Deductive Hypothesis Generation
Deduce hypotheses from existing theory: in domains with mature theory, transform theoretical propositions into specific testable predictions through an explicit reasoning chain.
When to Use
- The domain has mature foundational theory (named theories, formal models, or accepted mechanisms)
- The research gap manifests as "a discrepancy between theoretical prediction and real-world observation"
- The goal is to test, extend, or delimit the scope of an existing theory
- Highly defensible hypotheses are needed (reviewers will press for theoretical justification)
Not applicable: emerging domains rich in data but lacking theory → use inductive-hypothesis-generation instead.
Thinking Framework
Theory → Mechanism → Variable Relationship → Testable Prediction
The core logic of deduction:
- Theory: identify the foundational theory underpinning the research question (named theory, formal model)
- Mechanism: extract the causal mechanism from the theory (the intermediate process by which "X affects Y through Z")
- Variable Relationship: translate the mechanism into directional relationships among variables (positive/negative/moderating/mediating)
- Testable Prediction: concretize the variable relationship into an observable prediction under specific conditions
Every step must be traceable: each prediction traces back to a mechanism, each mechanism traces back to a theory. This is what distinguishes a deductive hypothesis from a guess.
Common pitfalls:
- Theory citation that stays superficial (naming only, no specific propositions) → you must cite the theory's core propositions
- Skipping the mechanism and jumping straight from theory to prediction → the mechanism is the key node of the deductive chain and cannot be omitted
- Hypothesis scope too broad ("in all contexts") → deduction must state boundary conditions
Budget Gate
| Tier |
Theory coverage |
Mechanism extraction |
Hypothesis output |
Falsifiability |
| S |
≥2 named theories |
≥3 causal mechanisms |
≥2 structured hypotheses |
1 falsification scenario per hypothesis |
| M |
≥3 named theories |
≥5 causal mechanisms |
≥3 structured hypotheses |
≥1 scenario + boundary conditions per hypothesis |
| L |
≥5 named theories |
≥8 causal mechanisms |
≥5 structured hypotheses |
full falsifiability audit + competing-theory comparison |
Default Reference Flow
- Call the
theory-identification SOP: scan the domain literature and list the named theories relevant to the gap and their core propositions
- Call the
mechanism-extraction SOP (via the theory-mechanism-extraction tactic): extract causal mechanism chains from each theory
- Call the
variable-identification SOP: translate the constructs in the mechanisms into operational variables
- Call the
relationship-specification SOP: specify directional relationships among variables (including moderating/mediating structures)
- Call the
boundary-condition-specification SOP: identify the preconditions under which the theory applies (population, context, time range, etc.)
- Call the
falsifiability-check SOP (via the falsifiability-audit tactic): generate a falsification scenario for each hypothesis
- Call the
operationalization SOP: provide draft measurement methods for the key variables
context-checkpoint
After each round, record:
- The list of identified theories (name, core proposition, source)
- The list of extracted mechanisms (each tagged with its source theory)
- The current set of hypothesis drafts (including variable relationships + boundary conditions)
- Falsifiability status (passed / pending review / unfalsifiable, needs revision)
Available Tactics
Optional, no fixed order; the final leaf is always a sop.
| Tactic |
When to use |
| falsifiability-audit |
Tactic: hypothesis quality assurance — check falsifiability, repair failing hypotheses, complete operationalization and boundary-condition specification |
| theory-mechanism-extraction |
Tactic: Core of the deductive path — start from theory to extract mechanisms, variables, and relationships, generating hypothesis candidates |
1---2name: deductive-hypothesis-generation3description: Strategy: deduce hypotheses from existing theory4---56# Deductive Hypothesis Generation78Deduce hypotheses from existing theory: in domains with mature theory, transform theoretical propositions into specific testable predictions through an explicit reasoning chain.910## When to Use1112- The domain has mature foundational theory (named theories, formal models, or accepted mechanisms)13- The research gap manifests as "a discrepancy between theoretical prediction and real-world observation"14- The goal is to test, extend, or delimit the scope of an existing theory15- Highly defensible hypotheses are needed (reviewers will press for theoretical justification)1617Not applicable: emerging domains rich in data but lacking theory → use inductive-hypothesis-generation instead.1819## Thinking Framework2021**Theory → Mechanism → Variable Relationship → Testable Prediction**2223The core logic of deduction:24251. **Theory**: identify the foundational theory underpinning the research question (named theory, formal model)262. **Mechanism**: extract the causal mechanism from the theory (the intermediate process by which "X affects Y through Z")273. **Variable Relationship**: translate the mechanism into directional relationships among variables (positive/negative/moderating/mediating)284. **Testable Prediction**: concretize the variable relationship into an observable prediction under specific conditions2930Every step must be traceable: each prediction traces back to a mechanism, each mechanism traces back to a theory. This is what distinguishes a deductive hypothesis from a guess.3132**Common pitfalls**:33- Theory citation that stays superficial (naming only, no specific propositions) → you must cite the theory's core propositions34- Skipping the mechanism and jumping straight from theory to prediction → the mechanism is the key node of the deductive chain and cannot be omitted35- Hypothesis scope too broad ("in all contexts") → deduction must state boundary conditions3637## Budget Gate3839| Tier | Theory coverage | Mechanism extraction | Hypothesis output | Falsifiability |40|------|---------|---------|---------|---------|41| S | ≥2 named theories | ≥3 causal mechanisms | ≥2 structured hypotheses | 1 falsification scenario per hypothesis |42| M | ≥3 named theories | ≥5 causal mechanisms | ≥3 structured hypotheses | ≥1 scenario + boundary conditions per hypothesis |43| L | ≥5 named theories | ≥8 causal mechanisms | ≥5 structured hypotheses | full falsifiability audit + competing-theory comparison |4445## Default Reference Flow46471. Call the `theory-identification` SOP: scan the domain literature and list the named theories relevant to the gap and their core propositions482. Call the `mechanism-extraction` SOP (via the `theory-mechanism-extraction` tactic): extract causal mechanism chains from each theory493. Call the `variable-identification` SOP: translate the constructs in the mechanisms into operational variables504. Call the `relationship-specification` SOP: specify directional relationships among variables (including moderating/mediating structures)515. Call the `boundary-condition-specification` SOP: identify the preconditions under which the theory applies (population, context, time range, etc.)526. Call the `falsifiability-check` SOP (via the `falsifiability-audit` tactic): generate a falsification scenario for each hypothesis537. Call the `operationalization` SOP: provide draft measurement methods for the key variables5455## context-checkpoint5657After each round, record:58- The list of identified theories (name, core proposition, source)59- The list of extracted mechanisms (each tagged with its source theory)60- The current set of hypothesis drafts (including variable relationships + boundary conditions)61- Falsifiability status (passed / pending review / unfalsifiable, needs revision)6263<!-- BEGIN available-tables (generated) -->6465## Available Tactics6667Optional, no fixed order; the final leaf is always a sop.6869| Tactic | When to use |70| --- | --- |71| falsifiability-audit | Tactic: hypothesis quality assurance — check falsifiability, repair failing hypotheses, complete operationalization and boundary-condition specification |72| theory-mechanism-extraction | Tactic: Core of the deductive path — start from theory to extract mechanisms, variables, and relationships, generating hypothesis candidates |7374<!-- END available-tables (generated) -->