Total Quantified Revenue Leakage
$M
Utilization Loss
Realization Gap
AR Carrying Cost
Extension Rework Cost
Burnout Risk Index
Recoverable Revenue
Realization Waterfall
Burnout Risk by Role
Managers%
Seniors%
Partners%
Staff%
What-If: One-Firm Scheduling Model
Revenue recovered $
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Calculation Methodology

1. Utilization Loss

Measures the revenue gap between your current utilization rate and the industry target. Each percentage point of under-utilization across your headcount represents billable hours that went unscheduled.

Gross Billable at Target = Total Staff × 2,080 hrs × Target Util% × Avg Rate
Actual Billable = Total Staff × 2,080 hrs × Current Util% × Avg Rate
Utilization Loss = Gross Billable at Target − Actual Billable
BenchmarkValueSource
Annual billable hours2,080Standard (52 wks × 40 hrs)
Target utilization82%AICPA PCPS MAP Survey

2. Realization Gap

Captures revenue lost when billed work is written down before invoicing. The gap between your realization rate and the benchmark represents systematic under-recovery on engagements.

Realization Loss = Actual Billable × (Target Realization% − Current Realization%) / 100
BenchmarkValueSource
Target realization90%AICPA PCPS MAP Survey

3. WIP Write-Down Excess

Work-in-progress write-downs above the industry benchmark signal scope creep, under-scoped engagements, or billing discipline issues.

WIP Loss = Actual Billable × (Your WIP Write-Down% − Benchmark 3%) / 100
BenchmarkValueSource
Target WIP write-down≤ 3%Rosenberg Survey / MAP data

4. AR Carrying Cost

Extended receivables tie up cash and erode the real value of collected revenue. We model the opportunity cost of excess AR days above the benchmark using a 6% cost of capital.

Excess AR Days = Your AR Days − 45-day benchmark
AR Carrying Cost = Net Billable Revenue × (Excess Days / 365) × 6%
BenchmarkValueSource
Target AR days≤ 45 daysAICPA PCPS MAP Survey
Cost of capital6%Mid-market CPA industry avg

5. Extension Rework Cost

Extensions are a proxy for scheduling pressure. Roughly 1 in 4 extensions result from capacity conflicts that generate rework: restarting engagement context, re-briefing staff, and duplicate review cycles.

Scheduling Conflicts = Extensions Filed × 25%
Rework Cost = Conflicts × Avg Rate × 8 hrs × 2.5 multiplier

The 2.5× multiplier accounts for the full cost of a scheduling conflict: not just the direct rework hours, but the downstream effects on other engagements that get displaced, plus client relationship costs (re-communication, loss of confidence).

6. Burnout Risk Index

A directional score (0–100) based on peak-season hours relative to a sustainable 50-hour baseline. Not a clinical measure: it flags operational risk of turnover and quality degradation.

Overage Hours = max(0, Busy Season Hrs/Wk − 50)
Burnout Score = min(98, (Overage / 50) × 100)

Role-level multipliers: Seniors ×1.1, Staff ×0.8, Partners ×0.65 (reflecting typical workload distribution during peak periods).

7. What-If: One-Firm Scheduling Model

Projects your metrics under centralized capacity planning. These improvements are the model’s stated assumptions, not measured results from Beeye customers:

MetricImprovementBasis
Utilization+4 pp (capped at 86%)Model assumption
Realization+6 pp (capped at 92%)Model assumption
WIP write-downs−4 pp (floor at 3%)Model assumption
AR days−15 days (floor at 45)Model assumption
Extensions−50%Model assumption
Peak hours−14 hrs (floor at 52)Model assumption
Sources: AICPA PCPS MAP Survey (2023 edition); Rosenberg Survey of CPA Firm Statistics. Benchmarks represent median values for firms in the 50–150 headcount range. All results are directional estimates: actual outcomes depend on firm-specific factors including service mix, geographic market, and staffing model.
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