Analyze legal-matter profitability without mixing billed and collected revenue
Separate worked value, billed value, collected cash, direct cost, and timing so matter economics are compared on one approved basis. Start with the what one row represents and definitions, calculate only from eligible records, and check the result against the source before using it.
From the field · Law-firm operations manager
Separate worked value, billed value, collected cash, direct cost, and timing so matter economics are compared on one approved basis.
Time systems, billing, trust, expense, and payment data have different cutoffs. Write-downs, contingency matters, retainers, partner adjustments, and unbilled work make cash or invoice totals incomplete.
Columns used in the example
matter_key · practice · timekeeper · work_date · hours · standard_value · billed_value · collected_value · direct_cost · confidentiality_level
Follow it with your own file
- Use controlled matter identifiers and exclude narrative text not needed for the financial purpose.
- Reconcile worked, billed, and collected stages with consistent period cutoffs.
- Calculate utilization, realization, collection, direct margin, and work-in-progress with explicit definitions.
- Review matter type, staffing mix, stage, write-off reason, and collection timing before conclusions.
Check: Time, invoices, and cash must reconcile to their control systems separately, and no metric may substitute collected cash for billed or worked value without labeling it.
A useful mental model
- Separate worked value, billed value, collected cash, direct cost, and timing so matter economics are compared on one approved basis.
- Time, invoices, and cash must reconcile to their control systems separately, and no metric may substitute collected cash for billed or worked value without labeling it.
- Contingency, fixed-fee, pro bono, and strategic matters require different economic interpretation from hourly work.
Why the obvious method fails
Time systems, billing, trust, expense, and payment data have different cutoffs. Write-downs, contingency matters, retainers, partner adjustments, and unbilled work make cash or invoice totals incomplete.
Patterns that need context
- The source files do not share one documented what one row represents or cutoff.
- The decision owner cannot trace the headline result to eligible source records.
- Contingency, fixed-fee, pro bono, and strategic matters require different economic interpretation from hourly work.
A method you can follow
- Define the decision: Use controlled matter identifiers and exclude narrative text not needed for the financial purpose.
- Prepare the evidence: Reconcile worked, billed, and collected stages with consistent period cutoffs.
- Calculate the result: Calculate utilization, realization, collection, direct margin, and work-in-progress with explicit definitions.
- Review the exceptions: Review matter type, staffing mix, stage, write-off reason, and collection timing before conclusions.
Match the method to the consequence
| Approach | What it answers | What remains at risk |
|---|---|---|
| Quick spreadsheet total | A narrow descriptive question | Definitions, duplicate rows, timing, and exceptions may be hidden |
| Reviewed analysis | The stated decision with reconciled evidence | Human judgment is still required for policy and action |
| Ongoing monitored workflow | The same decision across new periods | unexpected column changes and changed business rules still need review |
Define the result before building it
Separate worked value, billed value, collected cash, direct cost, and timing so matter economics are compared on one approved basis.
The record that should stop automation
Contingency, fixed-fee, pro bono, and strategic matters require different economic interpretation from hourly work.
Doing these steps in Prepyr
Prepyr accepts CSV files only. Export the worksheet or table you need as a UTF-8 CSV first; workbook formulas, formatting, macros, charts, and other sheets will not be included. Describe the result you need: Analyze legal matter profitability realization and collections. Check the columns selected, preview any proposed changes, and compare the output with the source before applying or exporting it.
Prepyr steps used here: PII Protection · Natural Language Analysis · PDF Export
What to verify before acting
- what one row represents and eligible population documented
- Dates, units, currencies, and identifiers validated
- Time, invoices, and cash must reconcile to their control systems separately, and no metric may substitute collected cash for billed or worked value without labeling it.
- Exceptions retained for human review
- Published result links back to its evidence
A decision-ready result for “Analyze legal matter profitability realization and collections,” with its assumptions, exceptions, and source totals still visible.
Questions readers usually ask next
Can this law-firm operations manager analysis be done in Excel?
Yes for a small, stable file. Keep the source unchanged, document formulas and exclusions, and check outputs against the source.
What should not be automated?
Do not automate the final policy or business judgment. Contingency, fixed-fee, pro bono, and strategic matters require different economic interpretation from hourly work.