finman-tables-figures — independently scanned and version-tracked by SaferSkills.
SaferSkills independently audited finman-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.
FM's brand is "articles that people actually read," and that taste extends to the tables. The main causal or economic estimate should be findable in seconds, and — because FM weighs practical relevance — every headline exhibit should make the economic magnitude legible, not just the t-statistic. Finance house style permits significance stars but requires standard errors in parentheses; report the dependent-variable mean so a reader can scale the coefficient into a managerial quantity. The journal's "less weight on trivial robustness" stance also shapes the exhibit set: do not pad the main paper with specification-sweep tables — promote the one headline table and the one identification figure, and demote the rest.
| Exhibit | What it must show | Common failure |
|---|---|---|
| Summary stats / Table 1 | sample, key variable means, SDs, N | no attrition or sample line |
| Main results table | headline coefficient, SE in parentheses, N, dep-var mean, controls flagged | 12 columns; magnitude not interpretable |
| Event-study figure | leads + lags, CIs, reference period, flat pre-trends | no CIs; ambiguous reference period |
| First-stage / IV table | first-stage F, exclusion logic in notes | weak first stage hidden in an appendix |
| Portfolio sort / factor table (AP) | spreads, factor-adjusted alphas, t-stats, costs | gross-only returns; no factor adjustment |
| Economic-magnitude exhibit | effect scaled to SD, dollars, or a managerial unit | only statistical significance reported |
Generate exhibits from the fitted result, not by retyping numbers. Full map: execution-with-mcp. Financial Management is empirical corporate finance + asset pricing; corporate-causal chain (DiD/IV/RDD) plus the factor-zoo haircut for cross-sectional pricing.
etable (multi-model) or did_summary_to_latex straight from the result_id.plot_from_result / enhanced_event_study_plot / event_study_table —axis units and the SE/clustering note baked in.
See a full fitted-result → exhibit chain in the JF execution walkthrough.
Because FM weights practical relevance, the single highest-return exhibit edit is making the economic size legible. Three reliable ways:
A table that reports only t-statistics asks the referee to do this work; FM referees often will not, and "is this big enough to matter?" becomes the rejection.
A draft's Table 4 sweeps every control combination across 12 columns, the headline is in column 9 with only t-stats, and nothing tells a reader the size of the effect. The FM fix: promote the preferred specification to a two-panel Table 3 (Panel A baseline, Panel B full controls), each with the coefficient 3.1 (s.e. 0.9 in parentheses), N, and the dependent-variable mean 0.44; add a one-line note that a one-SD rise in the regressor implies a ~7% increase relative to the mean (illustrative); move the sweep to the internet appendix; and add Figure 1, the event-study with CIs and a marked reference period. The result is now findable, identified, and economically legible.
A few presentation details are set by the publisher rather than the field, and they save a copyediting round if handled early:
【Headline exhibit】one table carrying the main estimate? [Y/N]
【Inference shown】SEs in parentheses + clustering in notes? [Y/N]; stars defined if used
【Economic magnitude】effect scaled to a managerial/market unit? [Y/N]
【Identification figure】event-study / first-stage / sorts present with CIs? [Y/N]
【Self-contained notes】sample/units/clustering/controls/period in every note? [Y/N]
【Lean set】sweeps demoted to internet appendix? [Y/N]
【Next skill】finman-internet-appendix~30 seconds. Free. No account. Every finding cites a rule and a line of evidence.