spec_curve
Enumerates all defensible model specifications, runs each regression, and returns the distribution of coefficients to reveal robustness across analytic choices.
Instructions
Specification-curve analysis (Simonsohn et al. 2020): enumerates every combination of model choices the user declares defensible, runs them all, and returns the sign/magnitude distribution. Use when an agent needs to report robustness across a researcher-degree-of-freedom multiverse.
Input Schema
| Name | Required | Description | Default |
|---|---|---|---|
| x | Yes | Focal regressor (treatment) column. | |
| y | Yes | Outcome column. | |
| alpha | No | ||
| detail | No | Payload depth: 'minimal' (~150 tokens) for sub-step calls where only the point estimate is needed; 'standard' (~1K tokens) for diagnostics + coefficient table; 'agent' (~2K tokens, default) adds violations / next_steps / suggested_functions so the LLM can plan its next call without another round-trip. | agent |
| controls | No | The multiverse of control sets: a list of control-column lists, one per specification. | |
| se_types | No | Standard-error flavours to sweep (e.g. 'classical', 'hc1', 'cluster'). | |
| as_handle | No | If true, cache the fitted result on the server and return result_id + result_uri alongside the JSON payload so a subsequent tools/call can chain without re-running. | |
| data_path | Yes | Absolute path or URL to a data file. Supported: .csv / .tsv / .txt (delimited), .parquet / .pq, .feather / .arrow, .xlsx / .xls, .dta (Stata), .json / .jsonl. Schemes: file://, s3://, gs://, https://. | |
| result_id | No | Optional handle to a previously-fitted result (returned by an earlier call when as_handle=true). Tools that operate on a fitted object accept this in place of re-supplying data_path + columns. | |
| cluster_var | No | Cluster column for clustered SEs. | |
| data_columns | No | Optional column projection. Parquet/Feather/Stata loaders honour this for fast partial reads. | |
| data_sample_n | No | Optional uniform random subsample size (seed=0, deterministic) — useful on huge panels. |
Output Schema
| Name | Required | Description | Default |
|---|---|---|---|
No arguments | |||