decision-making

Decision-making needs criteria to operate: to choose between options, one must have standards for evaluation. Without criteria, decision-making cannot function — there would be no basis for comparison. This is constitutive, not merely facilitative, just as criterion→DEPENDS_ON→language was accepted: criteria are the constitutive apparatus of decision-making.

A heuristic is a specific kind of decision-making method: a rule-of-thumb shortcut that enables decisions without full analysis. The which-sense is 'kind of' — a competent speaker calls a heuristic 'a kind of decision-making approach.' Removal test not needed for INSTANCE_OF (Law 9).

For-whose-sake test (Law 8d): knowledge-management is designed and maintained for the sake of decision-making. Organizations invest in KM systems, processes, and practices specifically so that decision-makers have access to the right knowledge at the right time. The servant (KM) points at the master (decision-making).

Data-quality is built and maintained for the sake of decision-making. Its designed purpose is to ensure decisions rest on accurate, reliable data. Without data-quality, decision-making operates on garbage. Law 8d: the servant (data-quality) points at the master (decision-making).

Satisficing SERVES decision-making: it is a decision strategy explicitly designed for the sake of making acceptable choices under constraints. Its purpose is to further decision-making's operation by enabling 'good enough' resolutions when optimization is infeasible. Law 8d: servant→master.

Loss aversion is the bias where potential losses are weighted more heavily than equivalent gains. It operates exclusively within decision-making contexts — it is a bias that distorts choices between options. Removal test: remove decision-making (the concept of choosing among alternatives) and loss aversion loses its operational domain; the concept explains nothing without decisions to bias.

Cognitive-appraisal is designed and maintained for the sake of decision-making — the process of evaluating stimuli for personal significance directly informs and shapes subsequent decisions. The designed purpose is to further decision operations. Servant→master direction per Law 8d.

Plausibility assessment is built and maintained for the sake of decision-making — it helps agents evaluate how likely claims are, directly informing better choices. For whose sake? Decision-making is the master; plausibility is the servant.

Critical-thinking is maintained for the sake of decision-making — it provides the analytical discipline to evaluate options, identify biases, and reach well-founded choices. For-whose-sake test: decision-making is the master, critical-thinking the servant.

A decision matrix is built and maintained for the sake of decision-making — its designed purpose is to improve the operation of choosing between options by providing a structured evaluation. Per Law 8d: for whose sake? the decision matrix serves decision-making, not the reverse.

rationale is designed and maintained for the sake of decision-making — its entire purpose is to articulate justifications that inform and support decisions. Law 8d: servant→master direction, with teleological framing. The note shows purpose by design: rationalization exists to serve the decision process.

Heuristics are cognitive shortcuts designed and maintained for the sake of decision-making - their purpose is to enable fast decisions under constraint. Law 8d: servant(heuristic)->master(decision-making). Removes need for exhaustive analysis in decision contexts.

Briefings are designed for the sake of decision-making — they deliver aligned information to enable timely, informed choices. Law 8d: servant(briefing)→master(decision-making).

Prudence — careful, thoughtful judgment to avoid harm or error — exists for the sake of decision-making. It is cultivated precisely to improve how decisions are made, guiding them toward prudent outcomes.

Sunk cost is a cognitive bias concept maintained for the sake of decision-making — it warns against letting past unrecoverable costs dictate future choices. Servant→master per Law 8d. Built to serve rational decision-making by flagging irrational persistence.

Choice-architecture is designed and maintained for the sake of decision-making — its entire purpose is to structure the presentation of options in order to influence how people choose. Law 8d: for-whose-sake? The architecture serves decision-making. Remove decision-making from the picture and choice-architecture ceases to exist as a concept.

Opportunity cost is taught and maintained for the sake of decision-making: it exists as a concept to help people avoid the sunk-cost fallacy and make optimal resource allocation choices.

Conceptual-analysis is maintained for the sake of decision-making — its designed purpose is to clarify concepts so decisions can be better grounded. For-whose-sake: conceptual-analysis→decision-making per Law 8d. The removal test: strip decision-making and conceptual-analysis loses its primary practical function.

Diagnosticity is designed for the sake of decision-making: its entire purpose is to evaluate how well evidence discriminates between hypotheses, directly supporting rational choice. For-whose-sake test points to decision-making (Law 8d).

Causal-inference is built and maintained for the sake of decision-making — its designed purpose is to enable reliable cause-effect reasoning so that decisions can distinguish correlation from causation. Servant (causal-inference) → master (decision-making) per Law 8d.

decision-problem SERVES decision-making: A decision-problem is built and maintained for the sake of decision-making — its designed purpose is to structure a choice situation so that reasoning about action becomes tractable. Remove decision-making as the purpose and the decision-problem loses its point.

Model selection IS a specific kind of decision-making: choosing among candidate models based on criteria is a decision process. A competent speaker would call model selection a form of decision-making. Direction tested: model-selection is a specific case of the general practice of decision-making.

Pre-mortem is built for the sake of decision-making: its designed purpose is to improve decisions by identifying potential failures before they occur. Test: remove decision-making and the pre-mortem has no reason to exist. The servant (pre-mortem) points at the master (decision-making). Direction tested: pre-mortem serves decision-making, not the reverse.

Risk-assessment is built and maintained for the sake of decision-making: its designed purpose is to provide structured evaluation of threats and hazards so that decisions can weigh risks against benefits. Test: remove decision-making and risk-assessment has no reason to exist — its entire function is to inform choices.

Anomaly-detection is built for the sake of decision-making: its designed purpose is to surface unexpected information that would alter or inform decisions. The servant points at the master. By design, anomaly detection exists to make decision-makers aware of deviations that standard analysis would miss.

A decision-support-system is built and maintained for the sake of decision-making. Law 8d: its entire designed purpose is to assist decision-makers. Direction: decision-support-system (servant) → decision-making (master).

Stakeholder-analysis is built for the sake of decision-making — its designed purpose is to identify who is affected by a decision so that decisions can account for those stakeholders. Servant (analysis) points at master (decision-making) per Law 8d.

automated-decision-making is a specific kind of decision-making where the process is encoded in algorithms, rules, or software to operate with reduced human intervention. A competent speaker would call it 'a kind of decision-making' — specifically, machine-executed or semi-autonomous decision-making.

Mental models provide cognitive frameworks that serve decision-making by structuring how problems are understood and choices evaluated. Law 8d: servant(models)→master(decision-making).

Information-foraging theory models how agents gather information to reduce uncertainty and make decisions. Its designed purpose is to serve decision-making by guiding search strategies toward information-rich patches. Per Law 8d: for whose sake does information-foraging operate? For decision-making.

Risk tolerance is built to serve decision-making under uncertainty — its designed purpose is to establish boundaries that inform whether to proceed or halt. 'For whose sake?' Risk tolerance serves decision-making. This is teleological (Law 8d), not a removal-test dependency.

A pareto chart is built for the sake of decision-making: it helps prioritize by showing which factors contribute most to a problem (the 80/20 rule). Per Law 8d, the servant points at the master — the chart serves the decision-making process it supports. Direction: servant (pareto chart) → master (decision-making).

The fluency-heuristic is a cognitive shortcut designed for quick judgment — it uses processing ease as a signal for truth/familiarity/quality. Its designed purpose is to support efficient decision-making under uncertainty or time pressure.

Retrieval is built and maintained for the sake of decision-making: information retrieval provides the data and evidence that decisions require. By design, retrieval exists to feed informed choices.

Intuition is a cognitive construct designed and maintained for the sake of decision-making — enabling rapid judgment without full analytical processing. Its designed purpose is to serve decision contexts where speed or incomplete information makes deliberation impractical.

wargame is a simulation exercise built to serve decision-making — it models conflicts and scenarios specifically to improve the quality of decisions made by commanders, policymakers, and strategists. Its designed purpose is to train and refine decision-making under uncertainty.