| name | writing-specs |
| description | Invoke this skill when initiating an OCI analysis from a plan or user prompt — i.e. before any notebook is parameterized or executed.
Keywords:
- analysis spec, eval spec, spec.yaml
- treatment, outcome, covariates, confounders
- ATE, ATT, ATO, ato_threshold
- econml.ipynb, analysis_notebook
- ACIC, acic_treatment, acic_response
|
Process
- Confirm the plan or prompt names a tabular data source (table or CSV) with a treatment column and an outcome column. If either is missing, ask the user before drafting.
- specs are YAML files. Write them under
specs/{plan}/. Create the folder if it does not exist.
- Point
analysis_notebook at an .ipynb file in notebooks/.
Validation (before saving)
- (skip for ACIC evals) Treatment and outcome columns exist in the data source
covariates is non-empty and excludes the treatment and outcome columns.- At least one estimand toggle (
estimate_ate / estimate_att / estimate_ato) is true.
ato_threshold is in (0, 0.5).analysis_notebook exists in notebooks/.
Fields — general analyses
- data_path, treatment, outcome
- covariates
- estimate_ate, estimate_att, estimate_ato
- ato_threshold
- seed
- analysis_notebook
Fields — ACIC evals only
- acic_treatment, acic_response # replace data_path / treatment / outcome
- covariates
- seed
- estimate_ate, estimate_att, estimate_ato
- ato_threshold
- analysis_notebook: econml.ipynb
