Use to visualize churn, expansion, and health metrics across cohorts.
Document ingestion, parsing, chunking, embeddings, vector stores,
Retune a skill corpus for a new model, measurement-first: mine the run archive for a baseline, establish a noise floor, audit the corpus…
Analyze revenue cycle performance metrics including denial rates, days in AR, clean claim rates, and collection efficiency to identify…
Revenue forecasting methodology, forecast categories, pipeline analysis, and predictability for B2B revenue teams.
Analyzes pipeline coverage, tracks forecast accuracy with MAPE, and calculates GTM efficiency metrics for SaaS revenue optimization
Use when auditing Review of Finance empirical or theoretical analysis: sample construction, identification, asset-pricing tests…
Use when designing Review of Finance tables and figures under the 60-page total cap, including empirical-finance exhibits, theory figures…
Conduct AI/ML research as a science - first-principles reasoning, mechanism-level hypotheses, falsifiable predictions, discriminative…
Using lib-observability/assert, Lerian's runtime assertion package, in two modes.
Build a self-contained, sortable HTML table (plus a matching single-page PDF) showing how each company in a SET changed its SEC risk…
Use when: (1) optimizing post-processing thresholds for RMSLE-evaluated competitions, (2) considering zeroing out small predictions, (3)…
Infers directional cellular trajectories from scRNA-seq using spliced/unspliced ratios.
Use only when the user explicitly invokes /roborev-lookahead-review
Use when a Journal of Financial Economics (JFE) result needs the exhaustive robustness battery the journal is known for — alternative…
Use when an Experimental Economics (ExpEcon) result may be a power artifact, multiple-comparisons artifact, or sensitive to the inference…
Use when planning or auditing the robustness, sensitivity, and multiple-testing battery for a The Journal of Finance (JF) manuscript.
Use when building the robustness suite and online appendix for a Quarterly Journal of Economics (QJE) manuscript — the extensive checks…
Use when a European Economic Review (EER) result must be shown to survive specification, sample, measurement, and inference changes — the…
Use when an International Economic Review (IER) result may be sensitive to specification, sample, functional form, calibration, or…
Use when a Journal of Environmental Economics and Management (JEEM) manuscript's headline estimate — a damage, WTP, pass-through, or…