Going Concern as a Variable: Sector-Calibrated Survival Multipliers for Goodwill Valuation in Mergers and Acquisitions

Abstract Standard discounted cash flow (DCF) valuation treats going concern as a binary constant: the firm either exists or it does not. In mergers and acquisitions involving privately held companies – where no continuous market mechanism corrects for survivorship optimism and the DCF terminal value typically accounts for 60–80 % of enterprise value – this assumption embeds a systematic upward bias in goodwill estimates. We propose the Business Survival Value Multiplier (BSVM), a sector-specific parameter that incorporates empirical survival probability directly into the goodwill adjustment. Using 30 years of establishment cohort data from the U.S. Bureau of Labor Statistics Business Employment Dynamics program (1994–2024), we calibrate the BSVM via least squares on the log-log transformed survival curve, equivalent to maximum likelihood under a log-normal error structure across 19 NAICS sectors. We find substantial cross-sectoral heterogeneity, with survival multipliers ranging from 0.641 (Transportation) to 0.746 (Utilities) against an all-industry benchmark of 0.673. Applying a generic multiplier rather than the sector-specific calibrated value misstates the survival multiplier by up to 11 %. We illustrate the framework through complete worked valuations of privately held companies, constructed under U.S. appraisal standards, showing that the going-concern overvaluation embedded in the Gordon perpetuity ranges from 9.1 % of enterprise value for an established firm in a low-hazard sector to 30.1 % for an early-stage firm in a high-hazard sector – food service ( k = 1.38, increasing hazard) exhibiting a bias more than three times larger than Dermo-cosmetic manufacturing ( k = 0.87, decreasing hazard), the magnitude determined by two measurable parameters, the Weibull shape k and the firm’s age at valuation. Standard DCF captures operating risk through the discount rate and financial risk through the leverage adjustment. The BSVM adds the third and previously missing dimension: survival risk – the probability that the firm will exist to generate the flows being discounted.

Authors

Publication Details

Journal
Journal of Business Valuation and Economic Loss Analysis
Published
2026-09-22
DOI
https://doi.org/10.1515/jbvela-2026-0018
Primary Topic
Financial Reporting and Valuation Research
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
article

Going Concern as a Variable: Sector-Calibrated Survival Multipliers for Goodwill Valuation in Mergers and Acquisitions

Ruben Xavier de Freitas
Journal of Business Valuation and Economic Loss Analysis
Financial Reporting and Valuation Research
article

Going Concern as a Variable: Sector-Calibrated Survival Multipliers for Goodwill Valuation in Mergers and Acquisitions

Ruben Xavier de Freitas
article en

Abstract

Abstract Standard discounted cash flow (DCF) valuation treats going concern as a binary constant: the firm either exists or it does not. In mergers and acquisitions involving privately held companies – where no continuous market mechanism corrects for survivorship optimism and the DCF terminal value typically accounts for 60–80 % of enterprise value – this assumption embeds a systematic upward bias in goodwill estimates. We propose the Business Survival Value Multiplier (BSVM), a sector-specific parameter that incorporates empirical survival probability directly into the goodwill adjustment. Using 30 years of establishment cohort data from the U.S. Bureau of Labor Statistics Business Employment Dynamics program (1994–2024), we calibrate the BSVM via least squares on the log-log transformed survival curve, equivalent to maximum likelihood under a log-normal error structure across 19 NAICS sectors. We find substantial cross-sectoral heterogeneity, with survival multipliers ranging from 0.641 (Transportation) to 0.746 (Utilities) against an all-industry benchmark of 0.673. Applying a generic multiplier rather than the sector-specific calibrated value misstates the survival multiplier by up to 11 %. We illustrate the framework through complete worked valuations of privately held companies, constructed under U.S. appraisal standards, showing that the going-concern overvaluation embedded in the Gordon perpetuity ranges from 9.1 % of enterprise value for an established firm in a low-hazard sector to 30.1 % for an early-stage firm in a high-hazard sector – food service ( k = 1.38, increasing hazard) exhibiting a bias more than three times larger than Dermo-cosmetic manufacturing ( k = 0.87, decreasing hazard), the magnitude determined by two measurable parameters, the Weibull shape k and the firm’s age at valuation. Standard DCF captures operating risk through the discount rate and financial risk through the leverage adjustment. The BSVM adds the third and previously missing dimension: survival risk – the probability that the firm will exist to generate the flows being discounted.

Journal of Business Valuation and Economic Loss Analysis
Decent work and economic growth
Openalex Percentile: Top 7%
Financial Reporting and Valuation Research
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.

Going Concern as a Variable: Sector-Calibrated Survival Multipliers for Goodwill Valuation in Mergers and Acquisitions — Ruben Xavier de Freitas · Journal of Business Valuation and Economic Loss Analysis (2026) | TGRS Research Map | TGRS