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THE REFERENCE LIBRARY

Find a different
way to see it.

A growing collection of ideas for understanding the world — and your own thinking.

4,635 ideas to exploreArranged from A to Z
Mental Modelsintermediate

Problem Restatement

Restating a problem in more specific terms can generate solution alternatives, whereas very general statements are less likely to suggest answers.

education · business↗
Heuristicsintermediate

Problem Restatement

The initial definition of a problem often determines the direction of analysis and solution. By restating the problem, we can uncover deeper issues and avoid addressing only symptoms.

education · business↗
Heuristicsintermediate

Problem Restatement and Alternative Approaches

This heuristic focuses on using everyday inconveniences or news items to generate alternative ways of stating a problem or finding different approaches to it, without necessarily solving it. The goal is to explore different perspectives on the problem situation.

education · business↗
Heuristicsintermediate

Problem Reversal (Inversion)

Problem Reversal is a heuristic that involves examining a problem from its opposite perspective—asking how to cause or worsen the problem—to uncover hidden assumptions and generate creative solutions.

education · business↗
Heuristicsintermediate

Problem Scoping

Problem scoping makes expert-judgment questions precise enough for respondents to interpret them consistently. Pretesting, clear terms, separate questions for separate issues, and explicit time and location boundaries help.

science · psychology↗
Mental Modelsintermediate

Problem Solving

A problem is a gap between what one has and what one wants. De Bono distinguishes problems needing information, problems needing a new arrangement of existing information, and unnoticed opportunities for improvement. He uses open-ended discussions and closed puzzles to practice different approaches.

science · business↗
Heuristicsintermediate

Problem Types in Lateral Thinking

Approaches can be actual solutions or just ways of tackling problems. The type of problem used in lateral thinking exercises should be tailored to the age group of the students.

business · education↗
Logical Fallaciesintermediate

Problems of Knowledge

Arguments break down when they rely on unstated assumptions or incorrect definitions, leading to fallacies like straw man and false equivalence.

logic · argumentation↗
Logical Fallaciesintermediate

Problems of Logic

A proof or argument can fail because it skips needed steps, makes an invalid inference, or substitutes confident assertion for justification. Checking what each conclusion follows from helps distinguish these problems.

law · philosophy↗

Procedural Justice & Bargaining for Group Decisions

Bargaining can help a group consider alternatives and reach a decision its members will support. Procedural justice adds a fair process: people can state their case, the evidence is considered consistently, and the decision is explained. Both can make implementation easier without guaranteeing agreement or success.

decision science · business↗
Mental Modelsintermediate

Procedural Set Up

Novices may know concepts without connecting them. With experience, they link concepts into sequences that form procedures.

cognitive science · education↗
Mental Modelsintermediate

Proceeding Despite Risk and Uncertainty

People with a cautious ('Blue') mindset perceive risks in nearly every activity, while those with a risk-tolerant ('Red') mindset downplay risks. These views span a spectrum of risk perception. Deciding to proceed requires acknowledging uncertainty.

business · decision-making↗

Process Focus

Focusing on how you perform a task can reduce pressure about results and help you develop skill.

sports · business↗

Process Improvement First or RCA Improvements?

This decision framework helps determine whether to conduct a root cause analysis (RCA) or directly work on process improvements. If the causes of a recurring problem are unclear, RCA is recommended; if you already have hypotheses, validate them and proceed with process changes.

management · business↗

Process Orientation

Focusing on the process rather than the outcome leads to deeper engagement, present-moment enjoyment, and faster learning.

business · education↗
Cognitive Biasesintermediate

Process over Results

Taleb argues that people value visible success and recognition even when they claim to care only about the work itself. He describes the financial uncertainty and loss of status faced by creators whose rewards depend on rare breakthroughs.

sociology · philosophy↗

Process-Focused Satisfaction

True satisfaction comes from giving your absolute best effort, not from achieving a specific outcome. Focus on the process and your level of commitment rather than tying happiness to results.

education · business↗

Procrastination

Procrastination is the tendency to prioritize immediate gratification over long-term goals, often by deferring necessary actions to a later time.

economics · psychology↗
Heuristicsintermediate

Procrastination (Cunctator Effect)

Taleb defends deliberate delay when immediate action is unnecessary or could cause irreversible harm. His examples contrast the rewards for visible intervention with the less visible benefits of restraint.

decision-making · philosophy↗
Mental Modelsintermediate

Procrastination and Self-Control

People often prioritize immediate gratification over long-term goals due to procrastination. Precommitment strategies, such as setting deadlines and bundling unpleasant tasks with rewards, can help overcome this tendency.

business · health↗
Mental Modelsintermediate

Procrustean Bed

The Procrustean bed is a metaphor for distorting reality to fit a fixed model. Taleb uses the myth of a host who stretched or cut travelers to fit his bed to criticize categories and institutions that discard whatever does not fit.

education · sociology↗

Programmed and Voluntary Responses

Automatic responses act quickly with little conscious effort, often drawing on experience. Deliberate processing directs attention to a task and allows you to examine an initial response.

business · education↗

Progress takes the fast track

Cooperation between complementary technologies can let each develop faster. Railroads gave telegraph companies routes and infrastructure, while telegraph communication helped railroads coordinate trains and shipments.

history · sociology↗

Project Management as a Decision Framework

Project management is a disciplined approach to planning and executing complex projects, emerging from construction and engineering, and formalized through techniques like Gantt charts and dedicated roles. It became a recognized profession after World War II.

technology · management↗
Mental Modelsintermediate

Project Portfolio Matrix

A 2x2 matrix to classify projects by cost and time (or other parameters like learning and vision alignment) to maintain an overview and decide which to pursue, delegate, or reject.

business · psychology↗
Mental Modelsintermediate

Project Reporting Blind Spots

A project can spend exactly its monthly budget while falling behind on work. Compare spending with what has actually been delivered, test the assumptions behind benefit forecasts, and hear directly from team members about unresolved risks.

technology · business↗
Logical Fallaciesintermediate

Projection (Logical Fallacy)

The fallacy of projection occurs when one assumes others share their own feelings, beliefs, or attitudes without evidence, ignoring that individuals may have different experiences and interpretations.

philosophy · psychology↗

Projection Bias

The tendency to assume others share our thinking patterns, attitudes, and beliefs, and to incorrectly predict our own future preferences based on current states.

psychology↗
Mental Modelsintermediate

Prometheus and Epimetheus

Taleb uses Prometheus and Epimetheus to contrast experiments with limited downside and retrospective stories that make events seem predictable. His argument favors keeping useful options open, learning through practice, and checking how much a decision depends on a theory being right.

science · economics↗

Prompted Choice

Prompted choice asks people to make an explicit decision when they are already engaged in a related activity. Thaler and Sunstein use organ-donor registration to show how a timely prompt and a simple process can help willing participants follow through.

medicine · technology↗

Proof by Intimidation

Proof by intimidation makes an argument deliberately hard to understand so the audience will accept it, or so the speaker can avoid providing evidence. It often involves questioning the audience’s authority or assumptions.

logic · philosophy↗
Logical Fallaciesintermediate

Proof by Verbosity

Proof by verbosity uses a volume of claims, technical language, or tangled reasoning to discourage scrutiny. The problem is treating difficulty or an unanswered barrage as evidence that a conclusion is sound. A long or technical argument can still be valid; its supporting claims and inferences must be assessed.

politics · education↗

Proof in the Flesh

Taleb argues that rare-event probabilities estimated from limited economic data can be highly unstable. His concern is that sampling error and uncertain tail parameters can make apparently precise risk estimates unreliable.

economics · science↗
Mental Modelsintermediate

Proper Footwork and Natural Movement

The essence of proper footwork lies in moving naturally, treading firmly from heel to toe, and maintaining consistency between everyday movement and combat, avoiding specialized steps that disrupt balance and poise.

philosophy · psychology↗
Mental Modelsintermediate

Prophets and the Present

The classical prophet warns about the present, especially what not to do. Truth-tellers often face persecution, and societies repeatedly ignore warnings despite historical examples of the consequences.

sociology · philosophy↗
Cognitive Biasesintermediate

Proportion Dominance

Proportion dominance refers to the tendency for judgments to be heavily influenced by proportions or probabilities rather than absolute quantities, because proportions are more evaluable due to their clear bounds (0 to 1). This bias affects decisions in gambling, lifesaving interventions, and consumer choices.

decision science · economics↗

Propositional Logic

Propositional logic, formalized by the Stoic philosopher Chrysippus, is the branch of logic that deals with the truth-functional relationships between propositions and the valid inferences, such as modus ponens and modus tollens, that can be derived from them.

logic · science↗

Pros-Cons-and-Fixes

A six-step decision-making framework that expands traditional pros-and-cons lists by adding a fourth step: neutralizing as many cons as possible through creative fixes. This encourages systematic evaluation and mitigation of drawbacks before making a final choice.

decision-making · psychology↗

Pros-Cons-and-Fixes Technique

For each option, list its advantages and disadvantages, then identify practical fixes for the disadvantages. Compare the options again after accounting for what those fixes would cost and whether they can be carried out.

business · decision-making↗
Cognitive Biasesintermediate

Prosecutor's Fallacy

The prosecutor's fallacy is a logical fallacy that occurs when the probability of a false match (given innocence) is confused with the probability of innocence (given a match). This leads to overestimating the likelihood of guilt in legal contexts and misinterpreting p-values in scientific studies.

law · science↗

Prospect Theory

A behavioral economic theory developed by Daniel Kahneman and Amos Tversky that describes how people make decisions under risk. It posits that outcomes are evaluated as gains and losses relative to a reference point, and that people are loss averse, exhibiting diminishing sensitivity to changes in wealth.

behavioral science · economics↗
Cognitive Biasesintermediate

Prospect Theory: Loss Aversion in Negotiation

Prospect theory (Kahneman & Tversky, 1979, 1984) explains how people make decisions under risk, particularly that losses loom larger than gains, leading to loss aversion and status quo bias. This has significant implications for negotiations and conflicts, where parties may be reluctant to accept changes that involve certain losses for uncertain gains.

conflict_resolution · business↗
Heuristicsintermediate

Prospective Hindsight

Imagining a future event as having already occurred (prospective hindsight) improves the ability to generate specific, relevant reasons for its occurrence, enabling better planning and risk mitigation.

business · education↗
Heuristicsintermediate

Protecting Yourself in an Age of Slimy Advertising

Recognize that much online content is disguised marketing, and use the SIFT method (especially the 'Trace' step) to verify sources and identify sponsored content by looking for disclosure labels like 'sponsored content' or 'brought to you by'.

technology · business↗

Protecting Yourself with Safeguards

Safeguards are tools that protect us from our own biological vulnerabilities and impulsive decisions by reshaping our environment or creating rules, thereby increasing friction against actions that undermine our long-term goals.

business · economics↗
Mental Modelsintermediate

Proto-Antifragility

Taleb uses mithridatization and hormesis as limited precursors to antifragility. The first concerns tolerance to particular substances; the second describes cases where a low dose has a beneficial effect while a higher dose harms. The effect depends on the substance, dose and organism, rather than harm being beneficial in general.

medicine · philosophy↗
Heuristicsadvanced

Prototype Heuristics and the Neglect of Extension

Prototype heuristics involve substituting a prototypical exemplar for a category, leading to neglect of extensional attributes like base rates, scope, and duration. This generalization of the representativeness heuristic explains biases in categorical prediction, summary evaluations of past events, and economic valuations of public goods.

statistics · economics↗
Cognitive Biasesintermediate

Proverbs Galore

A cognitive bias where people confuse intelligibility with correctness, favoring explanations that are quick and easy to communicate (like proverbs or nutshell summaries) over more complex but accurate ones.

education · economics↗

Proving Non-Existence

A claimant shifts the burden of proof by treating someone’s inability to disprove existence as evidence that something exists. Some non-existence claims can be proved; the issue is whether the claimant has supplied adequate support for the particular claim.

logic · religion↗
Logical Fallaciesintermediate

Proving Too Much

An argument proves too much when the same reasoning supports an unacceptable conclusion or incompatible prescriptions. This is a warning to examine its premises and inferences, illustrated here by objections to Pascal’s wager and Zeno’s arguments about motion.

logic · philosophy↗
Mental Modelsintermediate

Proving Yourself Wrong

The story of a journalist who tested her own impression of gender bias in email salutations, found she was wrong, and publicly admitted it, demonstrating the importance of empirically evaluating one's beliefs.

science · sociology↗
Heuristicsintermediate

Provocation (PO)

Provocation (PO) is a lateral thinking technique where arbitrary, unjustified arrangements of information are deliberately introduced to trigger new ideas. It uses methods like juxtaposition, random words, and concept reuniting to break existing thought patterns without concern for immediate logic or justification.

business · education↗

Proximate vs. Root Cause

Distinguish the immediate event leading to a problem from deeper conditions that contributed to it. Further questions can uncover additional causes worth investigating.

science · philosophy↗
Mental Modelsintermediate

Psychological Safety

Psychological safety is a climate in which people can raise concerns, ask questions, and admit mistakes without fear of reprisal. Grant describes how this openness can help teams detect problems and learn, while maintaining high standards for their work.

education · sociology↗