asr-tables-figures — independently scanned and version-tracked by SaferSkills.
SaferSkills independently audited asr-tables-figures (Agent Skill) and scored it 100/100 (green). The audit ran 55 deterministic rules across Security, Supply Chain, Maintenance, Transparency, and Community; it found 0 high-severity and 0 lower-severity findings. The full rule-by-rule trace and per-finding evidence are below. Free, methodology-open.
Findings & checks · 0 flagged
Every scanned point with the score it earned and what moved between them.
First recorded scan — no prior version to compare against.
The primary manifest — the file an agent reads to learn what this artifact does.
Exhibits are where a masked reviewer checks whether the result is real. ASR excludes tables and figures from the 15,000-word limit (text, references, and footnotes count) — so you are not penalized for a clear exhibit, but it must earn its place and stand on its own.
alone. State the sample, N, units, weighting, and what the estimate is.
marginal-effects plots often beat dense coefficient walls.
Lexis/age-period-cohort surfaces for demography; network graphs; sequence-analysis chronograms; evidence tables linking claims to sources for comparative-historical/ethnographic work.
for qualitative exhibits, excerpts must be faithful to the coded data.
The ASA flagship admits exhibits from every tradition but holds them to one standard: a reviewer who may not share your method must be able to read the evidence unaided. Match the exhibit to the tradition, then verify it carries magnitude and uncertainty.
| Tradition | Workhorse exhibit | The note must state |
|---|---|---|
| Quant / stratification | coefficient/marginal-effects plot, mobility table | N, weights, estimator, what the estimate is |
| Demography | survival curve, Lexis surface, decomposition | population, period, age structure |
| Comparative-historical | evidence table (claim → sources), timeline | case set, source provenance |
| Ethnographic | coded-excerpt table with contrary instances | coding scheme, anonymization |
| Network / computational | graph, sequence chronogram, validation table | boundary spec, validation against labels |
A main results table for an administrative-data study of gender wage gaps is redesigned for ASR.
Before: 6 columns of coefficients, stars only, no note → reviewer can't tell magnitude or sample
After: marginal-effects plot — adjusted gap 14.2% (95% CI 11.8–16.6), N=412,000, survey-weighted,
occupation + firm FE; grayscale-legible, colorblind-safe palette
Self-contained note (illustrative): "Predicted gap from a weighted model; bars are 95% CIs;
estimates reproduce from master.R, seed=11."The redesign makes the exhibit stand alone, leads with the substantive magnitude an inequality scholar cares about, and ties the numbers to the shared script.
what the estimate is) so it is intelligible alone.
marginal-effects plot a generalist can scan.
drop chartjunk and 3D.
scheme so the evidence reads as systematic.
footnotes but not tables/figures, so a clear, self-contained exhibit costs nothing against length.
uncertainty, not merely that a coefficient cleared a threshold.
qualitative excerpts must be faithful to the coded data — both are checkable claims to a reviewer.
Generate exhibits from the fitted result, not by retyping numbers (the usual source of body-vs-supplement drift). Full map: execution-with-mcp. ASR is general sociology where observational designs dominate; foreground identification (DiD/IV/RDD), decomposition, and clustered inference.
etable (multi-model columns) or did_summary_to_latex straight from theresult_id.
plot_from_result / enhanced_event_study_plot / event_study_table —axis units and the SE/clustering note baked in.
interpretable units.
See a full fitted-result → exhibit chain in the JF execution walkthrough.
【Main exhibit】what it shows + why a table/figure
【Self-contained?】title + labels + note + N/units/weights present? [Y/N]
【Magnitude + uncertainty shown?】[Y/N]
【Accessible?】grayscale-legible + colorblind-safe? [Y/N]
【Reproducible / faithful?】matches script or coded data? [Y/N]
【Next】asr-writing-style../../resources/external_tools.md — plotting, demography, and network visualization tools../../resources/official-source-map.md — word-count rule (tables/figures excluded) and ASA Style Guide~30 seconds. Free. No account. Every finding cites a rule and a line of evidence.