methodology

Methodology IS a specific kind of practice — it is a structured, systematic approach to inquiry or action. Direction: specific→general per Law 9. Competent speaker test: 'methodology is a practice' — true.

Experiment needs methodology to operate now — methodology provides the structured framework that makes an experiment distinct from a mere trial. Remove methodology and experiment collapses into ad hoc trial. Constitutive dependency per Law 8. Epoch test: methodology (0.1) predates experiment (0.31), direction confirmed.

Debugging is a specific kind of methodology — the methodology of systematic error identification, classification, and correction. It is a form of investigative methodology applied to broken systems.

Reduction is a specific kind of methodology — the method of explaining complex phenomena by breaking them down into simpler constituent parts. INSTANCE_OF because reduction IS a kind of methodology (specific→general).

Gamification is a specific kind of methodology — it applies game design elements to non-game contexts for motivation and behavior change. A competent speaker would call gamification 'a methodology'.

Prompt engineering is a specific methodology for systematically designing, testing, and optimizing natural language prompts to elicit desired outputs from AI models. Direction: prompt-engineering (newer, specific) → methodology (older, general). A prompt engineer practices a structured methodology, not just ad hoc tricks.

Triangulation IS a specific kind of methodology — it is a method for cross-verifying data using multiple independent sources. Direction: specific→general per Law 9. Competent speaker test: 'triangulation is a methodology' — true.

research-design IS a specific kind of methodology — a structured approach to designing research with specific protocols for data collection, analysis, and inference. A competent speaker would call it 'a research methodology' or 'a methodological framework'. Nearest kind: methodology.

Direction tested: structural-mapping INSTANCE_OF methodology. Is structural-mapping a specific kind of methodology? Yes. Structural mapping (or structural mapping analysis) is a specific methodology for identifying and representing structural relationships between domains/concepts. Nearest kind: methodology.

action-research is a specific kind of methodology — it follows systematic cycles of planning, acting, observing, and reflecting. A competent speaker would call action-research a methodology.

Grounded-theory is a specific kind of methodology — systematic approach to generating theory from data through iterative collection and analysis. A competent speaker would call it a methodology.

Systematic-review is a specific kind of research methodology that collects and synthesizes evidence using explicit protocols. A competent speaker would call it 'a methodology.' Nearest kind: methodology (no intermediate rung exists between systematic-review and methodology).

knowledge-management is a specific kind of methodology — the practice of systematically capturing, organizing, and distributing organizational knowledge. A competent speaker calls it 'a methodology' for managing knowledge assets.

reductionism is a specific kind of methodology — approaching complex systems by breaking them into simpler parts. Law 9: competent speaker calls reductionism 'a methodology/methodological approach'. Direction: specific(reductionism)→general(methodology).

Design-thinking IS a specific kind of methodology — a human-centered, iterative problem-solving approach with defined stages. A competent speaker would call it a methodology. Nearest kind: methodology (broader than bare 'process'). Direction: design-thinking→methodology.

Operationalization IS a specific kind of methodology — defining abstract concepts or variables in terms of specific, observable operations or procedures. A competent speaker would call operationalization 'a methodological approach.' Direction specific→general correct per Law 9.

An operational definition IS a specific kind of methodology — a methodological approach for rendering abstract concepts testable through specified operations and measurements. Per Law 9, a competent speaker would call an operational definition 'a kind of methodological tool.' Direction specific→general is correct.

Six sigma IS a specific kind of methodology — a data-driven approach for eliminating defects. A competent speaker would say 'six sigma is a quality methodology.' Direction tested: specific→general.

Sensitivity-analysis IS a specific kind of methodology — a systematic procedure for quantifying how input variation affects output. A competent speaker says 'sensitivity analysis is a methodology.' Direction: specific→general per Law 9. Methodology is the nearest kind (epoch 0.04 vs 0.41).

Causal-inference IS a specific kind of methodology — a methodological approach for deducing cause-effect relationships from data or observation. A competent speaker says causal-inference is a method (specific kind of methodology). Direction: specific→general per Law 9.

Scrum is a specific kind of methodology — a system of methods for project management. A competent speaker would call scrum 'a project management methodology'. Files against nearest kind (methodology).

algorithm design is a specific kind of methodology — a structured approach to creating algorithms. Competent-speaker test: 'algorithm design is a type of methodology.' Direction: specific (algorithm design) → general (methodology). Epoch: methodology (0.03) predates algorithm design (0.76), consistent with general preceding specific.

Which-kind test: systems-thinking IS a specific kind of methodology — a systematic approach to analyzing complex systems through their interconnections and feedback loops rather than their components. Competent-speaker test: 'systems thinking is a methodology' — yes.

Design of experiments IS a specific kind of methodology: a structured approach for planning and analyzing experiments. A competent speaker would call it a methodology. Law 9.

Exploratory data analysis IS a specific kind of methodology — a systematic approach for investigating datasets to summarize their main characteristics, discover patterns, and spot anomalies before formal modeling. A competent speaker would call EDA 'a methodology.'

Model comparison is a specific kind of methodology — a systematic approach for evaluating and comparing different models against criteria. A competent speaker would call model comparison a methodology for model selection.

Reliability-centered maintenance IS a specific kind of methodology — a systematic approach to determining maintenance needs. A competent speaker calls RCM 'a methodology.' Direction: specific → general. Law 9 satisfied.