Design or review how a sewage spill study estimates effects on house prices. Produce a strategy memo covering the target effect, assumptions, estimating equation, implementation outline, robustness checks, falsification tests, and anticipated referee objections.
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Design or review identification strategy for the sewage-house-prices project. Produces strategy memos with estimand, assumptions, pseudo-code, robustness plan, falsification tests, and referee objection anticipation. This skill should be used when asked to "design the strategy", "identify the effect", "write a strategy memo", or "think through identification".
实测评分 未实测
查看安装方法安装前可以查看交给 AI 代理的指令内容。
Design or review an identification strategy for the sewage-house-prices project.
Input: $ARGUMENTS — a research question, approach name (e.g. "hedonic", "dry spills"), or "review existing" to audit all current strategies.
log(price) ~ spill_metrics + controls | lsoa + year_quarter. Assumption: spill exposure is conditionally exogenous given LSOA FE.Δlog(price) ~ Δspill_metrics | house_id. Eliminates time-invariant unobservables.docs/overleaf/ for how strategies are currently describedscripts/R/09_analysis/scripts/R/utils/spill_aggregation_utils.R for treatment constructiondocs/overleaf/refs.bib for methodological referencesFor a new or revised strategy, produce:
If reviewing an existing strategy:
# Identification Strategy: [Approach]
**Date:** YYYY-MM-DD
**Design:** [Hedonic / Repeat Sales / Long Diff / DiD / IV / etc.]
**Estimand:** [ATT / ATE / LATE]
## Strategy Summary
[2-3 sentence description]
## Estimating Equation
$$\log(p_{it}) = \alpha + \beta \cdot \text{SpillMetric}_{it} + \gamma X_{it} + \mu_i + \delta_t + \varepsilon_{it}$$
## Key Assumptions
1. [Assumption 1] — [defense]
2. [Assumption 2] — [defense]
## Assessment: [SOUND / CONCERNS / CRITICAL ISSUES]
## Robustness Plan (ordered)
1. [Most important check]
2. [Second check]
...
## Falsification Tests
1. [Test 1] — [expected null and why]
## Anticipated Referee Objections
1. [Objection] — [Response]
## Next Steps
- [ ] Implement main specification
- [ ] Run falsification tests
- [ ] Generate pre-trend evidence
Save to output/log/strategy_memo_[approach].md.
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Turn a broad research idea into clear, testable questions. Compare familiar and less conventional approaches, structure the selected question around its population and methods, and assess variables, feasibility, and potential theoretical contributions.
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Helps build a research framework by comparing theories, mapping relationships between variables, and deriving testable hypotheses. Explores less conventional options, examines weaknesses and competing explanations, and produces diagrams with anticipated reviewer objections.
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Clarify the philosophical assumptions behind a research project and check whether they fit the proposed methods. Get a reasoned research stance, draft proposal wording, and guidance for explaining how the researcher's background and values shape the study.
中文简介正在准备中。当前显示英语简介。
Plan and draft academic papers through specialized agent roles covering literature, arguments, citations, and review. Get chapter guidance, revision roadmaps, Traditional Chinese and English abstracts, and documents formatted as LaTeX, DOCX, PDF, or Markdown.
中文简介正在准备中。当前显示英语简介。
Turn a detailed outline into a philosophy or interdisciplinary manuscript. Draft chapters with repeated quality reviews, check terminology and arguments across sections, and prepare the manuscript, evaluation reports, abstract, and metadata for submission.
中文简介正在准备中。当前显示英语简介。
Simulate academic peer review through five reviewer roles tailored to the paper's field. Receive separate critiques, an editorial decision, and a prioritized revision roadmap, or check whether a revised manuscript addresses earlier comments.
中文简介正在准备中。当前显示英语简介。