causal-design

Featured

Design or audit the identification strategy for an observational study. Use when the task concerns estimands, causal assumptions, threats to identification, or defensible research design rather than model implementation.

AI & Automation 144 stars 27 forks Updated 3 days ago MIT

Install

View on GitHub

Quality Score: 93/100

Stars 20%
72
Recency 20%
100
Frontmatter 20%
70
Documentation 15%
100
Issue Health 10%
50
License 10%
100
Description 5%
100

Skill Content

# Causal Design > Design and audit identification strategies for observational causal inference. ## Output Path Per `rules/review-artefact-routing.md` (auto-loads in research projects (path-scoped to `paper-*/` and `paper/`)): - **Source slug:** `causal-design` - **Write reports to:** `reviews/<scope>/causal-design/<YYYY-MM-DD-HHMM>.md` inside the project, where `<scope>` is the paper slug (e.g. `paper-philtech`) for paper-level audits or `_project` for project-level reviews. Path is relative to the research project root, not the Task-Management repo. - **Never** at project root (`./CRITIC-REPORT.md`-style filenames are forbidden — pre-rule layout). - **Idempotency:** if today's timestamp exists, append a same-day descriptor to the path base (`{date}-HHMM-revision.md`, `{date}-HHMM-r2.md`, `{date}-HHMM-pre-submission.md`) — never overwrite. - **Index update:** if `reviews/INDEX.md` exists, write a one-line entry under "Latest per source" pointing at the new file. Otherwise `review-recap` will rebuild the index next time it runs. - **Infrastructure repos** (Task-Management, atlas-workspace, etc.): this section does not apply — the path-scoped rule won't load there. ## Modes | Mode | What it does | Entry point | |------|-------------|-------------| | **Design** | Interview-driven strategy selection and memo production | "Design my causal strategy" / "What identification can I use?" | | **Audit** | 4-phase causal inference check on existing paper/scripts | "Check my ident...

Details

Author
flonat
Repository
flonat/flonat-research
Created
7 months ago
Last Updated
3 days ago
Language
Python
License
MIT

Similar Skills

Semantically similar based on skill content — not just same category

AI & Automation Listed

causal-design

Triage a causal question to the identification strategy the data can support, then hand off to the owning method skill. Owns the selection-on-observables branch (overlap, doubly robust estimation, double ML, causal forests, policy learning, sensitivity analysis), plain panel fixed effects, and the inference rules shared across designs (clustering, multiplicity, interference routing). TRIGGER on "identification strategy", "which causal method", "research design", "endogeneity", "quasi-experiment", "natural experiment", "selection on observables", "unconfoundedness", "propensity score", "doubly robust", "double machine learning", "causal forest", "policy learning", "sensitivity analysis", "Oster bounds", "overlap", "panel fixed effects", "strict exogeneity", "surrogate index", "mediation", or "how do I estimate the effect of X on Y" with no design chosen yet. Once a design is named, its method skill owns it.

23 Updated 1 weeks ago
ericluo04
AI & Automation Listed

causal-inference-analysis

Causal effects: identification strategy, assumptions, estimators, robustness, claim bounds.

1 Updated today
SylphxAI
AI & Automation Listed

causal-audit

Correlation walked in; make it prove causation. Use when someone claims "X causes Y" from observational data, asks "did the change actually cause the improvement?", "is this confounded?", "what would have happened if we hadn't shipped it?", plans an A/B test, or investigates why an incident/outbreak spread the way it did.

7 Updated 4 days ago
cdeust