ONE OF SEVEN WAYS OF SEEING
Bring structure to complex choices and trade-offs.
Involving the right people in decisions incorporates diverse perspectives and information, reducing biases and increasing decision acceptance for effective implementation.
Decisions under uncertainty require weighing the costs of acting against the costs of waiting. A choice can have positive expected value and still turn out badly; demanding certainty can also cause harm.
Just Culture is a framework developed by Professor James Reason that balances accountability with fairness by categorizing behaviors (unintentional errors, risky behavior, recklessness, and malicious acts) and prescribing appropriate responses for each.
A framework for responding to errors and misconduct that distinguishes between human error, risky behavior, reckless behavior, and malicious behavior, emphasizing organizational learning and system improvements while maintaining appropriate individual accountability.
Thaler and Sunstein justify retirement-saving nudges by asking whether they are likely to improve people’s welfare as those people judge it. They cite employees’ stated wish to save more as a reason to offer help with enrollment, contributions, and investment choices.
Examine why you pursue a goal, then make room for activities you find interesting or meaningful. Asking whether an activity would still appeal without money, status, or approval can help distinguish enjoyment from external pressure, even when several motives coexist.
Libertarian paternalism uses the design of choices to help people reach their own goals while keeping alternatives easy to choose. Thaler and Sunstein argue that defaults and presentation inevitably influence decisions, so designers should use that influence to improve welfare as judged by the people choosing.
Libertarian paternalism is a decision framework that uses 'nudges' to influence people's behavior while preserving freedom of choice. It has been adopted by governments across the political spectrum as a bipartisan approach to policy.
Using the lens of your own mortality to clarify what truly matters in life, enabling you to align your present actions with your long-term values and avoid wasting time on trivialities.
Decision-making cannot rely solely on true/false distinctions; it must incorporate the consequences (payoff) of being right or wrong, as the severity of errors varies and ignoring this dimension leads to inadequate risk management.
Compare policy options by dividing the outcome you want by the resources each option requires. The ratio helps identify promising uses of a budget, provided the outcomes are comparable and you account for capacity limits and changing returns.
After choosing a solution, break it into specific actions with deadlines. For example, when planning to sell a house and move, schedule a valuation within 7 days.
Smart Disclosure makes key information available in a structured, machine-readable form so comparison tools can use it. Travel-booking sites illustrate the idea: accessible price and availability data can help consumers compare offers, provided the data are complete, accurate, and current.
Erikson describes Reds and Yellows as making quick, unexpected decisions without always explaining them. Greens, in his model, struggle with sudden changes and may become indifferent or overwhelmed.
When introducing root cause analysis (RCA) in a new area, draw on existing expertise and pilot an approach suited to that domain. Share findings across departments to identify recurring problems.
This text discusses the debate over when to use nudges versus stronger measures like mandates and bans, arguing that while nudges are effective for many problems, they are insufficient for serious harms like pollution or smoking. It advocates for a cost-benefit approach and emphasizes that nudges do not preclude stronger policies; rather, they can complement them.
Plan how to measure success from the start with specific, quantitative metrics; after implementation, share progress and use feedback to refine the solution continuously.
Impact measurement asks what a decision changed compared with what would otherwise have happened. It can inform future choices, whether the outcome is customer retention, profit, or a broader social or environmental effect.
Assess your work against clear goals and criteria, then compare your assessment with feedback from others. Use both to identify what to repeat, what to improve, and what support you need.
MECE means mutually exclusive and collectively exhaustive. Within a defined scope, categories should not overlap and should cover everything being classified. The principle helps reveal double counting and omissions, but it does not guarantee that a model explains every cause or that its predictors are statistically independent.
To make better hiring decisions, use a structured approach: select a few independent traits, prepare scoring questions for each, evaluate each trait separately, sum scores across traits, and hire the candidate with the highest total score, resisting intuitive preferences.
The Miles and Snow framework describes four organizational approaches: Defender, Prospector, Analyzer, and Reactor. They differ in how a business develops markets, manages its established activities, and responds to change. This article also applies the labels to dating behavior, but that extension is an analogy rather than an established classification of people.
A decision framework for establishing safe or minimum staffing levels in organizations to reduce operational risks, with practical suggestions for identifying gaps and aligning resources.
A collaborative conversation style for strengthening a person's own motivation and commitment to change, using techniques like asking open-ended questions, reflective listening, and eliciting change talk.
A structured decision-making framework for ranking alternatives by scoring and weighting multiple criteria based on personal preferences.
Multi-perspective utility analysis evaluates the same options from each stakeholder group’s viewpoint, then combines expected utilities using explicit weights. It exposes tradeoffs between interests; the fairness of the result still depends on whose views count, how utilities are measured and how weights are chosen.
A decision can involve several outcome classes, such as cost, medical risk, or quality of life. Utility analysis can evaluate each class from the decision-maker’s perspective and combine them using explicit weights.
Compare options from several perspectives by assigning outcome utilities, calculating expected utilities, and combining them with weights. The preferred option depends on those judgments and the estimated probabilities.
A structured decision framework that evaluates options across multiple weighted perspectives by assigning utilities and probabilities, computing expected values, and ranking options based on total weighted expected value.
Multitracking means developing and comparing several options at the same time. It can reveal useful differences, reduce attachment to one proposal, and provide a fallback if a preferred option fails. The aim is a manageable set of meaningful alternatives; adding options also takes effort and can become overwhelming.
Generating multiple distinct options simultaneously, rather than sequentially or as a single choice, leads to markedly better decisions. The wisest decisions often blend the vigilance of a prevention focus with the eagerness of a promotion focus.
Miyamoto Musashi argues that training is never complete and outlines nine essential attitudes for the warrior's path, including honest self-reflection, continuous training, and perceiving the unseen. These principles aim to free the spirit from negative thoughts and develop mastery through constant study and self-control.
The concept emphasizes that all organizations and individuals, especially regulators and authorities, must adopt a fact-based learning mindset, accepting their own partial perspectives and biases. Using the OFSTED case, it illustrates how a blame mindset and avoidance of responsibility hinder solving complex societal problems.
Noise is unwanted variability in judgments that should ideally be identical. It is a major, often overlooked component of error, distinct from bias, and arises from differences between judges, inconsistent reactions to cases, and transient factors.
Noise is unwanted variation in judgments made about the same case. Clear rating scales, structured assessments, and independent opinions can reduce it. More consistent judgments can still be biased or wrong, so noise reduction should be assessed alongside accuracy, fairness, and cost.
Non-systematic influences on organizational decision-making are situational factors beyond systematic market, competitive, societal, and technological forces. They group into estimable risks (recurring adverse events) and non-estimable threats (irregular or not-yet-materialized dangers).
Thaler and Sunstein describe nudges as changes to choice architecture that guide decisions while preserving an easy way to choose otherwise. Their libertarian paternalism aims to help people achieve their own goals, with attention to opt-out costs and the choice architect’s fallibility.
A consulting firm shares their experience applying the Cynefin framework's Clear domain, balancing the need for scalable support structures like an internal intranet with the desire to avoid over-rigidity and maintain flexibility in complex work.
Operational data record activities such as sales, shipments, and customer interactions. They can help managers assess a specific, recent situation, alongside research findings and experience. Their usefulness depends on how well they represent the decision at hand.
In the classic sequential hiring model, the 37% Rule is a large-pool strategy: observe the first 37% without choosing, then accept the next candidate better than everyone seen so far. It depends on a known pool, random order and no recall of rejected candidates.
Options are feasible courses of action that a decision maker can compare using utility analysis. Define each alternative clearly, include relevant combinations, and account for all relevant chance outcomes when evaluating it.
Defaults can raise recorded willingness to donate organs without producing an equivalent rise in available organs. Thaler and Sunstein favor prompted choice—asking people to record a decision—because they believe it best balances patients’ needs with the preferences of potential donors and their families.
Organizational decisions are limited by information, time, and human judgment, and group decisions add differences in goals and interpretation. McKinsey’s framework distinguishes big-bet, cross-cutting, delegated, and ad hoc decisions to help match the process to the choice.
Organized skepticism is a decision-making framework that emphasizes questioning assumptions and seeking disconfirming evidence to improve accuracy. It involves expressing dissent cooperatively, acknowledging uncertainty, and operationalizing skepticism through methods like red teams or devil's advocates.
Outcomes are what happen as a result of an option; they should be collectively exhaustive and analyzed across the full range, not just a single desired outcome.
The 10/10/10 framework asks how a decision will feel after ten minutes, ten months, and ten years. Along with an observer’s perspective, it helps make longer-term priorities visible when an immediate emotion dominates.
The story of Joseph Priestley's career decision demonstrates how to avoid common decision-making pitfalls by widening options, reality-testing assumptions, attaining distance, and preparing to be wrong, rather than relying on a simple pros-and-cons list.
A mall expands parking to attract shoppers, but commuters occupy much of the added space. The exercise asks you to map how parking, commuter use, sales, and further construction can form a reinforcing feedback loop.
Pascal's Wager applies expected value to the question of belief in God, arguing that even a tiny non-zero probability of infinite reward makes belief rational, despite serious philosophical flaws such as the 'Cat in the Hat' problem of ignoring alternative deities.
Phronetic rules are practical wisdom guidelines for increasing robustness when one cannot avoid exposure to extreme, high-impact risks (the Fourth Quadrant) and cannot employ the barbell strategy or purchase insurance.
Identifies four common mistakes when defining problems: being too vague, too narrow, assumption-driven, or solution-driven. These pitfalls misdirect analysis and can lead to ineffective solutions.
Pivoting involves making a rapid strategic change in response to a shift in the environment, often operating at the boundary between complexity and chaos. It can be contextualized using Cynefin and the Business Model Canvas, and involves using rapidly parallel, safe-to-fail portfolios of ideas to test and iterate.
Make a list of low-key activities you enjoyed before depression and schedule three of them for 20 minutes each in the coming week. Treat this as a key commitment without guilt.
Cynefin values the tension between coherence and difference, using it generatively to create space for novelty. It embraces and-and rather than either-or, avoiding premature convergence and playing in ambiguity.
Maxims for making policy decisions on behalf of groups and evaluating whether those decisions have a sound basis.
Pooling expert judgments can reduce dependence on one person’s hunch. It works best when experts contribute independently and bring different information; agreement alone does not rule out a shared bias.
Charlie Munger outlines five practical thinking habits: settle obvious questions first, use numbers, invert the problem, draw on several disciplines, and look for interacting causes. He then poses a hypothetical 1884 challenge: turn $2 million into $2 trillion by building Coca-Cola. This excerpt outlines the proposed solution but omits the full pitch.
Strengths of character are acquired through repeated practice, just like skills. By imitating exemplars, engaging in mental rehearsal, and using low-stakes sandboxes, we internalize virtuous patterns until they become second nature.
A premortem is a decision-making technique where you imagine a future in which you have failed to achieve a goal, then work backward to identify potential causes of failure. This negative visualization helps anticipate obstacles, reduce optimism bias, and improve planning and execution.
Using a Bowtie perspective, root cause analysis checks the objective, the threats, the planned safeguards, and whether those safeguards worked. Prevention, detection, and recovery measures can also be examined before a failure occurs.