    Team Building

    This dynamic environment requires workforce upskilling.  The need to constantly assure that individuals have current Knowledge, Skills and Abilities (KSAs) necessary to meet current challenges.  KSAs now include the ability/necessity to work across cultural/diverse lines.

    When one thinks of a ‘team’ it is not a homogenous collection of like minded and ‘like’ individuals.  Teams are a collection of hopefully, ‘fit for purpose’ individuals who comprise the KSAs needs to accomplish the task(s) at hand.  Teams can mirror the discrete views of its members.

    For example, our early research on the subject assessed the different approaches Japanese nationals took when negotiating with white American males.  In each case, the individual players were deemed to be homogenous.

    Nothing could be further from the truth.  Each individual, in this case all males were of different ages, different education, from different regions of their respective countries, married or not and so forth and so on.

    The reality is that individuals do not negotiate deals.  Teams do.   Members of teams, like juries need to arrive at the same place prior to engaging with other collaborative counterparts.

    Juries need to be arrive at consensus.  Likewise, organizational team members must arrive at a similar place internally prior to going forward.  This not to say that individuals must cave to the will of the majority or the Tyranny of the Minority.  It is to say, a common position that all must accept as part of collaboration or consensus.

    Inclusive?

    There is no doubt that token individuals and in some case high profile figureheads have been put forth to ‘prove’ inclusivity.  Thankfully, those days are fading.

    Teams need to have the input of all members, even contrarians.  Often it is the outlier that has the most insight into a difficult problem.  Differences of opinion need to be resolved and a go forward plan agreed upon.

    Often, individuals do not speak up.  Perhaps they are new to the environment, shy or unsure of themselves.  Whatever the reason their input must be sought and at least given a fair hearing.

    Training can help elicit input from the reticent.  Moreover, they help dominate individuals acknowledge and accept said input.

    How Does Your Organization Assure Real Inclusion?

    For More Information

    Please note, RRI does not endorse or advocate the links to any third-party materials.  They are provided for education and entertainment only.

    For more information on Cross Cultural Engagement, check out our Cross Cultural Serious Game

    We presented, Should Cross Cultural Serious Games Be Included in Your Diversity Program: Best Practices and Lessons Learned at the Online Conference, New Diversity Summit 2020 the week of September 14, 2020.  Check Out this timely event and contact the organizer for access to the presentations!!

    For more on DEI Standards, see the newly released ISO-30415.

    You can contact this author as well.

  • Learn from the Big Guy

    Learn from the Big Guy

    We have all heard the flight attendant say, “Thank you for flying with us and welcome your destination, another on time arrival.”  Usually stated with gusto, as if an on time arrival was uncommon!

    Pundits and politicians are telling us that Santa will be late this year.  More salt on the wound, the jolly elf may not have everything on our list.  “Say it isn’t so, oh the humanities.”  Pass the eggnog please, Clark.

    This prognosticator suspects they are all wrong!!  Every young child knows that Santa, Mrs. Claus and their host of elves make all the toys, all year long at the North Pole.  So what’s the problem?  They are wrapping (pun?) things up even as you read this piece, right?

    Well, the dirty little secret is that somewhere along the way, Santa outsourced and even offshored his manufacturing and much of his distribution.  Must have been when the elves went on strike during Y2K.  Toy manufacturing no longer takes place at the North Pole.

    Be ‘SMART’ About Things

    However, Santa is a visionary.  He is a SMART Manufacturing Early Adopter, even an Innovator.  Shortly after, “The term Smart Manufacturing was coined in 2006 at a National Science Foundation workshop on Cyberinfrastructure,” Santa secretly developed his Proof of Concept and later a Pilot at a North Pole toy facility.  Legend has it that by 2012 he was deploying enterprise level SMART Toy Manufacturing at global scale.

    Today, some of Santa’s Helpers appear to be struggling against the firm deadline.  Their level of ’empowerment’ and creativity will determine how well the territory they are responsible for fares later this month.

    For those in real trouble, one suspects that Santa has already done two (2) things.  First he has probably sent in Teams of supply chain Subject Matter Expert elves to help suppliers get processes back on track  Additionally, he has transferred business from those who might miss the deadline to those forward looking firms that value High Reliability Organizational traits and will perform against the deadline.

    Santa is not only SMART, he and his organization are Resilient!

    Disruptions Amongst Us

    When things go bump-in-the-night with a supply chain, the worst thing Santa’s Helpers can do is fib.  Check is in the mail, dog ate my homework, I over slept, my car would not start, my computer crashed and so forth and so on.  Like most parents of small children, he has heard it all before over his long life.

    Santa always knows ‘who has been bad and good,’ and Data Analytics does not lie about his supply chain ecosystem.  You can try to hide but you cannot run.  While coal is out favor these days, Santa still have plenty to deliver as necessary.  Coal in your stocking would ruin a Carbon Free Holiday, so behave.

    Yes Virginia,

    There is a Santa Claus and he has never screwed things up!  He will fly from his distribution center at the North Pole the night of December 24th.  As he always has.  On the morning of the 25th, kids all over the world will celebrate.  The supply chain Grinch will not steal from the kiddos.  All will be joyful and full of song.

    Santa will deliver, despite the challenges faced.  If he can, why can’t your organization?  For those who have seen the movie Miracle on 34th Street, you know he is real?  In that movie, he delivers a house to a skeptical young girl.  He found a way.

    Santa has a global distribution problem– yet he always delivers on time to the largest customer base of all!  He has to for if he failed and his customer’s lost faith in him, it might be the end of the month of December as we know it.  The stakes could not be higher.

    Usher in the New Year

    Paraphrasing the late Secretary of Defense Donald Rumsfeld, “You go to war with the supply chain you have, not the supply chain you might want or wish to have at a later time.”  A later time always comes regardless of preparation or not.  If your organization is one of Santa’s Helpers/Suppliers that did not have business processes that were ‘smart’ enough this year, Happy New Year!  Start January 2nd to transform the old ways.

    For more about SMART Manufacturing, keep an eye our for the release of our 2022 book, “Smart Manufacturing: Integrating Transformational Technologies for Competitiveness and Sustainability.”  We will announce it on these pages when it is available.

    Hope you all found a bit of holiday cheer in this piece.  The story may be tongue-in-cheek, but the message is real.  It is time for all of us to ‘Get Smart.’  For those of you who were children of the 1960s, you will get the pun.  For the rest of you, GOOGLE IT!

    Happy Holidays

    For More Information

    Please note, RRI does not endorse or advocate the links to any third-party materials.  They are provided for education and entertainment only.

    For more information on Cross Cultural Engagement, check out our Cross Cultural Serious Game

    We presented, Should Cross Cultural Serious Games Be Included in Your Diversity Program: Best Practices and Lessons Learned at the Online Conference, New Diversity Summit 2020 the week of September 14, 2020.  Check Out this timely event and contact the organizer for access to the presentations!!

    You can contact this author as well.

  • THE SCIENCE: The Reason We Need STEM

    THE SCIENCE: The Reason We Need STEM

    Almost every day, we hear that “The Science” says . . .  We are told Covid-19 and Climate Change are based on The Science and as such we must accept that expert analyses as ‘settled.’  Then something changes and once more the science police demand we accept their new interpretation.

    The near-term result: confusion and lack of trust, even acrimony.  The Science, as presented by the media, politicians and others is a static solution.  As we follow The Science, we are told we must adjust but not necessarily why.

    There is no reason to trust to fate or our political betters (call themselves elites).  The Science is not that mysterious.  The term is meant to deride most of us, including degreed scientists like this author.  Might want to ask those pontificating to define the ‘Scientific Method.’

    Set at the beginning of the 20th Century Space Race, the movie, Hidden Figures brought broad attention to the mathematical genius of a group of then unknown women.  They were instrumental helping the fledgling NASA achieve the early goals of manned space flight, including the lunar landings.  They understood The Science better than others.

    On the Shoulders of Giants

    With the social deck stacked against them, these women rose above the norms of the time and accomplished feats unknown and certainly unexpected by contemporaries.  Perhaps more importantly, they demonstrated that math and science is not reserved for elites.  They educated all of us.

    We live in a technological age and told shortly everything will be ‘Smart.’  The workforce will change, and our view of the world will be dramatically different.  Moreover, many of us will no longer be relevant or even employable.  Balderdash!

    Science, Technology, Engineering, and Math (STEM)

    STEM is the anacronym for the set of technical knowledge embodied in these ‘hard’ disciplines.  Collectively, they form the backbone of our 21st Century economy and social advancement.  While liberal arts disciplines are important, STEM knowledge is critical if we are to hold the ‘experts’ accountable.

    Increasingly, ‘soft’ or social skills are also seen as important.  The old concept of the ‘Nerd’ is giving way to the technologist with human empathy.

    The emerging generation(s) will need STEM expertise as well as soft skills.  In some ways this is no different than previous times when the Titans of Industry changed their world.  Building on new technologies, they built business.  A successful business requires a knowledgeable workforce that can monetize technology.

    The titans this time are everyday men and women, even juveniles.  Knowledge of STEM subjects is dictating individual success or failure.  Get on the STEM train.

    Role of R B C

    We have routinely commented on the Relationships, Behaviors, Conditions model first put forth in the 1990s.  From a previous blog, “One of the basic tenets of the RBC Framework is the general construct that Relationships cannot be determined a priori.  The well-used example is a man and a woman sitting on a bench at a bus stop.  Are they married, siblings, coworkers, friends or simply two people waiting to catch the same/different bus?

    Their relationship cannot be known directly.  However, their Behaviors will provide insight into how they relate to each other.  Romantic behavior may indicate marriage, dating, an affair etc. They may still be coworkers but most likely are not strangers.

    The third dimension, Conditions (environment) can be considered the stage upon which behaviors play.”

    One can make the case that STEM is a condition or situation.  In other words, our technology environment.  The behavior of individuals with these skill sets will determine the relationship these individuals have with their peers, customers/business ecosystem and economy/society in general.

    Finally

    We spend a lot of time, quoting “The Science.”  Most vocalizing the term are not scientists or even qualified to understand its basic tenets.  But taken as gospel because of some perceived authority, i.e., politicians, newscasters, celebrities and bureaucrats among others.

    This scientist suggests that STEM is necessary to assure the emerging generations understand “The Science” and how it can actually be used to benefit mankind.  And, oh yea and make a buck!

    Where does STEM fit in Your Organization’s Strategy?

    For More Information

    Please note, RRI does not endorse or advocate the links to any third-party materials.  They are provided for education and entertainment only.

    For more information on Cross Cultural Engagement, check out our Cross Cultural Serious Game

    We presented, Should Cross Cultural Serious Games Be Included in Your Diversity Program: Best Practices and Lessons Learned at the Online Conference, New Diversity Summit 2020 the week of September 14, 2020.  Check Out this timely event and contact the organizer for access to the presentations!!

    You can contact this author as well.

  • The Secret of the Pencil

    The Secret of the Pencil

    The writing instrument, the pencil is purported to have been invented in 1795.  It has been around for a while and continues to serve a useful purpose.

    In the following video, the late economist Milton Friedman describes the process for manufacturing this simple longstanding tool.  The point he makes is that regardless of the simplicity and maturity of a product, it requires a robust supply chain from raw material through the distribution of the finished product.

    He makes the case that no single organization can make this simple tool without help from many economic actors and the thousands of organizations employed either as employees or part of individual supply chains.  This is a powerful argument for free market behaviors.  Well worth a little over 2 minutes of your time to view.

    As of this writing, there is probably more discussion about the global supply chain than this writer can remember.  The last time we saw such exposure was after the 2011 Tōhoku earthquake and tsunami, offshore Japan.  However, it was specific to goods and services provided from Japan.  This time it actually is different.  The current shipping disruption is purported to impact on the US holiday gift giving season.  The resulting impact on firms of all sizes may be dramatic and even impact on all levels of politics.

    States like Florida and Georgia and others are arguing that Asian shippers gain value by landing at their ports versus the closer ones on the West Coast of the United States.  If the economics bear this model out, significant long-term changes may be made.

    Pundits, including this one like to talk about Creative Destruction and the systemic changes that can come about as the result of an event.  While the pandemic may be the causal incident, the global supply chain will likely be the lasting impactful change in global commerce.

    As with the simple, mature product the pencil, every firm’s lifeblood is its supply chain.  How it works through this transformational period may help declare the winners and losers going forward.

    In our forthcoming book, we address the emerging Smart Manufacturing model and the role of the supply chain in the future.  Expect this component to become even more important.  Disruptions like the current one will ruin more than just the ability to manufacture automobiles.  Those with weak SC strategies will most likely fail.

    What is Your Firm Doing to Develop the Robust Supply Chain of the Future.

    For More Information

    Please note, RRI does not endorse or advocate the links to any third-party materials.  They are provided for education and entertainment only.

    Interested in Cross Cultural Engagement or DEI, check out our Cross Cultural Serious Game

    We presented, Should Cross Cultural Serious Games Be Included in Your Diversity Program: Best Practices and Lessons Learned at the Online Conference, New Diversity Summit 2020 the week of September 14, 2020.

    Contact the author for information on these and others subjects covered in the Critical Mass series.

  • Data, Data Everywhere but Not an Answer in Sight

    Data, Data Everywhere but Not an Answer in Sight

    Awash with data, how many decisions made actually use it to add value?  Too few one suspects and partly because decision-making systems are not designed for this volume.  Much is made about Big Data and the value it can add to a business.  However, there is little said about the software applications and compute power that are necessary.

    Data, like information is a continuous feed from a variety of often conflicting sources. How this often subjective data is normalized which can lead to skewed results.

    One has only to look at daily news casts about any given subject to find a variety of ‘opinions’ as opposed to actual non-bias reporting.  One can argue that there is no objectivity with most analyses.

    So it is true with data analysis.  Data bias is a well known phenomena and clouds objectivity.  This matters most when organizations are making critical decisions.

    As we enter into the ‘Smart’ era data issues will not only be on the Critical Path, they will be the possibly be a major point of failure and significant operational losses and perhaps significant injury or even loss of life.

    In the last blog we discussed the difference in a methodology (The Science) vs new and often conflicting data.  We expand on the data mess, confusion, apparent flip flop, bias(es) and political agendas.

    While all of this might be political sport for a pandemic.  Can you run an organization based on this data?  Probably not a successful one!

    This author has addressed organizational governance issues for decades. We saw Sarbanes-Oxley, Asset Integrity, and now ESG.  It is time data had a seat at the board room?

    Decision Maker Beware

    Management is paid to make decisions based on uncertain, incomplete and often conflicting inputs.  It pays to have an understanding of the limitations of data and the software application decision makers.  Your career may depend on it.

    How Do You Know that the Data Upon Which You Make Decisions is Valid and Reliable?

    For More Information

    Please note, RRI does not endorse or advocate the links to any third-party materials.  They are provided for education and entertainment only.

    For more information on Cross Cultural Engagement, check out our Cross Cultural Serious Game

    We presented, Should Cross Cultural Serious Games Be Included in Your Diversity Program: Best Practices and Lessons Learned at the Online Conference, New Diversity Summit 2020 the week of September 14, 2020.  Check Out this timely event and contact the organizer for access to the presentations!!

    You can contact this author as well.

     

  • Questions, Questions, Questions

    Questions, Questions, Questions

    Picture sourced from LinkedIn, author unknown.

    It seems like there are a lot of answers these days, even to questions that have not been posed.  As of this writing, this author understands that masks work for Covid-19 but vaccines not so much although we are advised to get the shots and even a third one this fall.  So many flip-flops I feel like I spent the last year on a beach.

    Claiming, The settled Science says … is an answer designed to shut down debate.  Facts are, unless one believes the world is flat or the earth is the center of the universe (thank you Galileo Galilei), science is never settled.  If it were. we would be living in a Flintstones’ world.

    “And the Answer Is . . .”

    Thank you Alex.  For almost two years, we have been told the answers to the Covid-19 crisis are understood and the data is valid and reliable.   Then it isn’t.  Blamed on a dynamic and changing environment, we are told “we are following the science.”  Or perhaps just a political slogan.

    Pay no attention to that man behind the curtain!”  Just sit down, shut up and do as your told is often the mantra when authorizes’ edicts are questioned.  Good advise for a toddler but not so much for those over the age of 10.

    Are We There Yet?

    Tesla crashes are the latest Big Data enabled autopilot failures.  The level of maturity regarding digitalization and its various cousins has been discussed in this blog before.  Begging the question, are we ready for data Prime Time?

    We are besieged with answers from all manner of pundits, both electronic and in person.  We are told, “we must believe” without any serious discussion or in-depth assessment of the explanation.  Moreover, many of these statements regarding technology have not undergone the Scientific Method process.

    The result; many do not believe.  Covid-19 vaccination concerns are but one example of this squandering of faith.  Readers may have other issues that bother them.

    One consistent argument for not taking the inoculation is that vaccines take many years to develop and vet.  Perhaps, in the past but (1) we don’t have years with this deadly virus and (2) technology marches on and perhaps years are no longer required.  One can argue that this lack of trust is a result of so many answers in advance of the questions.

    How is your organization assuring that Answers are not being provided before the Questions are asked?

    For More Information

    Please note, RRI does not endorse or advocate the links to any third-party materials.  They are provided for education and entertainment only.

    For more information on Cross Cultural Engagement, check out our Cross Cultural Serious Game

    We presented, Should Cross Cultural Serious Games Be Included in Your Diversity Program: Best Practices and Lessons Learned at the Online Conference, New Diversity Summit 2020 the week of September 14, 2020.  Check Out this timely event and contact the organizer for access to the presentations!!

    You can contact this author as well.

  • Are Your DEI Wheels Spinning?

    Are Your DEI Wheels Spinning?

    Originally published as a LinkedIn article on July 6, 2021, this updated version is reprinted here with the permission of the author.  Links to relevant sources are added.

    Lately, many LinkedIn posts bemoan the state of Diversity, Equity, Inclusion (DEI) initiatives. The seeming slow take up of great ideas.

    Some argue that DEI initiatives are no more than window dressing or organizational efforts to stave-off litigation. To others, they have the appearance of one more management initiative that if waited out will simply go away like so many others before.

    Fundamentally, DEI initiatives require change. A change of (B)ehaviors in the face of seemingly new situations or influencing (C)onditions (Circumstances, Capabilities, Cultures, Environments). When these two variables evolve, so do exiting (R)elationships. The RBC model is well established in social science and was first used to model Cross-Cultural (international business) Negotiations.

    It is multi-dimensional including a temporal schema capable of addressing numerous aspects of human behavior. Furthermore, it encompasses cultural as well as other situational aspects such as individual backgrounds.

    We tested this model using Japanese and American executives. This culturally diverse group needed to develop a level of trust if negotiation outcomes were to be successful.

    Likewise, successful DEI initiatives require that culturally diverse groups develop a high level of trust among those working together and/or members of teams.

    “Tell Me and I Forget. Teach Me and I Remember. Involve Me and I Learn”

    Attributed to Benjamin Franklin, this quote tells us all we need to know. The so-called Death by PowerPoint lecture long in vogue are often forgettable. Instruction, along with the homework prerequisite and tests are traditional methods. Finally, engaging individuals, teams, departments and even entire organizations can create long standing sustainable knowledge that is the basis for behavioral transformation.

    Paper based serious games or “games whose purpose is other than entertainment” originated in the late 1960-70s. In a nutshell, this is an interactive training solution. Subsequently, online serious games can incorporate actual scenarios designed to immerse players solving real world challenges.

    Rather than a video game whereby players engage with electronic decision trees, human-to-human serious games train players/teams to deal with diverse yet real colleagues. Collaborative scenarios direct participants to collectively solve problems while learning how their culturally dissimilar counterparts address the same challenge.

    Scenarios can drive engagement by all players including those who may not be typically involved in decision making processes. This is also a safe, no-harm no-foul environment with little to no individual decision-making risk.

    Transformation

    Any successful ‘change’ initiative must answer the What’s in It for Me? question. Humans may resist change if they do not see personal value from such actions. Moreover, while senior executive leadership is required, heavy handed top down My Way or The Highway may result in direct resistance, and/or a more crowed freeway to the exit ramp.

    For example, the current version of the smart phone was first available circa 2007. According to Statista, approximately 1.38 billion smartphones were sold in 2020. Likewise, over 46 percent of the global population own these devices.

    What does this have to do with DEI? In 2006 cellphones were great and becoming ubiquitous. No one knew they needed a smartphone. Our collective Behavioral transformation was caused because the What’s in it for Me question was answered.

    One component of the Conditions criteria, Capability changed as this technology enabled individuals to drive new behaviors based on Apps that emerged. The resulting transformation in our Relationships is well documented, i.e., the use of text as opposed to voice.

    Sustained transformation requires continued energy. The term ‘initiative’ implies a short-term event and one that will pass.

    Trust must be established and maintained. Over time, sustained energy will result in critical mass, or the (statistically significant) number of individuals engaged and trusting each other. This self-sustaining energy is transformation.

    Reframing DEI Initiatives into the RBC Framework can enable dramatic and rapid transformation. Take advantage of these types of cross-cultural models.

    For More Information

    Please note, RRI does not endorse or advocate the links to any third-party materials.  They are provided for education and entertainment only.

    For more information on Cross Cultural Engagement, check out our Cross Cultural Serious Game

    We presented, Should Cross Cultural Serious Games Be Included in Your Diversity Program: Best Practices and Lessons Learned at the Online Conference, New Diversity Summit 2020 the week of September 14, 2020.  Check Out this timely event and contact the organizer for access to the presentations!!

    You can contact this author as well.

  • Roadmap to Decision Making In the ‘Smart’ Era

    Roadmap to Decision Making In the ‘Smart’ Era

    “Nothing is more difficult, and therefore more precious, than to be able to decide.”

    Napoleon Bonaparte

    Volumes have been written on decision-making and this pundit has offered his share of insight and comment on the subject as well.  Some of our comments regard the appropriateness of the human intercession in electronic decision making.  Others raise questions regarding algorithm fallibility.  Moreover, Human Factors must be considered for any technology initiative which are becoming increasingly important.

    If one unpacks the previous paragraph a substantial level of complexity emerges.  As complexity increases so does risk and the need from proper governance.  However, many still see this potential transformation through the lens of just another IT initiative.

    Roadmap

    The oil and gas industry faced a similar dilemma at the dawn of the 21st Century.  At the time, referred to as DOFF or Digital Oilfield of the Future, a plethora of technologies became available.  The task was to transform 100 plus years of traditional operation to what is now referred to as the Digital Oilfield, aka Integrated Operations and a number or synonyms.  While this processes continues to evolve as new solutions emerge, i.e., Cloud, at the time much was trial and error.

    In conjunction with industry leadership, we released our Roadmap to Enterprise Optimization: A Guide to the Impact of Information Driven Field Operations on the Petroleum Corporation in the fall of 2004.  We believe it was the first industry (POSC) supported effort that was not simply research but a ‘bona fide’ action plan or roadmap to success based on industry/other knowledge, standards, economic value and best practices.

    Click for full size Integrated Operations Framework or graphic

    Since then, we have updated this roadmap into an Operational Excellence Platform.  Note that Integrated Operations is a key component.  The platform is a robust detailed solution that is available not just to the energy sector but all sectors identified by Homeland Security as Critical Infrastructure.  These sectors were recently identified as susceptible to hacking by the US government.

    Getting Smart

    Enormous corporate (shareholder) wealth has been destroyed implementing ‘game changing’ technology enabled transformation efforts.  Are we about to do that again, getting smart?  The easy answer is yes, but it does not have to be.

    Roadmap constructs are well understood and provide guidance.  In some models the step by step process provide practitioners with well defined models that can lead to success–defined as on time and under budget performance against Key Performance Indicators (KPIs).

    We are in the process of writing a book, to be released in 2022.  One chapter will define a roadmap for the transformation to ‘Smart’ for a major industrial segment.  As with earlier works, it will focus on the human element aligned with a technology assessment process.

    Get Smart was a comedic TV show spoofing the Cold War ‘spy’ environment of the 1960s.  Getting Smart today may not be a lot different.  The goal under a ‘Cone of Silence‘ was to attain and sustain competitive advantaged achieving superior stakeholder returns.

    Getting smart in 2021 will require a ‘Roadmap to Smart.’  A set of ‘to do’ processes that assures success.

    What is your Organization’s Plan to put Smart Decisioning Making Processes in Place?

     

    For More Information

    Please note, RRI does not endorse or advocate the links to any third-party materials.  They are provided for education and entertainment only.

    For more information on Cross Cultural Engagement, check out our Cross Cultural Serious Game

    We presented, Should Cross Cultural Serious Games Be Included in Your Diversity Program: Best Practices and Lessons Learned at the Online Conference, New Diversity Summit 2020 the week of September 14, 2020.  Check Out this timely event and contact the organizer for access to the presentations!!

    You can contact this author as well.

  • ESG Implementation–Strong v Weak Revisited

    ESG Implementation–Strong v Weak Revisited

    “A healthy corporation acts on the interests of its stakeholders and customers”

    — Ari Melber, Journalist

    Currently, organizations are being implored to implement Environmental, Social, and Governance (ESG) driven business models.   Proponents even suggest that investment in organizations that do not have this imprimatur should be avoided or even divested.

    However, one wonders what has changed?  Successful firms, private and public have long understood that they must add value to their constituencies.  One example, a few decades ago an energy services provider used its high volume oilfield pumps to help a small town in Kansas where it had a district office drain flood waters.  Why would they do this?  Perhaps because employees lived in this community or perhaps it was just the right thing to do.

    Flash forward and we find organizational largess still in place.  During the recent Texas freeze, a local furniture retailer opened its doors to dispossessed individuals and families.  The owner has a long record of supporting the community and his responses to local disasters is legendary.

    After the Deepwater Horizon incident in April 2010, our firm started to look at Asset Integrity issues in oilfield operations.  Our discoveries transcended several Critical Infrastructure segments.  The recent failure of the Colonial Pipeline is a manifestation of issues uncovered yet not resolved more than a decade ago!

    Focus on Operations

    In 2011, we posited that organizational governance was not just a financial issue at the ‘C’ level.  Rather its true focus should be at the revenue generating asset level.  This led to our 2011 groundbreaking monograph, Asset/Equipment Integrity Governance: Operations–Enterprise Alignment.  Therein, we posited a new governance model that incorporated the ESG components widely discussed today.

    Moreover, in 2014 our book, IMPLEMENTING A CULTURE of SAFETY: A ROADMAP FOR PERFORMANCE BASED COMPLIANCE identified the requirement for organizations in the Critical Infrastructure space to change governance models to one of Strong Bond.

    Following the release of our AIG model, we put forth a Strong v Weak governance model to manage High Reliability Organizations (HRO) necessary for firms in Critical Infrastructure sectors.  Strong Bond is appropriate for organizations in Critical Infrastructure segments, while Weak Bonds may be better for retail.

    One suspects that ESG is another tick in the box.  If ten years (or earlier) from now another critical system fails, it will not be because HRM processes were not followed or ESG verbiage was in the annual report Letter to Shareholders; it will be because nothing really changed.  As of this writing the US Federal government is advising organizations in Critical Infrastructure sectors to more aggressively address cybersecurity risks.

    Why is this? Do Boards and CEOs need politicians and bureaucrats to tell them about the details of running a business?  If they do, investors may want to revisit their portfolios.

    One suspects that the ESG fad will fade. There will always be a new management mantra that consultants will put forth.  Well run organizations will remain well run.  Others not so much.

    Governance models come and go.  Regardless, how will you assure your organization is well run?

    For More Information

    Please note, RRI does not endorse or advocate the links to any third-party materials.  They are provided for education and entertainment only.

    For more information on Cross Cultural Engagement, check out our Cross Cultural Serious Game

    We presented, Should Cross Cultural Serious Games Be Included in Your Diversity Program: Best Practices and Lessons Learned at the Online Conference, New Diversity Summit 2020 the week of September 14, 2020.  Check Out this timely event and contact the organizer for access to the presentations!!

    You can contact this author as well.

  • Covid-19 Positive: Telemedicine Kicked into High Gear

    Covid-19 Positive: Telemedicine Kicked into High Gear

    Crisis Drives Change

    In 2001 this writer approached the Houston medical community, post tropical storm Allison which flooded many basements in the Houston Medical Center with the loss of experimental data and other records.  We proposed the development of an Internet based solution to hold and manage medical records of all types.  The response to my organization’s offer to digitize records was met with disbelief and ultimate rebuke.

    At the time I was employed by a major corporation with the technology and financial resources to accomplish this task.  Sales Objections included privacy, doctors will not ‘buy in,’ insurance will not pay for it and a host of other lame excuses.

    Flash forward to 2020.  Why are thing so different now and the idea of ‘digitalization’ almost universally accepted?

    Twenty years is a career for many, yet it took a crisis this year to kick the medical sector into action at critical mass—Coronavirus, aka Covid-19.  As often the case large organizations are content to stay with the status quo.  Culture, processes, and even individual bonuses incent lethargy and complacency.  This common trait is not limited to one sector.

    Moreover, advances in online telemetry support the physician’s ability to treat many aliments remotely.  The industry did not just ‘jump’ to the current state, it evolved over time.  For example, remote and inaccessible areas such as Antarctica have taken advantage of telemedicine including remotely directed surgeries.

    Democratization

    We may look back on 2020 as the seminal moment when medicine was digitalized.  Despite current access issues such as we are finding with K-12 education, most will have the ability to interact online in the near future.  Moreover, a number of COTS (commercial off the shelf) health solutions such as found in a variety of Smart phone products enable remote diagnosis and monitoring on a global basis.

    The catalyst for taking telemedicine to the next level is Covid-19!  A good Positive.

    How is your organization taking advantage of remote operational technologies?

    For More Information

    Please note, RRI does not endorse or advocate the links to any third-party materials.  They are provided for education and entertainment only.

    For more information on Cross Cultural Engagement, check out our Cross Cultural Serious Game

    We presented, Should Cross Cultural Serious Games Be Included in Your Diversity Program: Best Practices and Lessons Learned at the Online Conference, New Diversity Summit 2020 the week of September 14, 2020.  Check Out this timely event and contact the organizer for access to the presentations!!

    You can contact this author as well.

  • How Bored Are You? – Adding Value During the Pandemic

    How Bored Are You? – Adding Value During the Pandemic

    A friend of mine sent me this uncited picture, so my apologies to the originator as I cannot give you the rightful credit deserved.  If you see this, let me know and I will update this blog.

    We are all enduring 2020 in our own way.  Sometimes positive but often negative.  Battling my own 2020 demons, I was never tempted to invent new mathematics.

    Other than the obvious humor of this likeness, what value add have we provided society since March?  For some dealing with job changes/loss and the kiddos at home may make developing calculus a seemingly easy task.  Some families have faced hospitalization and even the loss of loved ones.

    We all have been touched by this disease and personally, family and close friends have contracted it.  So far, all are recovering or have.

    With vaccines on the near horizon and with a pathogen (typical) lifecycle record of less than a couple of years, we may all move on and back to normal—in this pundit’s opinion not the new normal many prognosticate pontificate.  Likely, the old mask-less normal.

    We all have choices to make and in many cases have already made them.  While therapeutics and vaccines look very promising, the virus is still with us.  Personally, we have four choices.  Where we find ourselves at the end is a function of current behaviors.

    Note that developing new math is probably not one of them; however, new Apps are a distinct possibility.  New art, writing, music, businesses and a plethora of other options can be your contribution.  Carpe diem or make the most of your Isaac Newton moment.

    This virus is often compared to the 1918 so-call Spanish Flu; however, six pathogens have haunted the human race since then with another 14 in recorded history—not to mention polio that started circa 1916 and ran well into the 1950s..  Seems that one way or another we are all sentenced to live with this kind of scourge.

    How we make the best of it is up to each one of us.  Spend your time well—add value as opposed to waistline.

    What will you tell your kids you did during the 2020 pandemic?

    For More Information

    Please note, RRI does not endorse or advocate the links to any third-party materials.  They are provided for education and entertainment only.

    For more information on Cross Cultural Engagement, check out our Cross Cultural Serious Game

    We presented, Should Cross Cultural Serious Games Be Included in Your Diversity Program: Best Practices and Lessons Learned at the Online Conference, New Diversity Summit 2020 the week of September 14, 2020.  Check Out this timely event and contact the organizer for access to the presentations!!

    You can contact this author as well.

  • Input Response: Cycle Time Reaction

    Input Response: Cycle Time Reaction

    Melvin—a story of growth.  At beginning of my oil and gas career, I was partnered with my mentor to be and at the time my supervisor; Melvin.  A gruff old cuss, he was a long-time south Louisiana ‘Cajun’ field engineer.  Little did I know at the time the next months would be life changing for me.

    The task at hand was open hole logging of oil wells using electronics and later computer driven—early digital oilfield solutions.  There was the ‘book’ and Melvin’s version of the book.  Years later when I used Melvin’s approach in Mississippi and was initially challenged by my operators.  I able to show them the method was safe and faster.  Accolades later, Melvin’s added value to the process was monetized; again.

    What I learned in the early days in south Louisiana was not a short cut or work around.  Rather, it was from experts who understood the work processes better than the desktop engineers writing the manuals.

    Flash Forward

    As of this writing, the Boeing Max 8 seems to be back in the operational fleet.  Months of financial disaster when knowledgeable pilots already knew how overcome its software short comings.  What did they know that the ‘suits’ and desk bound engineers did not—experience in reality!

    The BUT is, too many depend on the technology when human override is required.  There are many stories of aircraft autopilots destroying the aircraft and killing all.  Why did the so-called pilot allowed that to happen?  Perhaps, they were not pilots but simply human observes of the technological aviators?

    One common human interaction with technology is the computer keyboard.  Often, we seek to type faster than the on-line system can accept our input.  Impatience, especially with online ‘lag’ prompts frustration and even anger.  Sometimes the result is a frozen system.

    Next

    Melvin taught this young field engineer how the real world worked.  Playing it forward, our interaction with technology is not a function of simply accepting what we are told, but understanding it uses and limitations.

    The human relationship with technology continues to evolve.  Not just IT but all manner of ways to make life better.  However, our relationship with it and how we RESPOND to it continues to evolve.

    For every ‘by the book,’ there is a Melvin who knows better.  Find your Melvin!

    How are you managing technology or is it managing you?

    For More Information

    Please note, RRI does not endorse or advocate the links to any third-party materials.  They are provided for education and entertainment only.

    For more information on Cross Cultural Engagement, check out our Cross Cultural Serious Game

    We presented, Should Cross Cultural Serious Games Be Included in Your Diversity Program: Best Practices and Lessons Learned at the Online Conference, New Diversity Summit 2020 the week of September 14, 2020.  Check Out this timely event and contact the organizer for access to the presentations!!

    You can contact this author as well.

  • Linear Metrics in Non-Linear Times?

    Linear Metrics in Non-Linear Times?

    “If it disagrees with experiment, its wrong”

    Our point today is to assess how behavioral decisions are being made today; not about the politics of one candidate or the other.

    The race to the US presidential election has entered its final phase.  As of this writing, establishment wisdom holds the conventional candidate as the presumptive winner.

    Pollical polling is a linear straightforward process albeit with the inherent bias of ‘all’ behavioral instruments.  Effective surveys will take a statistically significant representative sample and project those results to the larger electorate.  A time-honored approach for product marketing as well.

    However, there is another school of thought.  When a new produce/idea is disruptive or not well understood, the firm needs to be proactive rather than simply reactive such as using a survey.  Steve Jobs stated, “You can’t just ask customers what they want and then try to give that to them.  By the time you get it built, they’ll want something new.

    One interpretation, ‘They don’t know what they don’t know.’  Echo the words of Donald Rumsfeld!

    Pollsters suggests that 2016 will not be repeated and they have modified their survey instrument control processes.  Recently one noted canvasser, Frank Luntz stated, “Pollsters did not do a good job in 2016.  So, if Donald Trump surprises people, if Joe Biden had a 5 or 6-point lead, my profession is done.”

    Our Lying Eyes

    When the world was the center of the universe with all the stars and galaxies rotating around us, linear projections confirmed the observed metrics.  However, famously, Nobel laureate, Richard Feynman taught us that, “If it disagrees with experiment, its wrong.”

    Galileo and Kepler among others experimented using the observable data differently.  They discovered that the universe does not revolve around our planet.

    Their assessments altered the given world forever and caused them significant personal angst in the process.  Established ‘science’ did not welcome this change readily.

    If the incumbent rallies and is elected for a second term despite expert projections using legacy linear tools, it maybe time to rethink how social beliefs and behaviors are measured.  Given the problems with Covid-19 data management, the same maybe said for that issue as well

    Hypothesis—Disruption cannot be accurately measured with traditional tools.

    Learnings

    Beyond politics and marketing, there are lessons for all of us.  Artificial Intelligence, Search Engines, Predictive, Big Data Analytics, Machine Learning, IoT et al are now all the rage.  But what if they are using the wrong algorithms?

    There are ramifications for our daily lives.  In March 2019, the Boeing Max 8 was grounded and has yet to return to service.  Will driverless automobiles put us all at risk?

    This survey question maybe answered on November 3 or whenever the final results are tabulated.  Other questions about the use of other metrics will remain unanswered; at least for now.

    How are you certain your decision supports processes and tools are providing valid and reliable data?

    For More Information

    Please note, RRI does not endorse or advocate the links to any third-party materials.  They are provided for education and entertainment only.

    For more information on Cross Cultural Engagement, check out our Cross Cultural Serious Game

    We presented, Should Cross Cultural Serious Games Be Included in Your Diversity Program: Best Practices and Lessons Learned at the Online Conference, New Diversity Summit 2020 the week of September 14, 2020.  Check Out this timely event and contact the organizer for access to the presentations!!

    You can contact this author as well.

  • Pressure Differential

    Pressure Differential

    Managing Tension at the Margin

    As September draws to a close the Houston metropolitan area has dodged two hurricane bullets; Laura and Beta.  Fingers crossed that this very active season draws to an early and quiet close.  The beauty and downside of the 24/7 news and weather reporting is that lay people learn more jargon then we ever new possible.  Take for example, the term Pressure Differential.

    One broadcaster used this phrase to describe the low at the eye-of-the-storm and circulating higher pressure.  In other words, the ‘tension at the margin’ or stress between competing bodies—the engine of power.

    Humans constantly deal with this phenomenon and sometimes the stress caused by this dichotomy can seem to be overwhelming.  Sometimes, it seems this powerful internal engine races without a governor.

    The Power of Change

    The pandemic, storm season, economy, job, family and a host of other issues tug at our margins constantly.  When writing about stress, Winston Churchill famously stated, “But the element which is constant and common in all of them is Change.”

    Mark Twain is credited with, “If you don’t like the weather, wait five minutes (and it will change).”  Hurricane pressure differentials subside and the sun shines again.  Yet, the hurricane engine does not change of its own accord.

    In the case of Beta, dry air at its margin was one element that sapped it of its strength.  Storms change as a result of exogenous events.  Humans can also incorporate endogenous actions as change agents.

    Use Case

    Recently, I commented on a LinkedIn post where the author was reminding recruiters that hospitality workers have great and transferable skills.  The example I suggested was around events.

    The traditional conference event sector has been hit hard by the pandemic with most conferences cancelled.  The toll on those employees and supporting contractors must be horrendous.

    However, there is a surge in online event like activity.  Many of the same activities for in person conferences are the same.

    The program must be developed and marketed.  Speakers, panelists, participants and others must be recruited.  Wouldn’t those sales, planners and others from the traditional sector bring immediate and significant value to the digital venue?

    The power of change is within all of us.  Govern that engine properly and your pressure differential will nullify.

    What’s Your Change Plan for these Transformative Times?

    For More Information

    Please note, RRI does not endorse or advocate the links to any third-party materials.  They are provided for education and entertainment only.

    For more information on Cross Cultural Engagement, check out our Cross Cultural Serious Game

    We presented, Should Cross Cultural Serious Games Be Included in Your Diversity Program: Best Practices and Lessons Learned at the Online Conference, New Diversity Summit 2020 the week of September 14, 2020.  Check Out this timely event and contact the organizer for access to the presentations!!

    You can contact this author as well.

  • Radar: Technology Game Changer!

    Radar: Technology Game Changer!

    The battle of Leyte Gulf in 1944 with over 200,000 individuals involved is possibly the largest naval battle in history.  Hopefully, one of the last ones.

    In that battle, the submarine USS Darter initially detected (on radar) the Japanese task force early on October 23.  Other US naval vessels spotted that armada shortly thereafter on their radar screens.  This advanced knowledge enabled to US Navy to seize the initiative.  After the battle, the Japanese never stood up an equivalent naval force again.

    Technological advantage can be a game changer.  There is evidence of this phenomenon throughout history.  In this instance, the result was the elimination of the adversary’s ability to recover and reengage in a meaningful way.

    History’s Lessons

    Another game changer from that era was the proximity fuse developed by the Applied Physics Laboratory of Johns Hopkins University.  This technology enabled anti-aircraft rounds to explode within 75 feet of an attacking enemy aircraft instead of requiring physical contact which had a poor track record.  Referred to as, “The real secret weapon of World War II,” it is credited with shorting the war.

    Adversity has always led to rapid technological development.  There are indications that the Covid-19 pandemic is fueling an explosion of new ideas that directly address the infection as well as drive performance when the threat has passed.

    Capturing Value

    The conventional approach is to follow the Technology Adoption Life Cycle.  But is that still the realistic model today?  In our article published in 2004 Calculus of Value Model, we argue that the exact opposite is true.

    Advantage can go to those organizations that deploy technology early and codify knowledge obtained as a result.  The resulting ‘unfair advantage’ can change an industry.

    Previously we have made the case that while the concept of Minimum Viable Product aka MVP; a product that Early Adopters will find satisfactory, “The assessment of such technological solutions needs to be robust and thought through.  Not the knee jerk response often seen.”  Meaning that certain risks must be factored in the Value Proposition, but these can be manageable.

    According to Oracle’s Larry Ellison, “If you do everything that everyone else does in business, you’re going to lose.  The only way to really be ahead, is to ‘be different’.”  So Be Different—Start Early!

    How Can You Make New Technologies Your Organizational Game Changer?

    For More Information

    Please note, RRI does not endorse or advocate the links to third-party materials.  They are provided for education and entertainment only.

    For more information on Cross Cultural Engagement, check out our Cross Cultural Serious Game

    We are presenting, Should Cross Cultural Serious Games Be Included in Your Diversity Program: Best Practices and Lessons Learned at the Online Conference, New Diversity Summit 2020 the week of September 14, 2020.  Check Out this timely event!!

    You can contact the author as well.