QoE Analysis Tool

QoE analysis with full audit trail. Every time.

Standardized quality of earnings structure with traceable adjustments and consistent methodology. No more analyst-dependent QoE formats or undocumented adjustment rationale.

Quality of Earnings — Project Cedar
CategoryFY2022FY2023LTMAdj.Adjusted LTM
Revenue24,50028,20030,10030,100
COGS(14,700)(16,400)(17,800)+320(17,480)
Gross Margin9,80011,80012,300+32012,620
OpEx(6,200)(7,100)(7,600)+890(6,710)
EBITDA3,6004,7004,700+1,2105,910
Every adjustment traceableDrill-down to source GLConsistent across deals

Sound familiar?

QoE structure varies by analyst

Every analyst builds their QoE bridge differently. Partners waste time reconciling formats instead of reviewing substance.

Adjustments lack documentation

Adjustment rationale lives in analysts' heads or buried in email threads. When challenged, the trail goes cold.

Source tracing is manual

Tracing a QoE adjustment back to the source GL entry requires navigating multiple spreadsheets and tabs.

No reuse across deals

Common adjustments — FX normalization, one-off items, intercompany eliminations — are rebuilt from scratch every engagement.

Every adjustment categorized, documented, traceable

Normalization€890k

Owner compensation, related-party transactions, non-recurring items

One-off€420k

Litigation costs, restructuring charges, COVID impacts

Reclassification€310k

Capex vs opex, above/below EBITDA line items

Run-rate€560k

Full-year impact of mid-year changes, annualization

Standard categories. Consistent methodology. Across every deal.

Measurable impact on every deal

Datapack directly improves the metrics your partners care about most: realization, utilization, and margin per deal.

4–0h
Saved per Deal

On average mapping and cleanup time

+0%
Realization Rate

Improvement across fixed-fee engagements

0x
Deal Throughput

More deals delivered with the same team

0%
Audit-Ready

Full traceability on every number

Trusted by deal teams

Transaction Services professionals on how Datapack improved their delivery.

Our QoE process used to vary by analyst. Now every deal follows the same structure, and partners can review in half the time.

James Park

James Park

Senior Manager, M&A, Advisory Firm

Frequently asked questions

QoE analysis that's consistent, traceable, and fast.

Standardize your quality of earnings process. Every adjustment documented, every number traceable.