Numbers that hold on cross-examination.

Every upload is validated and reconciled before any figure is computed — rows split into time segments, duplicates flagged, and coverage tracked period by period — so the exposure figure stands up when it’s challenged, not just on first read.

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Walker v. Sample Industries — Q1 2023 to Q4 2024

illustrative data

Rows uploaded

45,230

Across 3 payroll files

Time segments

47,112

After the midnight split

Duplicates flagged

1,847

All in the Jul–Dec '23 file

Analyzable segments

45,073

Reached the calculation

Analyzable data over time

Analyzable vs excluded time segments per period, with duplicates flagged

Loading coverage funnel over time

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Size the exposure across the matter

Meal, rest, §226, §203, and PAGA — each scoped to its statute window and ranked by exposure. The number you advise on, brief, and take to mediation.

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Build your deposition shortlist

Cluster employees by exposure percentile, filter by tenure, and export the representatives to depose.

Go to Deponent identification

See the pattern behind the claims

Where potential violations concentrate over the class period, across the six-way meal taxonomy — the factual detail a brief needs.

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