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Mental Models

The Data Never “Says”

March 1, 2021 By Nagesh Belludi Leave a Comment

Data doesn’t say anything. Indeed, data can’t say anything for itself about an issue any more than a saw can form furniture, or a sauce can simmer a stew.

Data is inert and inanimate. Data doesn’t know why it was created. Data doesn’t have a mind of its own, and, therefore, it can’t infer anything.

Data is a necessary ingredient in judgment. It’s people who select and interpret data. People can turn it into insight or torture it to bring their agenda to bear. Data is therefore only as useful as its quality and the skills of the people wielding it.

Far more than we admit, subjectivity and intuition play a significant role in deciding how we collect, choose, process, explain, interpret, and apply the data. As entrepreneur Margaret Heffernan warns in Willful Blindness: Why We Ignore the Obvious at Our Peril (2012,) “We mostly admit the information that makes us feel great about ourselves, while conveniently filtering whatever unsettles our fragile egos and most vital beliefs.”

In the hands of careless users, data can end up having the opposite effect its creators intended. All data is good or bad depending on how it’s employed in a compelling story and what end it’s serving—neither of which the data itself can control.

  • Don’t let data drive your conclusions. Let data inform your conclusions.
  • Don’t declare, “The data says,” (as in, “the stock market thinks.”) Data by itself cannot have a particular interpretation.
  • When you find data that seems to support the case you wish to make, don’t swoop on it without caution and suspicion. Data can be very deceptive when used carelessly.
  • Be familiar with the limitations of your data. Investigate if your data informs any other equally valid hypothesis that could propose an alternative conclusion.

Idea for Impact: Beware of the risk of invoking data in ways that end up undermining your message.

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  5. Presenting Facts Can Sometimes Backfire

Filed Under: Mental Models, Sharpening Your Skills Tagged With: Biases, Conversations, Conviction, Critical Thinking, Decision-Making, Persuasion, Problem Solving, Thinking Tools, Thought Process

How to Avoid Magical Thinking

February 22, 2021 By Nagesh Belludi Leave a Comment

Magical thinking remains a subtle impediment to making sound decisions. The more you examine yourself, the more you can reduce your tendency to indulge in it.

Discover the truth for yourself. Beware of the tendency to let others think for you. Don’t believe what your parents, teachers, counselors, mentors, priests, and authorities of all inclinations have taught you from an early age. (The best predictor of people’s spiritual beliefs is the religiosity of their parents.) Question others’ underlying premises and discover for yourself what’s reasonable. Force yourself to test for alternatives.

Don’t believe what you want to believe is true. Many people believe in UFOs and ghosts, even when there’s no credible verification for any visitation from outer space or dead souls haunting abandoned buildings. Often, misinformation is cunningly designed to evade careful analytical reasoning—it can easily slip under the radar of even the most well-informed people. Shun blind optimism.

Consciously identify your biases and adverse instincts. Psychologists have identified more than 100 cognitive biases that can get in the way of clear and rational thinking. Explore how those biases could come into play in your thinking. Try to determine their motive. Work to extricate yourself from them to the best of your ability.

Demand proof when the facts seem demonstrable. Remain intellectually agnostic toward what hasn’t been established scientifically or isn’t provable. If you can’t determine if something is true or it isn’t, suspend judgment. Beware of anecdotes—emotionally swaying stories in particular—they are the weakest form of evidence.

Don’t believe in something that isn’t true just because there’s a practical reason to. If you feel emotionally inclined to believe in something because it gives you hope, comfort, and the illusion of control, identify your belief as just that. Faith is often no more than an inclination that’s not withstood the tests of reason. The process of faith is an absence of doubt. There’ll always be people who reject evolution for reasons that have little to do with evolution. Don’t act with more confidence in unproven theories than is justifiable.

Idea for Impact: Be wary of the influences that can put you at risk for magical thinking.

Give critical thinking and systematic evidence the central role in how you understand the world. Improving the criteria you use to judge the truth of things is difficult—but it’s of the essence. Have an unvarying, well-balanced degree of skepticism about everything, especially your own postulations.

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Filed Under: Mental Models, Sharpening Your Skills Tagged With: Critical Thinking, Introspection, Mindfulness, Persuasion, Questioning, Thinking Tools, Thought Process

When to Stop Thinking and Decide

February 17, 2021 By Nagesh Belludi Leave a Comment

There’s a difference between the data you’d like to have to decide and the data you’d need before you can make a decision.

When you get to a point where any further data may serve to make your decision better-informed but wouldn’t really change your mind, it’s time to stop deliberating. Make that decision.

Be willing to act on adequate data.

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Filed Under: Mental Models Tagged With: Decision-Making, Perfectionism, Risk

Overtraining: How Much is Too Much?

February 16, 2021 By Nagesh Belludi Leave a Comment

The amount of practice on an instrument is the most significant contributor to musical performance success. However, an obsessive orientation toward practice can burn you out and make you stiff.

Rather than carving out more time in the day for practice, celebrated musicians (not unlike specialist athletes and chess masters) tend to excel by making modest levels of practice more productive.

Itzhak Perlman on why practicing too much is bad Like all great teachers, virtuoso violinist Itzhak Perlman preaches not too much practice:

When kids ask me for an autograph, I always sign my name and then write, ‘Practise slowly!’ That’s my message to them. If you practise slowly, you forget slowly. If you practise very quickly, maybe it will work for a day or two and then it will go away, because it has not been absorbed by your brain. It’s like putting a sponge in the water. If you let it stay there it retains a lot of water.

There are a lot of people who believe that the more you practise the greater the improvement, but I don’t believe that. Again I cite the sponge example. When you put a sponge in the water, after a while it reaches saturation point. Keeping it in there for any longer won’t help, as it’s absorbed as much as it can.

Choosing to focus on quality over quantity of practice helps musicians free up time for score study, concentrated listening, and other learning activities away from their instruments. All these ultimately make practice more effective.

Idea for Impact: Mindless repetition is ineffective. To reach the highest levels of expertise, focus on the quality of practice. Skill formation relies on consistency and deliberate practice. Under a mentor’s guidance, a consistent and intentional practice can bring about clarity and make you observe yourself and open for feedback.

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Filed Under: Mental Models, Sharpening Your Skills Tagged With: Coaching, Development, Discipline, Learning, Mentoring, Personal Growth, Training

A Real Lesson from the Downfall of Theranos: Silo Mentality

February 4, 2021 By Nagesh Belludi Leave a Comment

The extraordinary rise and fall of Theranos, Silicon Valley’s biggest fraud, makes an excellent case study on what happens when teams don’t loop each other in.

Theranos’ blood-testing device never worked as glorified by its founder and CEO, Elizabeth Holmes. She created an illusion that became one of the greatest start-up stories. She kept her contraption’s malfunctions and her company’s problems shockingly well hidden—even from her distinguished board of directors.

At the core of Holmes’s sham was how she controlled the company’s flow of information

Holmes and her associate (and then-lover) Sunny Balwani operated a culture of fear and intimidation at Theranos. They went to such lengths as hiring superstar lawyers to intimidate and silence employees and anyone else who dared to challenge their methods or expose their devices’ deficiencies.

Holmes had the charade going for so long by keeping a tight rein on who talked to whom. She controlled the flow of information within the company. Not only that, she swiftly fired people who dared to question her approach. She also forcefully imposed non-disclosure agreements even for those exiting the company.

In other words, Holmes went to incredible lengths to create and maintain a silo mentality in her startup. Her intention was to wield much power, prevent employees from talking to each other, and perpetuate her deceit.

A recipe for disaster at Theranos: Silo mentality and intimidation approach

'Bad Blood' by John Carreyrou (ISBN 152473165X) Wall Street Journal investigative reporter John Carreyrou’s book Bad Blood: Secrets and Lies in a Silicon Valley Startup (2018; my summary) is full of stories of how Holmes went out of her way to restrain employees from conferring about what they were working on. Even if they worked on the same project, Holmes made siloed functional teams report to her directly. She would edit progress reports before redirecting problems to other team heads.

Consider designer Ed Ku’s mechatronics team responsible for designing all the intricate mechanisms that control the measured flow of biochemical fluids. Some of his team’s widgets were overheating, impinging on one another and cross-contaminating the clinical fluids. Holmes wouldn’t allow Ku and his team to talk to the teams that improved the biochemical processes.

Silo mentality can become very problematic when communication channels become too constricted and organizational processes too bureaucratic. Creativity gets stifled, collaboration limited, mistakes—misdeeds in the case of Theranos—suppressed, and collective objectives misaligned.

Idea for Impact: Functional silos make organizations slow, bureaucratic, and complicated

Innovation hinges increasingly on interdisciplinary cooperation. Examine if your leadership attitude or culture is unintentionally contributing to insufficient accountability, inadequate information-sharing, and limited collaboration between departments—especially on enterprise-wide initiatives.

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Filed Under: Business Stories, Leadership, Mental Models Tagged With: Biases, Critical Thinking, Entrepreneurs, Ethics, Leadership Lessons, Psychology, Thought Process

The #1 Clue to Disruptive Business Opportunity

January 28, 2021 By Nagesh Belludi Leave a Comment

When most folks encounter a problem, an inconvenience, or an unpleasant situation, they’ll assume these problems are “facts of life” and go on with their lives. At the most, they may even lament about it to others.

Not attentive entrepreneurs. They tend to identify problems and construe them as opportunities.

Serial entrepreneur Miki Agrawal tells the story of how she started WILD, New York City’s first gluten-free pizzeria, after becoming increasingly intolerant to processed foods:

It all started in 2005 when I started having recurring stomachaches. I realized I was intolerant to all of the additives, hormones, and pesticides that were being put in American mass-produced food. At the time, I had given up my favorite comfort food, pizza. In 2006, I opened WILD in New York City to offer people the best version of a pizza: made with organic, gluten-free flours & tomato sauces, and hormone-free cheeses & meats.

During that time, everyone thought “gluten-free,” “farm-to-table,” and “organic” meant “must taste like cardboard,” so it took a lot of education to get people to “get” it.

Embedded in Agrawal’s narrative is a great entrepreneurial thought lesson: You, too, can become better at recognizing unrevealed opportunities by learning to spot the subtle clues all around. The key question to ask is, “This product should already exist, why doesn’t it?”

Learn to Spot Hidden Business Opportunities

Besides WILD, Agrawal has applied the same ingenuity to found two other successsful businesses called THINX underwear and TUSHY bidet accessories.

Answer the following questions to check if some problem you’re aware of serves as a business idea worth exploring:

  • What’s appalling in your personal or professional world?
  • Is this thing so terrible that you want to do something about it?
  • Does this bother any person but you just as much?
  • Your proposed solution should already exist, but why doesn’t it?
  • Could this solution be worth something for others who are dealing with similar problems?

Idea for Impact: “Fix-What-Sucks” Business Opportunities are Everywhere

All you have to do is look around your own life and find something that has been broken, and then fix it. Extend and expand. The world is always seeking better, faster, cheaper, and smarter ways to solve its problems.

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Filed Under: Mental Models, Sharpening Your Skills, The Great Innovators Tagged With: Creativity, Entrepreneurs, Innovation, Problem Solving, Thinking Tools, Winning on the Job

How Can You Contribute?

January 25, 2021 By Nagesh Belludi Leave a Comment

The celebrated management guru Peter Drucker urged folks to replace the pursuit of success with the pursuit of contribution. To him, the existential question was not, “How can I achieve what’s been asked of me?” but “What can I contribute?”

Drucker wrote in his bestselling The Effective Executive (1967; my summary,)

The great majority of executives tend to focus downward. They are occupied with efforts rather than with results. They worry over what the organization and their superiors “owe” them and should do for them. And they are conscious above all of the authority they “should have.” As a result, they render themselves ineffectual. The effective executive focuses on contribution. He looks up from his work and outward toward goals. He asks: “What can I contribute that will significantly affect the performance and the results of the institution I serve?” His stress is on responsibility.

The focus on contribution is the key to effectiveness: in a person’s own work—its content, its level, its standards, and its impacts; in his relations with others—his superiors, his associates, his subordinates; in his use of the tools of the executive such as meetings or reports. The focus on contribution turns the executive’s attention away from his own specialty, his own narrow skills, his own department, and toward the performance of the whole. It turns his attention to the outside, the only place where there are results.

Peter Drucker: Focus on Contribution - How Can You Contribute? Focusing on contribution versus (or as well as) typical metrics of success pivots you away from self-focus and helps engage in meaningful relationships with your employees, peers, and managers.

In his celebrated article on “Managing Oneself” in the January 2005 issue of Harvard Business Review, Drucker clarified,

Throughout history, the great majority of people never had to ask the question, What should I contribute? They were told what to contribute, and their tasks were dictated either by the work itself—as it was for the peasant or artisan—or by a master or a mistress—as it was for domestic servants.

There is no return to the old answer of doing what you are told or assigned to do. Knowledge workers in particular have to learn to ask a question that has not been asked before: What should my contribution be? To answer it, they must address three distinct elements: What does the situation require? Given my strengths, my way of performing, and my values, how can I make the greatest contribution to what needs to be done? And finally, What results have to be achieved to make a difference?

Idea for Impact: Take Responsibility for Your Contribution

Focusing on contribution instead of efforts is empowering because it compels you to think through the results you need to deliver to make a difference and identify new skills to develop. “People in general, and knowledge workers in particular, grow according to the demands they make on themselves,” as Drucker remarked in The Effective Executive.

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Filed Under: Living the Good Life, Mental Models Tagged With: Adversity, Attitudes, Emotions, Mindfulness, Philosophy, Relationships, Resilience, Success

How to Banish Your Inner Perfectionist

January 21, 2021 By Nagesh Belludi Leave a Comment

You have an enemy: a feisty, malign force working against you. It’s the internalized perfectionist. It’s the stream of subversive self-talk urging indecision, doubt, and fear.

The #1 hack to overcoming you perfectionist tendency is to accept that whatever you need to work on just needs to be an outline, first attempt, rough copy, version 0. It needn’t be perfect. You just need to get it to a little bit better shape than before. You can then consider the next baby step.

Idea for Impact: Many things in your life need not be done perfectly. They’re to be done … just done … done to spur more done … not to dwell to perfection.

Your goal now is not to be like a Picasso, Mozart, Steven King, Lebron James, Warren Buffett, or some superstar. All you have to do now is create, edit, fix, or process and get whatever it is you’re working on to the next milestone. Make this a rule.

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Filed Under: Living the Good Life, Mental Models, Sharpening Your Skills Tagged With: Decision-Making, Discipline, Getting Things Done, Lifehacks, Mindfulness, Motivation, Perfectionism, Procrastination

Choose Pronoia, Not Paranoia

January 18, 2021 By Nagesh Belludi Leave a Comment

Pronoia is a weird, incredible feeling that everyone out there is helping you and cheering you on. The world is showering you with blessings.

Yes, that’s the antithesis of paranoia.

Pronoia is the delusional sentiment that people are conspiring in favor of your well-being, speaking nice things behind your back, and rooting for your benefit. The American astrologer Rob Brezsny has written, “Pronoia is the understanding that the universe is fundamentally friendly. It’s a mode of training your senses and intellect, so you’re able to perceive the fact that life always gives you exactly what you need, exactly when you need it.”

Pronoia is a convivial orientation—one exemplified by feelings of hope, trust, confidence, and affection. Choosing to cultivate optimism thus opens up a new identity. You no longer harbor bitterness and misgivings towards others.

Idea for Impact: Embrace the mindset that life is happening for you instead of against you. It’s a fantastic way to experience life!

Wondering what to read next?

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  5. How “Shoulds” Trap You into Catastrophic Thinking

Filed Under: Living the Good Life, Mental Models Tagged With: Adversity, Attitudes, Emotions, Mindfulness, Philosophy, Resilience, Success

Intentions, Not Resolutions

January 4, 2021 By Nagesh Belludi Leave a Comment

I think resolutions set you up for failure because they’re usually daunting, and they don’t give you a plan for how to realize what you want to achieve. More to the point, you underestimate how long it’ll take you to kick a bad habit or adopt a good one.

On the other hand, intentions propose paths forward—they can keep you accountable in the process.

Intentions dig into the WHY

Change is hard—change requires real commitment, planning, and follow-through. Intentions help by grounding you to what you can commit to today and tomorrow. Intentions will remind you of the kind of person you want to be and the kind of life you want to live.

Intentions don’t demand perfection, and intentions leave some room for error. Intentions will help you commit yourself and not fill you with guilt and shame if you fall off the wagon for a short period. With intentions, you can anticipate lapses and plan for them.

Setting intentions and then taking action becomes an exciting path of self-discovery rather than a guilt-trap set up with broken resolutions.

Idea for Impact: Set Intentions Instead of Yearly Resolutions

Put less pressure on yourself and set yourself up for success by making regular daily, weekly, and monthly intentions. Once you set the intention, focus on getting to the first step. Then, regroup and think about step two. This way, you target short-term achievable results, and the intention orients you.

Don’t make intentions for the entire year. It’s just hard to keep up with something and stay excited about it year-round.

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Filed Under: Mental Models, Sharpening Your Skills Tagged With: Discipline, Getting Things Done, Goals, Motivation, Performance Management, Procrastination, Thought Process

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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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