Decision Frameworksintermediate
The Probability Tree
A probability tree adds likelihoods to a scenario tree, showing possible outcomes and how likely each is. Sensitivity analysis then helps identify key decisions and events.
science · statistics↗
ONE OF SEVEN WAYS OF SEEING
Decision Frameworks
Bring structure to complex choices and trade-offs.
Decision Frameworksintermediate
The Problem-Solving Process
You may follow a problem-solving process without being able to describe it immediately. Writing down your steps makes that approach available for examination.
business · education↗
Decision Frameworksintermediate
The Result Optimization Model
The result optimization model divides project time into three equal loops. Each loop produces a complete version, allowing the next to revise and improve it before the final deadline.
management · business↗
Decision Frameworksintermediate
The Role of Evidence
Evidence supports or challenges a claim. In organizational decisions, research and records can make reasoning open to inspection, while experience contributes context and judgment. Both need evaluation for relevance, reliability and the limits of the cases behind them.
science · decision_making↗
Decision Frameworksintermediate
The Role-Playing Model (Belbin & de Bono)
The role-playing model combines Edward de Bono's 'six thinking hats' technique for structured group discussion with Meredith Belbin's team role profiles to enhance group creativity and decision-making by assigning different perspectives and recognizing individual contributions.
education · psychology↗
Decision Frameworksbeginner
The Rubber Band Model
A decision-making framework for dilemmas between two attractive alternatives, where you ask 'What is holding me?' and 'What is pulling me?' to clarify the forces at play.
business · psychology↗
Decision Frameworksintermediate
The Scenario Tree
A scenario tree maps alternative sequences of decisions and events. Following each path to its endpoint helps compare possible outcomes and identify options that might otherwise be overlooked.
business · psychology↗
Decision Frameworksbeginner
The Team Model
A framework for evaluating team composition by defining necessary skills, rating team members, and comparing with self-evaluations to identify strengths, weaknesses, and alignment.
management · sports↗
Decision Frameworksintermediate
The Three Contexts
The authors recommend checking three contexts before judging unfamiliar online information: the source, the claim, and your own knowledge and reactions. They report that students sometimes improved their judgments after as little as 30 seconds of context-seeking; the time is an illustration, not a guarantee.
technology · media_literacy↗
Decision Frameworksintermediate
The Toyota Way
The Toyota Way is a management philosophy and organizational culture with two pillars—continuous improvement and respect for people—and five foundation values: Challenge, Kaizen, Genchi Genbutsu, Respect, and Teamwork. It instills a culture for achieving organizational goals by leveraging the Toyota Production System.
management · business↗
Decision Frameworksintermediate
The Two Steps for a Chronology
A structured method for constructing a timeline of events to analyze a decision or problem, emphasizing listing dates first to build a chronology, with a special form called 'placement' used to understand the mindset of decision-makers.
business · problem solving↗
Decision Frameworksintermediate
The Types of Actions That Are More and Less Likely to Address Root Causes
Different corrective actions vary in their effectiveness at addressing root causes, ranging from weak reminders to strong systemic redesign. Combining multiple actions that work on the system rather than in the system is more likely to produce lasting change.
management · business↗
Decision Frameworksbeginner
The WRAP Model for Decision Making
A four-step process (Widen Your Options, Reality-Test Your Assumptions, Attain Distance Before Deciding, Prepare to Be Wrong) to counteract cognitive biases and improve decision-making. The model is illustrated with examples like Priestley's choice, Steve Cole's 'AND not OR', Andy Grove's successor question, and David Lee Roth's M&M tripwire.
business · psychology↗
Decision Frameworksintermediate
The Writing Dilemma: Off-the-Record Risks
Recording a concern can help others understand a decision, but it may also strain working relationships or expose sensitive information. Leaving the concern unwritten creates a different risk: decision-makers may fail to address a problem that people already know about.
management · psychology↗
Decision Frameworksintermediate
Thematic Analysis – Utilising RCA for Insights at an Organisational Level
Root Cause Analysis (RCA) can be scaled to an organizational level to identify system-wide improvements, share good practices, and create consistency across processes. This thematic approach helps reveal cross-functional themes and supports sustained improvements.
management · business↗
Decision Frameworksintermediate
Theory of Constraints
The Theory of Constraints (TOC) is a management philosophy by Eli Goldratt that focuses on identifying and managing bottlenecks to improve system performance, using the Five Focusing Steps and Throughput Accounting.
management · operations↗
Decision Frameworksintermediate
Things Come in Triples
The Triad classifies items into three categories based on their response to volatility and randomness, shifting focus from prediction to understanding fragility and antifragility.
economics · philosophy↗
Decision Frameworksintermediate
Think Strategically
A strategic plan translates a goal into specific actions and a commitment to carrying them out. The excerpt describes this general principle without supplying a detailed protocol.
business↗
Decision Frameworksintermediate
Third-Party Relationship Warning Signs
A vendor contract does not replace continuing oversight. Managers can lose sight of problems as attention fades or polished reports obscure details; operational feedback and audits with a clear scope can help them notice warning signs.
management · law↗
Decision Frameworksbeginner
Three Kinds of Questions
A framework for categorizing questions into three types: those with one definitive answer, those requiring a subjective choice, and those that require considering competing answers.
education · philosophy↗
Decision Frameworksintermediate
Time and Cadence: Chronos vs Kairos
The Cynefin framework distinguishes between chronological time (Chronos) and opportune time (Kairos), emphasizing that recognizing Kairos moments is crucial for evolutionary change in complex systems.
management · complexity science↗
Decision Frameworksintermediate
Timescales for Remediation and Tracking Remediation Progress
A framework for determining the appropriate timescale to remediate issues, balancing speed with robustness. It includes specifying remediation timeframes based on impact and complexity, and tracking progress with SMART milestones.
management · risk management↗
Decision Frameworksintermediate
To Fail Seven Times, Plus or Minus Two
A decision framework emphasizing investment in people capable of multiple career pivots, prioritizing optionality and open-ended payoffs over rigid business plans, and adopting a barbell strategy to manage risk.
philosophy · finance↗
Decision Frameworksintermediate
Transylvanian Lottery
A carefully chosen set of tickets in a toy lottery guarantees either a jackpot or several smaller prizes. The example distinguishes the expected number of smaller wins from the distribution of payouts and shows why exhaustive searches for such designs become impractical.
economics · statistics↗
Decision Frameworksintermediate
Tripwires: Deadlines and Partitions
Tripwires are cues set in advance to prompt a decision. Deadlines can draw attention to neglected opportunities; partitions divide time or money into portions that require a choice before continuing. They can help people review commitments and put limits on an experiment.
business · economics↗
Decision Frameworksintermediate
Trusting the Process
The Heaths argue that group decisions need a process participants can recognize as fair. They discuss bargaining, procedural justice, and candid communication as ways to support acceptance and implementation.
business · sociology↗
Decision Frameworksintermediate
Truthseeking Charter
A truthseeking group agrees to value accuracy, hold members accountable for their reasoning, and consider different perspectives. These shared expectations help members challenge their beliefs and explore alternatives instead of simply confirming one another’s views.
business · sociology↗
Decision Frameworksintermediate
Typology of Evidence
A framework for categorizing evidence used in organizational decision-making into two meta-categories (empirical and experiential), each with subcategories: operational data, theoretical research, norms & standards, and expert judgment.
management · science↗
Decision Frameworksbeginner
Urgency-Importance Prioritization
A decision framework that categorizes tasks based on urgency and importance, advocating action on urgent-and-important items and elimination of those that are neither. The concept is illustrated by Bill Gates's decision to drop out of Harvard to pursue a time-sensitive opportunity.
productivity · business↗
Decision Frameworksintermediate
Use Root Causes to Consolidate Observations and Improve Action Plans
Internal audit teams can improve action plans by addressing root causes rather than symptoms, but must balance systemic changes with pragmatic, incremental steps to maintain stakeholder engagement. Using tools like Bowtie and fishbone diagrams helps communicate findings neutrally and build persuasive cases.
management · business↗
Decision Frameworksintermediate
Utility Analysis
Utility analysis is a decision-making framework that evaluates choices by considering options, outcomes, and perspectives, quantifying subjective value under uncertainty.
business · economics↗
Decision Frameworksintermediate
Utility Analysis: Fourteen Steps (Multiple Classes of Outcomes)
A step-by-step framework for evaluating options across multiple outcome classes by assigning utilities and probabilities, weighting each class, and computing total weighted expected values to rank options.
business · economics↗
Decision Frameworksintermediate
Utility Question
The utility question asks how valuable each possible outcome would be from a specified person’s perspective. That value must be considered alongside the probability of the outcome when comparing options.
decision theory · business↗
Decision Frameworksintermediate
Utility Tree
A utility tree is a decision-making tool that multiplies possible outcomes by their probabilities to compute expected values, enabling comparison of options and selection of the one with the greatest expected payoff.
decision science · economics↗
Decision Frameworksintermediate
Utility Tree (Decision Tree) for Expected Value
A utility tree is a graphical representation that maps out possible outcomes of a decision, their probabilities, and associated utilities (e.g., monetary gains) to calculate expected values, enabling comparison of different choices.
statistics · mathematics↗
Decision Frameworksintermediate
Utility Tree / Utility Matrix
A decision framework for choosing among alternative courses of action by explicitly evaluating the probabilities of different outcomes and the utility (value) of each outcome, often across multiple weighted criteria. It provides a structured, quantitative comparison of complex options.
business · economics↗
Decision Frameworksintermediate
Utility Versus Probability
Utility analysis separates how much an outcome matters to you from how likely it is under each option. A utility matrix lists options and outcomes, assigns utilities and probabilities, and combines them into expected utilities. The result depends on those judgments and estimates.
business · economics↗
Decision Frameworksintermediate
Utility-Matrix Analysis
Utility-Matrix Analysis is a decision framework that systematically evaluates options by assigning utility values and probabilities to outcomes, then calculating expected values to rank alternatives.
decision theory · operations research↗
Decision Frameworksintermediate
Utility-Tree Analysis
A structured decision-making framework that involves identifying options and outcomes, determining the perspective of analysis, and constructing scenario trees to evaluate utility.
decision theory · statistics↗
Decision Frameworksintermediate
Utility-Tree Analysis for Securities Investment
A step-by-step utility-tree method for comparing investment options (speculative stocks, blue-chip stocks, government bonds) under uncertainty, using subjective utility values and probabilities to compute expected values and rank alternatives.
finance · economics↗
Decision Frameworksintermediate
Validating Closure of Action Plans
Closing an RCA action plan requires evidence that the actions were completed and that they produced the intended change in risk. Agree on the evidence in advance and assign responsibility for monitoring results.
management · safety↗
Decision Frameworksintermediate
Vanishing Options Test
The Vanishing Options Test is a technique to break out of a narrow frame by imagining that your current options are unavailable, forcing you to generate new alternatives. It helps overcome the tendency to fixate on a limited set of choices.
decision science · business↗
Decision Frameworksintermediate
Wanna Bet on Science?
Duke describes a study in which a prediction market forecast psychology replications more accurately than the participating experts’ individual forecasts. She argues that explicit stakes and accountability can help groups express judgments that ordinary discussion may suppress.
science · business↗
Decision Frameworksbeginner
Wanting What Matters
Parrish distinguishes getting what you want from deciding what is worth wanting. He asks readers to examine whether their goals reflect their own values or the pull of social expectations, habit, emotion and ego.
self-help · business↗
Decision Frameworksbeginner
Weather Forecaster's Dilemma I
The Weather Forecaster's Dilemma is a thought experiment that illustrates the use of a 2x2 matrix to structure decision problems, comparing predictions against outcomes to analyze reputation effects.
business · psychology↗
Decision Frameworksintermediate
Weather Forecaster’s Dilemma II
This utility-matrix exercise asks whether a forecaster should predict snow given a stated 1% chance. It illustrates how assigned consequences affect a recommendation, but the excerpt’s solution uses probability figures inconsistent with that setup.
decision theory · economics↗
Decision Frameworksintermediate
Weigh the Pros and Cons of Each Solution
Evaluate each alternative solution by considering time, cost, required help, resources, and long-term consequences to make an informed decision.
business · education↗
Decision Frameworksintermediate
Weighted Ranking
Weighted Ranking is a systematic decision-making technique that involves selecting criteria, weighting them by importance, and pair-ranking options against each criterion to produce a reliable ranking. It provides confidence in the validity of the rankings, especially when stakes are high.
management · personal_development↗
Decision Frameworksintermediate
Weighted Ranking (Pair Ranking)
Pair ranking compares every item with every other item and records the reason for each preference. It can expose shifting criteria and produce a tally-based order. In weighted ranking, explicit criteria and their relative importance also matter; systematic comparisons do not guarantee that the judgments are sound.
business · decision science↗
Decision Frameworksintermediate
Weighted Ranking for Personnel Decisions
Weighted ranking makes hiring or promotion criteria explicit and combines pairwise comparisons into a score. The ranking depends on the criteria, weights, and judgments; it does not make them objective.
management · human resources↗
Decision Frameworksintermediate
Weighted Ranking Matrix
A structured decision-making tool that uses pair-ranking to compare criteria and options, then weights criteria to compute a final ranked list of alternatives.
personal finance · business↗
Decision Frameworksintermediate
What is Evidence?
Evidence is defined as facts or organized information presented to support or justify beliefs, with a critical emphasis on being external to one's own belief system. The text distinguishes between empirical evidence (from data and research) and experiential evidence (from practice and expertise), framing them within an evidence tree typology for practical decision-making.
management · law↗
Decision Frameworksintermediate
When Decision-Makers Argue That a Problem Doesn't Deserve to Be Addressed – Consider Potential Impacts
When decision-makers resist addressing a problem because the immediate cost of a solution seems equal to the benefit, extrapolate the issue across the entire portfolio to reveal potentially large cumulative losses. This shifts perspective from a narrow cost-benefit comparison to a broader, future-oriented analysis that can overcome resistance to change.
business · economics↗
Decision Frameworksintermediate
When Disease Requires a Complexity Framework
Greenberg and Bertsch describe how viewing type 1 diabetes through Cynefin helped them respond to uncertainty and ease self-criticism. Their dinner story shows how a plan based on expected conditions can require adaptation when those conditions change.
sociology · healthcare↗
Decision Frameworksintermediate
When Do We Need a Nudge?
People need nudges most when decisions require scarce attention, are difficult, lack prompt feedback, or involve unfamiliar or rare situations; the golden rule of libertarian paternalism is to offer nudges that help most and harm least.
education · policy↗
Decision Frameworksintermediate
When to Take a Break
The placement of a break can change whether people pause, continue, or remain engaged. Intermissions and chapter endings illustrate how timing forms part of an experience’s design.
education · business↗
Decision Frameworksbeginner
Where Logic Ends
Even after logical reasoning narrows down choices, multiple plausible options often remain; making a decision then requires additional axioms, heuristics, or time pressure.
business · philosophy↗
Decision Frameworksintermediate
Whether-Or-Not Decisions: The Narrow Framing Trap
Organizations often frame decisions as a single 'whether-or-not' question, ignoring alternatives, which leads to a high failure rate. Paul Nutt's research shows that only 29% of organizational decisions consider more than one alternative, and 'whether-or-not' decisions fail 52% of the time compared to 32% for those with alternatives.
decision science · psychology↗
Decision Frameworksintermediate
Wilson's Conceptual Analysis Strategies
A set of strategies for analyzing complex concepts by examining model cases, contrary cases, related cases, and borderline cases. Developed by John Wilson to clarify concepts through systematic case analysis.
education · philosophy↗
Decision Frameworksintermediate
Working with the Other
Margaret Wheatley argues that community requires a commitment to working through differences. She contrasts this with online groups where easy exit can leave only people who agree.
leadership · psychology↗