From ai4ss-skills
Develops vague political or social topics into defensible research problems with concept memos, rival explanations, and observable implications.
How this skill is triggered — by the user, by Claude, or both
Slash command
/ai4ss-skills:research-starterThe summary Claude sees in its skill listing — used to decide when to auto-load this skill
Develop a promising topic into a consequential, theoretically situated, and empirically tractable
Develop a promising topic into a consequential, theoretically situated, and empirically tractable research problem. Begin with the political phenomenon, the relevant scholarly disagreement, and what remains unexplained. Method follows from the question and the evidence required to answer it.
Develop a Research Concept Memo that states:
A puzzle is useful but not mandatory. A strong problem may instead arise from a theoretical tension, unresolved debate, measurement failure, overlooked case, new evidence, or empirical opportunity.
Read the user's notes, seed papers, data descriptions, policy documents, institutional context, and existing analyses. Distinguish observed facts from impressions, inherited claims, and unknowns. Any claim to novelty should follow a check of the nearest literature.
Move from a topic label to a question with stakes. Ask:
Draft several formulations when useful, assess their intellectual and empirical consequences, and select the strongest for the memo.
Define the central concepts at the level needed to reason about them. Identify the actors, institutions, incentives, information, resources, sequences, or interactions that could generate the phenomenon. Develop at least one serious rival explanation rather than a token alternative.
Derive observable implications that would differ across explanations. Avoid relabeling the outcome as a mechanism.
Use nearby scholarship and the available evidence to judge whether the proposed study could make a defensible improvement. A contribution may revise an explanation, reveal a scope condition, resolve conflicting findings, improve measurement, open a new comparison, or establish an important descriptive fact. Novel data or a modern estimator alone is not a contribution.
Assess feasibility softly: relevant cases, variation, time structure, measurement possibilities, comparison opportunities, access constraints, and the likelihood that evidence can distinguish the main explanations.
Use the findings above to narrow, reframe, or abandon weak formulations. The final memo should represent the best current judgment, explain why it is stronger than the alternatives, and name what evidence could overturn it.
Sources on research practice:
A defensible memo:
npx claudepluginhub siyaozheng/ai4ss-skills --plugin ai4ss-skillsBuilds executable study designs for quantitative political science. Guides translation of research problems into descriptive, associational, predictive, or causal designs with population, measures, and identification strategy.
Crystallizes an intuition or argument into a rigorous, testable hypothesis with assumptions mapped, evidence requirements specified, and causal model made explicit. Produces a Research Brief to anchor the research lifecycle.
Develops, refines, and stress-tests anthropological research questions for dissertations, proposals, grants, and articles across subfields.