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Why Incentives Backfire and How to Make Them Work: Summary of Uri Gneezy’s Mixed Signals

June 20, 2023 By Nagesh Belludi Leave a Comment


Misguided Motivations: The Folly of Incentives in the Great Hanoi Rat Massacre

In the late 18th century, Governor Paul Doumer of the French colonial government had a vision to modernize Hanoi. His plan included the introduction of toilets, which unfortunately attracted disease-spreading rats. As time passed, the rat population became a growing concern. In a desperate attempt to control the vermin invasion, the government launched a program that rewarded citizens for every rat tail they brought in, hoping to reduce the rat numbers. However, this seemingly brilliant solution turned into a catastrophic event.

Unbeknownst to the government, the citizens of Hanoi discovered a loophole in the system. Instead of exterminating the rats, they started amputating the rats’ tails without killing them. This allowed the rats to continue to breed more rats with tails, as these would become a future source of income.

The situation quickly descended into utter madness. Driven by insatiable greed, some individuals established rat-breeding farms to maximize their rewards, while others resorted to importing rat tails from distant regions. The unintended consequence of this perverse incentive scheme was a massive explosion in the rat population, exacerbating the very problem it was meant to solve.

This ill-fated event, known as the “Great Hanoi Rat Massacre,” is a notorious example of the dangers of perverse incentives.

The Unintended Consequences of Incentive-driven Actions

'Uri Gneezy' by Mixed Signals (ISBN 0300255535) In his insightful book, Mixed Signals: How Incentives Really Work (2023,) Uri Gneezy, a distinguished behavioral economist from the University of California-San Diego, masterfully presents compelling examples that highlight the profound disparity between the intended behaviors incentives aim to promote and the unforeseen behaviors they unintentionally trigger. Gneezy’s astute analysis illuminates the perplexing nature of these gaps, offering invaluable insights into the actual workings of incentive systems. Another example of this point is the situation with many doctors operating under Fee for Service (FFS) payment models. In these models, doctors are incentivized to perform additional tests and procedures to increase their own payment. As a result, their focus may shift from promoting overall health to simply recommending more procedures.

To avoid sending confusing messages through incentives, Gneezy emphasizes the importance of carefully considering such initiatives’ potential outcomes and unintended effects. Gneezy strongly advocates for the use of prototype incentive programs.

Consider the case of the Wells Fargo cross-selling scandal, which was caused by aggressive sales practices. To increase the number of accounts held by existing customers, the company decided to motivate bank employees to promote additional services, like credit cards and savings accounts, to customers with checking accounts. However, due to a lack of proper oversight, employees resorted to fraudulent practices by creating over three million unauthorized credit card accounts without customers’ knowledge or consent. These unethical practices harmed customers who ended up with unwanted and unnecessary accounts, violated their trust, and exposed them to fees and penalties. In order to prevent such a scandal, Wells Fargo could have implemented prototype techniques and established an auditing system to verify the legitimacy of accounts randomly.

The Irony of Fines as Deterrents in Action

Gneezy brilliantly dissects the flawed notion that imposing fines is a universal remedy. He highlights how fines, often intended as deterrents, can backfire by diverting people’s focus from deterring behavior to merely avoiding punishment. For instance, when drivers are warned about the perils of texting while driving, they may genuinely reflect on the risks involved and the value of their own lives. However, the introduction of a $500 fine shifts their mindset. Now, their attention shifts from personal safety to the likelihood of encountering law enforcement. If they perceive a lack of police presence, the thought process changes to “No police around, no risk of getting caught—time to text!” In this way, the imposition of fines skews individuals’ attention from contemplating potential hazards to the probability of facing the consequences.

Recommendation: Fast-read Mixed Signals: How Incentives Really Work (2023.) Greezly’s work serves as a resounding reminder that designing an incentive system to encourage desired behavior while minimizing unintended consequences is no easy feat. Greezly’s advice on balancing multiple metrics to avoid the pitfalls of fixating on a single metric at the expense of others and the importance of regularly reviewing and updating the system while keeping a vigilant eye on unintended consequences is undeniably accurate.

Wondering what to read next?

  1. When Work Becomes a Metric, Metrics Risk Becoming the Work: A Case Study of the Stakhanovite Movement
  2. Be Careful What You Count: The Perils of Measuring the Wrong Thing
  3. Numbers Games: Summary of The Tyranny of Metrics by Jerry Muller
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  5. The Barnum Effect and the Appeal of Vagueness

Filed Under: Leading Teams, Mental Models, Sharpening Your Skills Tagged With: Biases, Critical Thinking, Decision-Making, Discipline, Ethics, Goals, Motivation, Performance Management, Persuasion, Psychology

Numbers Games: Summary of The Tyranny of Metrics by Jerry Muller

June 19, 2023 By Nagesh Belludi Leave a Comment

'The Tyranny of Metrics' by Jerry Z. Muller (ISBN 0691174954) The Tyranny of Metrics (2018) by Jerry Muller, a historian at The Catholic University of America, is a poignant reflection on our society’s obsession with measurement. Muller’s eloquent arguments shed light on the dual nature of metrics—they can be valuable diagnostic tools, yet their misuse as the sole measure of success and tied to rewards poses significant problems. Drawing upon many empirical examples across various fields, Muller skillfully reveals the inherent pitfalls of our reliance on metrics.

Consider the initial allure of measuring and publicly disclosing the success rates of surgeons performing specific procedures. At first glance, this transparency appears beneficial, empowering patients to make informed decisions. However, a disheartening trend emerged once these performance scorecards entered the public domain. Surgeons, fearing a decline in their reported success rates, started avoiding the most complex cases. Shockingly, even cardiac surgeons refused to operate on critically ill patients, jeopardizing lives to protect their perceived success.

Muller further elucidates the case of hospital emergency rooms, where the pursuit of improving the metric for timely patient admission became paramount. In a tragic turn of events, the desire for statistical accolades overshadowed the urgent needs of the suffering. Ambulances formed a distressing queue outside the facility as the metric was manipulated, leaving genuine care and compassion languishing in the background.

In 2009, when Medicare implemented public reporting and penalties for hospitals with higher-than-average 30-day readmission rates, hospitals resorted to manipulating the metric. They cleverly distorted the numbers by categorizing many readmitted patients as outpatient services, concealing them and evading penalties.

Education, too, falls victim to the obsession with metrics. The relentless focus on using metrics to influence teacher retention or determine school closures has given rise to a phenomenon known as “teaching to the test.” Educators find themselves trapped, compelled to prioritize teaching subjects aligned with standardized exams, such as math and English while neglecting crucial skills like critical reading or crafting extended essays. Pursuing metric-driven success inadvertently sacrifices holistic education on the altar of narrow measurement.

During the Vietnam War, the US Defense Secretary introduced the “body count” metric. This idea, advocated by US Defense Secretary Robert McNamara, suggested that a higher number of enemy casualties indicated greater success and brought the US closer to victory. However, an unintended consequence emerged when the body count became an informal measure for ranking military units and determining promotions. In this dangerous pursuit of numbers, the metric lost touch with reality, often inflated to fulfill the desire for perceived success. Counting bodies became a precarious military objective in and of itself, overshadowing the true essence of the conflict.

Muller’s perspective does not advocate completely disregarding metrics as a management tool. Instead, he emphasizes the importance of utilizing meaningful and comprehensive metrics that contribute to informed decision-making. He distinguishes between measurable aspects and measurements that hold true significance.

To achieve this, Muller discourages starting with the metric itself. Instead of asking, “What metrics should we use?” he suggests a more practical approach: “What are we trying to accomplish?” This approach involves establishing goals and metrics that evaluate achieving desired outcomes and customer satisfaction (effectiveness) while efficiently utilizing available resources.

In a compelling concluding chapter, Muller encapsulates his central thesis with a resounding declaration: “Measurement is not an alternative to judgment; measurement demands judgment.” This statement emphasizes the need to make informed decisions regarding whether to measure, what to measure, how to interpret the significance of measurements, whether to assign rewards or penalties based on results and who should have access to the measurements.

Recommendation: Skim Tyranny of Metrics. This tome serves as an authoritative guide for comprehending the profound influence of numerical indicators on the very foundation of modern society. It should be considered essential reading for anyone seeking to understand why organizations often operate below their full potential.

Wondering what to read next?

  1. When Work Becomes a Metric, Metrics Risk Becoming the Work: A Case Study of the Stakhanovite Movement
  2. Be Careful What You Count: The Perils of Measuring the Wrong Thing
  3. Why Incentives Backfire and How to Make Them Work: Summary of Uri Gneezy’s Mixed Signals
  4. People Do What You Inspect, Not What You Expect
  5. Master the Middle: Where Success Sets Sail

Filed Under: Managing People, Mental Models, Sharpening Your Skills Tagged With: Decision-Making, Ethics, Goals, Motivation, Performance Management, Persuasion, Targets

After Action Reviews: The Heartbeat of Every Learning Organization

June 15, 2023 By Nagesh Belludi Leave a Comment

The After Action Review (AAR) is a formal group reflection process used by the military and other organizations to analyze critical decisions or moves.

At its core, the AAR seeks to answer four questions: What was planned, what actually happened, why did it happen, and how can we do better next time?

The focus isn’t on grading success or failure but on identifying weaknesses that need improvement and strengths that should be sustained. The knowledge gained from the AAR can then be shared with others who’re planning, developing, implementing, and evaluating similar efforts.

Conducted in an open and honest climate, the AAR involves candid discussions of actual performance results compared to objectives. It requires input and perspectives from all stakeholders involved in the project or activity. The goal is to ensure everybody feels part of the solution, not the problem.

AARs are a powerful tool for continuous improvement that enables organizational learning through reinforcing personal and organizational accountability and continuous assessment of performance successes and failures. They’re an excellent way to identify best practices (what should be spread) and errors (what shouldn’t be repeated.)

The wisest and smartest people and businesses can reflect ex post facto. As the saying goes, “He that will not reflect is a ruined man.”

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Filed Under: MBA in a Nutshell, Mental Models, Sharpening Your Skills Tagged With: Creativity, Critical Thinking, Decision-Making, Meetings, Problem Solving, Risk, Teams, Thought Process

Availability Heuristic: Our Preference for the Familiar

May 27, 2023 By Nagesh Belludi Leave a Comment

The availability heuristic is a cognitive bias that can lead people to rely on readily available information or emotionally charged and inherently interesting examples when making decisions or judgments. Essentially, individuals tend to overestimate the probability of events that are easy to recall or that they’ve personally experienced, while underestimating the likelihood of less memorable or less frequent events.

In other words, the ease of retrieval of a misleading cue may make people rely on evidence not because it is dependable but because it is memorable or striking and thus psychologically available to them. They may do so even if the evidence is not logically acceptable or does not logically support their decision.

Doctors often depend on recalling their past dramatic cases and mistakenly apply them to the current situation. People may overestimate the crime rate in their community based on news coverage, even though crime rates may be relatively low. People may dismiss the reality of climate change if they’ve recently experienced a cold winter or heard of a cold snap in a particular region, even though global warming is a long-term trend. Individuals are more likely to purchase insurance after experiencing a natural disaster than before it occurs. In each of these scenarios, the vivid and emotional evidence feels more persuasive rather than it being the most accurate or reliable information.

The availability heuristic can also shape people’s perceptions of air travel safety and lead them to believe that flying is more dangerous than it really is. Airplane accidents are often sensationalized and highly publicized by the media, making them more memorable and more prominent in people’s minds. This can cause individuals to perceive the risk of flying much higher than it actually is, leading them to avoid air travel even though it is statistically one of the safest forms of transportation. In reality, many less vivid and less memorable (i.e., psychologically unavailable) things are much more dangerous than air travel, such as falling down stairs, drowning, choking, and accidental poisoning.

Avoid falling prey to the availability heuristic and making serious misjudgments about the risks associated with different situations. Acknowledge that personal experiences and recent events may not accurately reflect the overall reality of the situation.

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Filed Under: Mental Models, Sharpening Your Skills Tagged With: Aviation, Biases, Decision-Making, Mental Models, Problem Solving, Psychology, Risk, Thinking Tools

The Bikeshedding Fallacy: Why Trivial Matters Eclipse the Important Ones

May 26, 2023 By Nagesh Belludi Leave a Comment

Parkinson’s Law of Triviality, also known as the Bikeshedding Effect, is a mental model that underscores the inclination to place undue emphasis on a simple or easily comprehensible matter while ignoring more significant ones.

The term “bikeshedding” originated from a book by C. Northcote Parkinson (who gave us Parkinson’s Law.) To illustrate the idea of bikeshedding, Parkinson evokes a situation where a cross-disciplinary committee discusses the design of a nuclear power plant. Most of the members have a limited understanding of nuclear reactor design. Consequently, they will likely rely on the experts’ opinions on these critical matters.

However, when the discussion turns to a relatively simple topic like a humble bike storage shed for employees, everyone feels the need to contribute. This is attributable to the people’s desire to be recognized as valuable contributors and showcase their competence by providing their thoughts on something everyone can understand. As a result, the committee spends a disproportionate amount of time deliberating on trivial matters like the shed’s building material or paint color while turning its back on critical issues such as how to foolproof the fuel control system.

In essence, Parkinson’s Law of Triviality highlights the human tendency to focus on easy-to-understand matters, even if they are less important, because individuals feel more confident and productive doing them.

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Filed Under: Leading Teams, Mental Models, Sharpening Your Skills Tagged With: Biases, Decision-Making, Meetings, Procrastination, Psychology, Teams, Thought Process, Time Management

Don’t Hide Bad News in Times of Crisis

April 21, 2023 By Nagesh Belludi Leave a Comment

When a crisis hits, suppressing or obscuring bad news is often an impulsive reaction. Leaders can even exacerbate a crisis if bad news is marginalized, unaddressed, or ignored until it’s too late.

If you don’t frequently communicate with your key constituency, somebody else will. In the absence of honest information, your employees can develop their own perceptions of the problem and its implications.

Idea for Impact: Wise managers recognize the power of transparency and self-disclosure. Speak up early and candidly. If necessary, take a reputational hit today by disclosing problems; it’ll earn dividends. With a candid appraisal, people can turn their attention away from assigning blame to understanding the problem’s nature and helping you develop solutions.

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Filed Under: Effective Communication, Leadership, Managing People Tagged With: Crisis Management, Decision-Making, Leadership, Leadership Lessons, Problem Solving

The Upsides of Slowing Down

April 17, 2023 By Nagesh Belludi Leave a Comment

'Wait Art and Science of Delay' by Frank Partnoy (ISBN 1610390040) Making faster and faster decisions can look like the proper response in a culture obsessed with speediness and efficiency that bleeds into the reckless and hasty. But as investment banker turned-law educator Frank Partnoy’s Wait: The Art and Science of Delay (2012) argues, while fast thinking—like fast food—hits the spot on occasion, too much speed can, however, be counterproductive.

Today we jump faster and more frequently to firm conclusions. We like to believe there is wisdom in our snap decisions, and sometimes there is. But true wisdom and judgment come from understanding our limitations when it comes to thinking about the future. This is why it is so important for us to think about the relevant time period of our decisions and then ask what is the maximum amount of time we can take within that period to observe and process information about possible outcomes. … The amount of time we take to reflect on decisions will define who we are. … Our ability to think about delay is a gift, a tool we can use to examine our lives. Life might be a race against time, but it is enriched when we rise above our instincts and stop the clock to process and understand what we are doing and why. A wise decision requires reflection, and reflection requires pause.

Time pressure, high stakes, and emotionally charged situations make it more likely that we will deviate from rational decisions and fall back on heuristics—caveman thinking indeed. Mental shortcuts may have their place for helping us to navigate quotidian risks like crossing the road or boiling a kettle. However, for every decision that can be made in a moment, there are many others where a considered and judicious approach may save you from calamity.

Idea for Impact: The next time you feel pressured to make a quick decision in the face of the unexpected, try to slow down, take a breath, and ask yourself whether your natural desire to get on with it needs to be tempered with caution.

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Filed Under: Mental Models, Sharpening Your Skills Tagged With: Biases, Critical Thinking, Decision-Making, Stress, Thinking Tools, Thought Process

Knowing When to Give Up: Establish ‘Kill Criteria’

March 27, 2023 By Nagesh Belludi Leave a Comment

'Quit When to Walk Away' by Annie Duke (ISBN 0593422996) Quit: The Power of Knowing When to Walk Away (2022) by the professional poker player and “decision scientist” Annie Duke meditates on how you could become so wedded to some predetermined goals that you don’t reassess your ever-evolving values and priorities based on new information that you may unearth along the way.

Quitting isn’t bad, especially if you’re blindly heading toward a “fixed object goal” that’s perhaps no longer serving your values—even hurting you in some way you didn’t anticipate.

A Mental Model to Help You Cut Your Losses

Duke suggests instituting “kill criteria” in advance. Before a pursuit, ask yourself: what signals you could see in the future would tell you it’s time to quit or change course?

Before entering a marathon, for example, you could decide if the medical tent counsels that you’re hitting your physical limitations, you’d quit trying to push yourself and walk out.

In other words, every goal needs a resolute “unless” for every task, investment, and relationship. E.g., if you’re miserable at your job, you could give it three more months and pre-select some indicators that would tell you if things haven’t improved even after you’ve increased your efforts.

Idea for Impact: Know when to give up. Grit is great—but only for carrying on for hard things that are worthwhile. Beware of tunnel vision; don’t get so narrowly focused on a specific goal and overlook other opportunities or priorities.

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Filed Under: Mental Models, Project Management Tagged With: Biases, Conflict, Critical Thinking, Decision-Making, Discipline, Mental Models, Persuasion, Thought Process

First Things First

February 27, 2023 By Nagesh Belludi Leave a Comment

Most people have the disposition to work on easy, accessible, or pleasant tasks while putting off tasks that seem tedious or difficult.

Using minor tasks to put the big tasks on the back burner is a particularly deceptive form of procrastination. You pat yourself on the back for checking items off your to-do list, but all you’ve done is deferred the more critical, time-consuming work until the end.

Sure, you need to exercise, check your Facebook wall, run errands, tidy your desk, catch up with a buddy, and plan your next vacation. But don’t use these activities as excuses for not preparing the progress report whose due date is creeping up on you.

'7 Habits of Highly Effective People' by Stephen R. Covey (ISBN 0671708635) One of the self-help guru Stephen Covey’s familiar 7 Habits of Highly Effective People (1989) is the discipline of classifying essential things that need to be prioritized. Habit 3, “put first things first.”

Idea for Impact: Delaying a critical task hardly makes it easier. When tempted to procrastinate, first catch yourself making an excuse. Don’t let the little necessary tasks trivialize the more substantive work.

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Filed Under: Mental Models, Sharpening Your Skills Tagged With: Balance, Decision-Making, Discipline, Efficiency, Getting Things Done, Goals, Procrastination, Task Management

How to … Stop That Inner Worrywart

February 22, 2023 By Nagesh Belludi Leave a Comment

I’m one of those incessant worrywarts. Risk mitigation is a significant facet of my work. Thus, I worry about the prospect of non-optimal results; I worry about the unintended side effects of my decisions, and I worry about what people aren’t telling me. I even worry that I worry too much (now, that worry is entirely unfounded.)

If, like many people, you’d like to worry less, perhaps you may find the following approaches helpful. Most of my over-worrying comes from thinking ahead, but after a reasonable effort to understand risks and make plans to adapt more flexibly to developing situations, I’ll just let up. I’ll self-talk as though I’m addressing a team, “Not everything is within our control. We’ll cross that bridge when we come to it. Let’s deal with it as it appears and course-correct.” Beyond that, I’ll get really busy with something else that keeps me too occupied to fret about the previous thing that worried me.

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Filed Under: Mental Models, Sharpening Your Skills Tagged With: Balance, Clutter, Decision-Making, Perfectionism, Procrastination, Risk

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About: Nagesh Belludi [hire] is a St. Petersburg, Florida-based freethinker, investor, and leadership coach. He specializes in helping executives and companies ensure that the overall quality of their decision-making benefits isn’t compromised by a lack of a big-picture understanding.

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