August 11, 2026
SigRank Interactive Dashboards
Interactive analytics dashboards for the SigRank two-axis operator taxonomy — 10 build archetypes, 24-stage experience ladder, cross-metric scatterplots, operator scatterplots, platform board, and model board. 1,628 operators, 17 platforms, 3,304 models.
Deric J. McHenry · Founder, MO§ES™ Research
[1] The full analytical surface of the SigRank two-axis operator taxonomy, rendered as interactive Chart.js dashboards. All data is embedded, with no server calls and no API dependencies, so each dashboard is self-contained and can be viewed independently.
Build Archetype Analytics
[2] This dashboard offers a 9-chart breakdown of the 10 build archetypes for the HCM cohort (1,586 operators): distribution pie, yield bars, leverage bars, velocity bars, 4-pillar token composition, total tokens, tokens/day, SNR, and top platform per archetype.
Experience Ladder Analytics
[3] This dashboard shows a 6-chart experience-ladder distribution across 24 stages in 8 tiers and 1,627 operators: tier pie, stage bars, token floor bars, token ceiling bars, stacked column by tier, and tier population bars.
Cross-Metric Analytics
[4] This dashboard runs a 10-chart cross-metric analysis: leverage vs yield scatter, archetype radar, yield bars + velocity line, construction vs leverage scatter, stacked composition + SNR overlay, metric heatmap (z-scores), tokens/day vs yield, family radar (4 workflow families), population vs yield sorted.
Operator Scatterplots
[5] This dashboard has 9 scatterplots covering 1,598 operators across metric pairs: yield vs leverage, yield vs total tokens, velocity vs leverage, SNR vs leverage, input share vs yield, cache read % vs cache write %, tokens/day vs yield, active days vs yield, velocity vs SNR.
Platform Board
[6] This board ranks 17 platforms by token volume in three tables: raw token/cost stats, operator aggregate medians, and derived metrics (yield, SNR, leverage, velocity, compression, tokens/day).
Model Board
[7] This board ranks 3,304 models by adoption and token volume (top 100 shown) in two tables: by total token volume and by operator adoption count.
Data: 1,628 operators from public AI coding agent leaderboards (2026-07-13) · 17 platforms · 3,304 models Source: McHenry, D. J. (2026). SigRank Two-Axis Operator Taxonomy (v3.0) [Dataset]. Zenodo. License: CC-BY 4.0 · ORCID: 0009-0002-9904-5390
- djm · MO§ES™ @burnmydays on X · GitHub
Related: Yield (Υ) Metric · Field Analysis · How to Improve Your Yield