Causal
ai-analyst-lab/ai-analyst
Causal inference toolkit for when experiments are not possible: estimate treatment effects from observational data with assumption checks and mandatory caveats.
A skill your agent uses when defending the research design of a British Journal of Political Science (BJPS) manuscript — causal identification for quantitative work, case selection and process…
Install Bjps Research Design
$ npx skills add brycewang-stanford/Awesome-Journal-Skills --skill bjps-research-design -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills bjps-research-design --agent claude-codeProject scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).
$ git clone --depth 1 https://github.com/brycewang-stanford/Awesome-Journal-Skills.git skills-src && mkdir -p .claude/skills && cp -r skills-src/British-Journal-of-Political-Science-Skills/skills/bjps-research-design .claude/skills/bjps-research-design && rm -rf skills-srcUse ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.
Claude Code skills documentation · loads skills from .claude/skills/
Install the "bjps-research-design" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/British-Journal-of-Political-Science-Skills/skills/bjps-research-design into .claude/skills/bjps-research-design/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "bjps-research-design", then confirm the skill loads.Claude Code copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$skill-installer install https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/British-Journal-of-Political-Science-Skills/skills/bjps-research-designType this inside Codex. $skill-installer <name> installs a curated skill from openai/skills. The installer writes to $CODEX_HOME/skills (default ~/.codex/skills). Restart Codex if the skill does not show up.
$ npx skills add brycewang-stanford/Awesome-Journal-Skills --skill bjps-research-design -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills bjps-research-design --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/brycewang-stanford/Awesome-Journal-Skills.git skills-src && mkdir -p .agents/skills && cp -r skills-src/British-Journal-of-Political-Science-Skills/skills/bjps-research-design .agents/skills/bjps-research-design && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "bjps-research-design" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/British-Journal-of-Political-Science-Skills/skills/bjps-research-design into .agents/skills/bjps-research-design/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "bjps-research-design", then confirm the skill loads.Codex copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add brycewang-stanford/Awesome-Journal-Skills --skill bjps-research-design -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills bjps-research-design --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/brycewang-stanford/Awesome-Journal-Skills.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/British-Journal-of-Political-Science-Skills/skills/bjps-research-design .cursor/skills/bjps-research-design && rm -rf skills-srcUse ~/.cursor/skills/ instead of .cursor/skills for a personal install.
Cursor skills documentation · loads skills from .cursor/skills/, .agents/skills/, .claude/skills/, .codex/skills/
Install the "bjps-research-design" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/British-Journal-of-Political-Science-Skills/skills/bjps-research-design into .cursor/skills/bjps-research-design/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "bjps-research-design", then confirm the skill loads.Cursor copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gemini skills install https://github.com/brycewang-stanford/Awesome-Journal-Skills.git --path British-Journal-of-Political-Science-Skills/skills/bjps-research-design--scope user (default) or --scope workspace; --path is the subfolder of the repo that holds the skill; --consent skips the security confirmation prompt.
$ npx skills add brycewang-stanford/Awesome-Journal-Skills --skill bjps-research-design -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills bjps-research-design --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/brycewang-stanford/Awesome-Journal-Skills.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/British-Journal-of-Political-Science-Skills/skills/bjps-research-design .gemini/skills/bjps-research-design && rm -rf skills-srcUse ~/.gemini/skills/ instead of .gemini/skills for a personal install, then run /skills reload.
Gemini CLI skills documentation · loads skills from .gemini/skills/, .agents/skills/
Install the "bjps-research-design" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/British-Journal-of-Political-Science-Skills/skills/bjps-research-design into .gemini/skills/bjps-research-design/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "bjps-research-design", then confirm the skill loads.Gemini CLI copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills bjps-research-designInstalls for Copilot at project scope by default; add --scope user for a personal install. Preview a skill first with gh skill preview. Needs GitHub CLI 2.90.0 or later (public preview).
$ npx skills add brycewang-stanford/Awesome-Journal-Skills --skill bjps-research-design -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/brycewang-stanford/Awesome-Journal-Skills.git skills-src && mkdir -p .github/skills && cp -r skills-src/British-Journal-of-Political-Science-Skills/skills/bjps-research-design .github/skills/bjps-research-design && rm -rf skills-srcUse ~/.copilot/skills/ instead of .github/skills for a personal install. Commit .github/skills so cloud agent and code review can use it.
GitHub Copilot skills documentation · loads skills from .github/skills/, .claude/skills/, .agents/skills/
Install the "bjps-research-design" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/British-Journal-of-Political-Science-Skills/skills/bjps-research-design into .github/skills/bjps-research-design/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "bjps-research-design", then confirm the skill loads.GitHub Copilot copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add brycewang-stanford/Awesome-Journal-Skills --skill bjps-research-design -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills bjps-research-design --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/brycewang-stanford/Awesome-Journal-Skills.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/British-Journal-of-Political-Science-Skills/skills/bjps-research-design .opencode/skills/bjps-research-design && rm -rf skills-srcUse ~/.config/opencode/skills/ instead of .opencode/skills for a personal install.
OpenCode skills documentation · loads skills from .opencode/skills/, .claude/skills/, .agents/skills/
Install the "bjps-research-design" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/British-Journal-of-Political-Science-Skills/skills/bjps-research-design into .opencode/skills/bjps-research-design/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "bjps-research-design", then confirm the skill loads.OpenCode copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
Facts
- Skill name
bjps-research-design- GitHub stars
- 1.2k
- Token cost
- ~1.7k tokens
- SKILL.md length
- 703 words
- Files
- 1
- Skills in repo
- 2,387
- Repo updated
- First seen
- Licence
- MIT
At a glance
A skill your agent uses when defending the research design of a British Journal of Political Science (BJPS) manuscript — causal identification for quantitative work, case selection and process…
- Defending the research design of a British Journal of Political Science (BJPS) manuscript — causal identification for quantitative work
- SKILL.md covers When to trigger, Quantitative / causal inference, Qualitative / case-based and Experiments (lab / survey /…, plus 8 more sections
- Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
- Case selection and process tracing for qualitative work
What it does
Bjps Research Design is an agent skill from brycewang-stanford/Awesome-Journal-Skills. Use when defending the research design of a British Journal of Political Science (BJPS) manuscript — causal identification for quantitative work, case selection and process tracing for qualitative work, experimental and survey-experimental design, or formal-empirical linkage. BJPS judges each tradition on its own terms. Strengthens the design; it does not write code.
Its SKILL.md is about 1.7k tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.
It sits in Research & Science, covering Experimental design and Econometrics and empirical research. The repository describes itself as: Journal-specific Claude Code/Codex skill packs covering mainstream journals — AER, QJE, Nature, Cell, 管理世界, 经济研究 & 200+ more — your fast track to getting published. ｜ 覆盖主流期刊的… The licence is MIT.
When your agent uses it
- Defending the research design of a British Journal of Political Science (BJPS) manuscript — causal identification for quantitative work
- Case selection and process tracing for qualitative work
- Experimental and survey-experimental design
- Formal-empirical linkage
Example prompts
- “/bjps-research-design”
What it can do on your machine
Read from SKILL.md and the folder at commit 932eb23. It shows what the files ask for, not the result of running them.
Tool permissions
Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.
From allowed-tools in the SKILL.md frontmatter.
Runs code
No scripts in the folder and no shell commands in SKILL.md.
From the folder's file list and the shell code blocks in SKILL.md.
Network
No URLs in SKILL.md.
From URLs in SKILL.md, links to its own repository left out.
Credentials
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Context cost
Bjps Research Design loads about 1.7k tokens when it runs. Until then it costs about 98 tokens; SKILL.md has 703 words of instructions outside code blocks.
Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.
Safety
Auto-check passed
The automated check found no risky patterns in SKILL.md.
Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.
SKILL.md
The full file from brycewang-stanford/Awesome-Journal-Skills at commit 932eb23, republished under its MIT licence (© brycewang-stanford). 703 words, ~1,732 tokens.
Download SKILL.mdSave it as
.claude/skills/bjps-research-design/SKILL.md (or your agent's skills folder).- name
- bjps-research-design
- description
- Use when defending the research design of a British Journal of Political Science (BJPS) manuscript — causal identification for quantitative work, case selection and process tracing for qualitative work, experimental and survey-experimental design, or formal-empirical linkage. BJPS judges each tradition on its own terms. Strengthens the design; it does not write code.
Research Design (bjps-research-design)
BJPS accepts many methodologies but is demanding about each. The design must credibly connect the
argument (bjps-theory-building) to evidence, and — because BJPS is international and cross-subfield —
make the case generalize beyond a single setting. This skill is mode-aware: pick the section that
matches your work and defend it against the strongest alternative explanation.
When to trigger
- Specifying identification, case selection, or experimental design
- A reviewer questioned causal claims, case choice, external validity, or a confound
- Preparing a pre-analysis plan for an experiment or observational study
- Justifying why your design adjudicates the rival account from
bjps-literature-positioning
Quantitative / causal inference
- Identification first. State the estimand and the assumptions that license a causal reading (ignorability, parallel trends, exclusion, continuity). Defend them, don't assert them.
- Designs: experiments (incl. survey/conjoint), DID/event study (use modern staggered-adoption estimators, not naive TWFE), IV (first-stage strength, exclusion, weak-IV-robust inference), RDD (density/manipulation tests, bandwidth robustness), matching/weighting with balance + sensitivity.
- Inference: cluster at the level of treatment assignment; randomization inference for experiments; multiple-comparison adjustment when testing many implications.
- Sensitivity: how strong must an unobserved confounder be to overturn the result?
Qualitative / case-based
- Case selection justified by design logic (typical, deviant, most/least-likely, paired comparison) — not convenience. Say what the case is a case of, and what it generalizes to.
- Process tracing with explicit tests (hoop, smoking-gun, straw-in-the-wind); state what evidence would have disconfirmed the argument.
- Source transparency: archives, interviews, fieldnotes — plan how they will be documented and
cited (see
bjps-transparency-and-data).
Experiments (lab / survey / field)
- Preregister the design and primary analyses; report power/MDE; pre-specify subgroups.
- Address attention/manipulation checks, attrition, and ethics/consent.
- For survey experiments: sampling frame, treatment realism, and the generalization claim — BJPS reviewers ask whether a single-country experiment speaks to a general mechanism.
Formal-empirical linkage
- Make the empirical test follow from the model's comparative statics, not a loose analogy.
- Distinguish predictions that are unique to your model from those shared with rivals.
The adjudication test (BJPS-specific)
For the single strongest rival explanation, write one sentence: "If the rival were true rather than my argument, the data would look like ___; instead they look like ___." Then add the generalization sentence: "This design speaks beyond my case because ___." If you cannot write both, the design does not yet identify a contribution of general interest.
Show full SKILL.md (331 more words)Show less
Execution bridge (StatsPAI / Stata MCP)
Estimate and audit the design, don't only describe it. Full map:
execution-with-mcp. BJPS is comparative/IR-heavy — cross-country panels with confounded institutions; emphasize fixed effects, clustering, and weak-IV-robust inference.
detect_design→recommend→ fit withas_handle=true→audit_result.- Observational causal claims: staggered DiD (
callaway_santanna/sun_abraham+bacon_decomposition+honest_did_from_result); IV (effective_f_test+anderson_rubin_ci); RDD (rdrobust+mccrary_test). - Experiments: randomization-based inference,
romano_wolffor many-outcome family-wise control, andmediatefor mediation (not naive controlling-away). - Sensitivity:
oster_delta/sensemakrfor observational claims.
Report the effect size in interpretable units; route the full battery to the appendix/supplement. A run end-to-end (synthetic data, real returns) is in the JF execution walkthrough.
Anti-patterns
- Naive TWFE on staggered treatment; clustering at the wrong level
- "Causal" language on a design that only supports association
- Convenience case selection dressed up as theory-driven
- A single-country experiment over-generalized to "people" with no caveat about context
- A design that cannot distinguish your argument from the leading alternative
Output format
【Mode】quant-causal / qualitative / experiment / formal-empirical
【Estimand or claim】what is being identified/shown
【Key assumption(s)】and how each is defended
【Rival ruled out】the adjudication sentence
【Generalizes because】the cross-case generalization sentence
【Robustness/sensitivity】planned checks
【Next】bjps-data-analysisWhat BJPS reviewers ask of each design mode
| Mode | The decisive design question | The move that satisfies it |
|---|---|---|
| Quant-causal | Does the design license the causal word, and does it travel? | Estimand + assumption + sensitivity, plus the generalization sentence |
| Qualitative | Is case selection design-driven, and a case of what? | Justify selection logic; state the population the case speaks to |
| Experiment | Is a single-country result framed as a general mechanism? | Pre-register; report MDE; caveat context; argue the mechanism travels |
| Formal-empirical | Do the tests follow the comparative statics? | Map each prediction to a parameter the model moves |
Calibration anchors (hedged)
- BJPS judges each tradition on its own terms — do not force a regression template onto qualitative, formal, or interpretive work, and do not excuse a weak design by appeal to pluralism.
- The international remit adds a second bar beyond identification: a clean design that cannot speak past its single setting is a positioning weakness as well as a generalization one.
Supplementary resources
../../resources/external_tools.md— design/identification packages (R/Stata/Python) and CAQDAS for qualitative work../../resources/code/— modern DiD/IV/RDD/DML command chain to adapt../../resources/official-source-map.md— preregistration and transparency notes
© brycewang-stanford, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
Files
Just SKILL.md in British-Journal-of-Political-Science-Skills/skills/bjps-research-design of brycewang-stanford/Awesome-Journal-Skills.
Open the folder on GitHubat commit 932eb23
Compare with similar skills
Bjps Research Design next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.
| Skill | Stars | Used in | Tokens | Auto-check | Licence | Repo updated |
|---|---|---|---|---|---|---|
| Bjps Research Design this skillbrycewang-stanford/Awesome-Journal-Skills | 1.2k | — | ~1.7k | Automated safety check: Pass | MIT | |
| Causalai-analyst-lab/ai-analyst | 304 | — | ~1.8k | Automated safety check: Pass | MIT | |
| Fin Experiment Designcsmar432/finai-research | 109 | — | ~4.2k | Automated safety check: Pass | MIT | |
| Judea PearlK-Dense-AI/mimeo | 282 | — | ~1.7k | Automated safety check: Pass | MIT | |
| Academic Paper Verifybrycewang-stanford/Auto-Empirical-Research-Skills | 4.6k | — | ~2.9k | Automated safety check: Pass | Custom licence | |
| Designing Experimentsforyourhealth111-pixel/Vibe-Skills | 3.6k | — | ~600 | Automated safety check: Pass | Apache-2.0 |
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Categories
Questions about Bjps Research Design
What does Bjps Research Design do?
A skill your agent uses when defending the research design of a British Journal of Political Science (BJPS) manuscript — causal identification for quantitative work, case selection and process…. Bjps Research Design is an agent skill from brycewang-stanford/Awesome-Journal-Skills. Use when defending the research design of a British Journal of Political Science (BJPS) manuscript — causal identification for quantitative work, case selection and process tracing for qualitative work, experimental and survey-experimental design, or formal-empirical linkage.
When should I use Bjps Research Design?
Bjps Research Design fits situations like: defending the research design of a British Journal of Political Science (BJPS) manuscript — causal identification for quantitative work; case selection and process tracing for qualitative work; experimental and survey-experimental design; formal-empirical linkage.
How do I install Bjps Research Design in Claude Code?
Run `npx skills add brycewang-stanford/Awesome-Journal-Skills --skill bjps-research-design -a claude-code`. Or copy the skill folder (British-Journal-of-Political-Science-Skills/skills/bjps-research-design in brycewang-stanford/Awesome-Journal-Skills) into .claude/skills/bjps-research-design in your project. Claude Code loads it when a task matches its description.
How do I install Bjps Research Design in Codex?
Run `npx skills add brycewang-stanford/Awesome-Journal-Skills --skill bjps-research-design -a codex`. Or copy the skill folder (British-Journal-of-Political-Science-Skills/skills/bjps-research-design in brycewang-stanford/Awesome-Journal-Skills) into .agents/skills/bjps-research-design in your project. Codex loads it when a task matches its description.
Can I use Bjps Research Design in Cursor, Gemini CLI or GitHub Copilot?
Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add brycewang-stanford/Awesome-Journal-Skills --skill bjps-research-design -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/bjps-research-design, .gemini/skills/bjps-research-design, .github/skills/bjps-research-design and .opencode/skills/bjps-research-design in your project.
What does Bjps Research Design need to run?
SKILL.md names no scripts, command-line tools or credentials: Bjps Research Design is instructions for the agent only.
Does Bjps Research Design access the network?
SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. This is read from the text; nothing was executed.
Is Bjps Research Design safe to install?
Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. Review the folder before installing.
What licence does Bjps Research Design use?
Bjps Research Design is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
How many tokens does Bjps Research Design use?
About 1.7k tokens (SKILL.md is roughly 6.9k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.
What are the alternatives to Bjps Research Design?
Skills that share tags, products or a category with Bjps Research Design: Causal (ai-analyst-lab/ai-analyst, 304 stars), Fin Experiment Design (csmar432/finai-research, 109 stars), Judea Pearl (K-Dense-AI/mimeo, 282 stars) and Academic Paper Verify (brycewang-stanford/Auto-Empirical-Research-Skills, 4.6k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Bjps Research Design?
brycewang-stanford (a GitHub user) maintains it in brycewang-stanford/Awesome-Journal-Skills, which has 1,231 GitHub stars. The repository holds 2,387 skills in this directory. The repository was last updated on September 27, 2026.
Source: brycewang-stanford/Awesome-Journal-Skills on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.