ONE OF SEVEN WAYS OF SEEING
Bring structure to complex choices and trade-offs.
A middle-range theory proposing that people function as intuitive politicians who seek approval from relevant audiences, balancing multiple motives (cognitive mastery, cognitive closure, relational costs/benefits, and autonomy) and adopting coping strategies such as attitude shifting, preemptive self-criticism, defensive bolstering, or decision evasion depending on accountability pressures.
To achieve objectives, break them down into specific steps with clear deadlines and measurable mechanisms to track progress. This provides clarity and allows for timely adjustments to stay on course.
SPPS breaks a problem into specific, actionable parts through direct observation. It asks teams to establish what is happening and investigate causes before choosing a fix.
A Toyota mentor teaches problem-solving by asking questions and requiring firsthand observation. In the crane-alarm story, visiting the shop floor tests an initial explanation and reveals conditions that the written report alone did not convey.
The St. Petersburg paradox contrasts an infinite expected money prize with the limited amount people would pay to play, motivating the use of utility rather than money alone. Ellsberg’s paradox concerns a different problem: preferences for known probabilities over ambiguous ones can conflict with standard expected-utility axioms.
Banasiewicz questions whether stakeholder values should count as evidence in evidence-based management. He argues that subjective interests do not meet his standard of objectivity, while the framework he criticizes explicitly includes them.
Root cause analysis (RCA) insights improve audit planning by identifying critical objectives, risks, past incidents, and emerging themes, supporting thematic reviews for stakeholders and regulators.
After a mistake, examine the thoughts, feelings, and actions that contributed to it. This helps identify root causes and prevent recurrence. Skipping reflection or blaming external factors indicates a lack of responsibility.
Realized strategy can combine actions carried out deliberately with patterns that emerge as an organization responds to events. The source uses Cynefin to consider which approaches suit different strategic situations.
Strategic planning helps prioritize areas of life by viewing the big picture and allocating time accordingly. It involves mapping out key domains and setting regular time commitments.
Strategic planning is a structured process for decision-making and action that helps reduce uncertainty and promotes proactive rather than reactive living. Learning to think strategically matters more than following a rigid plan.
Strategy involves leading the movement through and between Cynefin domains, using safe-to-fail experiments to navigate from complex to complicated while avoiding over-constraining in the clear domain. It emphasizes vigilance, testing assumptions, and adapting to prevent strategic drift.
In complex domains, strategy shifts from clear planning to exploratory experiments with fast feedback, where leaders set direction and manage tempo rather than controlling outcomes.
Banasiewicz proposes ranking evidence by objectivity and relevance to a decision, then giving each successive rank twice the weight of the previous one. The weights are normalized to total about 100%; their usefulness depends on how the evidence is ranked.
When faced with numerous or complex options, people adopt simplifying strategies like elimination by aspects rather than evaluating all attributes. Good choice architecture can structure these choices to improve decision-making.
This framework organizes the evaluation of norms and standards into guidelines, conduct, and outcomes. It asks how evidence will be gathered, assessed, and checked for usefulness, credibility, independence, and impartiality.
SWOT organizes an assessment into Strengths, Weaknesses, Opportunities, and Threats. Use the categories to clarify a project’s position, then decide which issues call for action. The book traces its origin to a study from the 1960s.
Research synthesis must fit the decision’s deadline as well as its evidence needs. Banasiewicz’s 3E framework proposes that organizations build on existing research summaries, then assess how well those findings apply to the specific decision.
A systematic decision process makes options, evidence, tradeoffs, and assumptions explicit. It helps people inspect their reasoning and notice biases or missing information before choosing.
Systems-oriented intervention is suited to relevant, persistent problems with a well-known history and previous unsuccessful attempts at a solution.
The TDODAR framework from aviation provides a structured checklist for decision-making under time constraints. Proper resource management and prioritization are essential to avoid accidents and initiative overload.
A decision-making framework used in aviation that guides pilots through six steps: Time, Diagnosis, Options, Decide, Assign Action, and Review.
The Empirical & Experiential Evidence (3E) framework is a decision-making framework for management that combines empirical data and experiential insights to reconcile conflicting information, recognizing the gap between academic research and organizational realities.
The 3E Framework combines organizational data, research, benchmarks, and experience. It emphasizes checking evidence across sources and examining how culture, structure, individual judgment, and the purpose of learning affect its use.
The 3E framework brings together empirical and experiential evidence. This article maps operational data, empirical research, norms and standards, and expert judgment to questions about markets, society, politics and law, and technology. The mapping is a starting point for gathering evidence, not a fixed ranking of which source is best.
The 3E framework organizes the gathering, assessment and synthesis of evidence for organizational learning. It can support routine adjustments, the development of new skills and larger changes in strategy by bringing together internal data, research, benchmarks and expert judgment.
A fable contrasting tame (elephant) and wild (hippopotamus) problems, emphasizing that different situations require different approaches, akin to the Cynefin framework.
The buyer’s model offers ways to stop a purchase decision from becoming an endless search: limit research, prioritize requirements, use the 10-10-10 exercise, and consider help in breaking a genuine tie.
The passage describes technological failures that demand a rapid response. Its Guardian outage anecdote also shows the value of prevention: a more realistic test dataset could have exposed the error before release.
The Complacent is a zone in the Cynefin framework located between the Clear and Chaotic domains, representing a state of overconfidence that can lead to catastrophic failures, as illustrated by Knight Capital's $440m loss in 2012.
The source distinguishes software tasks with established methods from tasks that need experimentation. It uses coordinate calculations as a stable task and mentions tools for children learning programming.
In Cynefin’s Complicated domain, cause-and-effect relationships can be analyzed with appropriate expertise. The supplied account describes a leadership consultancy that values experts but often neglects the data and analysis some of its own decisions need.
This model distinguishes six responses to conflict: flight, fight, giving up, delegating the decision, compromise, and jointly developing a solution. It invites the parties to consider which response they are using and what alternatives remain.
The consequences model highlights a project tradeoff: early decisions can shape much of the work while information is still limited. It encourages timely decisions and explicit communication when a decision is deferred.
A decision framework for finding direction in life by reflecting on your past, values, important people, hindrances, and fears, then imagining six different possible paths forward.
Parrish distinguishes a considered decision from a reactive choice. His process is to define the problem, explore solutions, evaluate options, and act, with more time devoted to choices whose consequences are substantial.
Jones’s eight-step method compares competing hypotheses in a matrix of evidence. It emphasizes diagnostic inconsistencies, revision of the alternatives, and a final check of assumptions. A bakery case illustrates how the comparison can lead investigators to a new explanation.
The Eisenhower Matrix is a time management tool that helps distinguish between what is important and what is urgent, enabling better prioritization of tasks.
What counts as evidence depends partly on the question and the field. Legal testimony, clinical findings, and business records face different standards of relevance and evaluation.
A decision framework for categorizing feedback to determine which criticisms and compliments to act on, distinguishing between what to keep and what to change.
The Flow System is a decision framework that builds on the Toyota Production System, focusing on delivering value to the customer by reducing non-value-added activities. It emphasizes achieving flow at individual and collective levels through the Triple Helix of Complexity Thinking, Distributed Leadership, and Team Science.
Erikson maps team activities to four colors: Yellow for ideas, Red for decisions, Green for execution, and Blue for review. The scheme can prompt discussion of missing responsibilities, but a color label does not establish someone’s competence.
Four brainstorming rules encourage creativity and innovation: generate many ideas, build on one another’s ideas, welcome unusual ideas, and defer judgment.
Decisions fall into four quadrants based on whether exposures are binary or open-ended, and whether the environment is Mediocristan (thin-tailed) or Extremistan (fat-tailed). This framework helps assess risk and impact in different domains.
Taleb’s Fourth Quadrant concerns decisions exposed to extreme outcomes whose probabilities are difficult to estimate. His practical emphasis is on changing exposure so that a mistaken model is less damaging.
Taleb’s Fourth Quadrant warns about decisions whose payoffs are highly sensitive to poorly estimated extremes. When tail estimates are unreliable, managing exposure can be more useful than relying on a precise probability forecast.
A classification of decision-making domains based on two dimensions: the complexity of payoffs (simple binary vs complex) and the statistical nature of the underlying distribution (Mediocristan vs Extremistan). The Fourth Quadrant—complex payoffs in Extremistan—is identified as the realm of Black Swans, where prediction is most hazardous and opportunities for both extreme gains and losses exist.
A three-dimensional framework for identifying a bankable business idea by mapping competitors on key axes (e.g., location, price, cool factor) to uncover overlooked niches, while warning that absence of competition may indicate lack of demand.
This matrix classifies choices by how comparable the options are and how much the outcome matters. For consequential choices without an obviously better option, it emphasizes the personal values and commitments that give you reasons to choose.
Hersey and Blanchard propose adapting leadership to an employee’s competence and commitment for the task. Their four styles are instructing, coaching, supporting, and delegating.
The IDEA model is an acronym for Identify, Develop, Execute, Assess, providing a structured four-step approach to problem-solving.
When restating problems, use simple, positive, active-voice sentences to improve clarity and reduce cognitive load.
A goal-setting framework that distinguishes between final goals (e.g., running a marathon) and performance goals (e.g., jogging 30 minutes daily). It evaluates goals against 14 requirements, emphasizing attainability and challenge.
Choose a period and map its goals, lessons, obstacles, successes, and participants on a timeline. Use the review to decide which experiences should inform your next steps.
A structured root cause analysis framework that expands the traditional fishbone diagram into eight categories: strategy, data, roles, design, external factors, execution, human factors, and resources. It helps uncover systemic reasons behind setbacks and recurring problems.
The morphological box is a method for creative problem-solving that combines attributes of existing entities to form new ideas, developed by Fritz Zwicky. SCAMPER is a checklist by Bob Eberle that guides the reconfiguration of existing products or ideas through substitution, combination, adaptation, and other transformations.
A step-by-step framework for ranking items by multiple weighted criteria using pair-wise comparisons to determine priorities.
The Political Compass plots positions on economic left–right and liberal–authoritarian axes. It separates two dimensions that a single spectrum can hide, while simplifying political views and relying on judgments about placement.
The prisoner’s dilemma shows how individually preferable choices can leave both players worse off than mutual cooperation. In repeated play, a strategy such as tit for tat begins by cooperating and then mirrors the other player’s previous move; its success depends on the setting and the other strategies.
The Probability Question asks for the likelihood of each outcome given an option, and combined with utilities, it yields the expected value to guide decision-making.