Research
Working paper 01
Forthcoming · October 2026
Title announced on publication
Forthcoming, in partnership with Columbia Business School
Subject · Private company valuation

Value Alpha Research
Working paper
Coming soon
Operating system for buying and selling private businesses | New York
Research
Live multiples, defensible valuations, and the numbers before everyone else: written for searchers, advisors, and owners.
01 · The problem with rules of thumb
Sector rules of thumb survive because they are memorable and because, for a long time, nothing better was available to anyone outside an investment bank. They fail in two specific ways, and both of them cost the seller.
First, an industry average is an average of very different companies. A published “typical” multiple for a sector routinely includes businesses that are shrinking, loss-making, or owner-dependent to the point of being untransferable. Applied to a good business, it prices it as a mediocre one.
Second, a rule of thumb is a single multiple applied to a single number, so every assumption disappears into it. There is nothing to interrogate, which means there is nothing to defend when a buyer’s analyst pushes back.
02 · What replaces it
Classification is suggested from the financials and confirmed by you before anything runs. It is not a label applied to a finished number: it decides which methods carry weight, which comparables are admissible, and how the discount rate is built.
Size, geography, growth profile, and margin structure all filter the set. An $8M apparel retailer is not priced against a $4B listed chain because they share a sector code.
Discounted cash flow, comparable companies, precedent transactions, an asset floor, and a sector model each answer the question differently. Where they disagree is information; where they converge is a range you can defend.
Each method's weight is shown, not buried. You can see what the number would be if you disagreed with one of them, and change it.
03 · What it produces
A single multiple hides the fact that reasonable methods reach different answers. The football field shows it, which is what makes the concluded range arguable on specifics rather than on faith.
Football field · enterprise value
Illustrative
04 · What we publish
Multiples by industry, what a lender expects to see, how deal structure changes what a seller actually receives: these are not marketing topics we picked. They come out of the same work as the product. If the research is wrong, the product is wrong, which is a useful discipline.
Peer-reviewed and university-sanctioned papers.
References on method, and notes on private markets.
The vocabulary of private company valuation.
05 · Published research
The programme
Private company valuation is under-researched relative to how much money changes hands on it. We publish formal research with academic partners: refereed, attributable, and free to read.
Research
Working paper 01
Forthcoming · October 2026
Forthcoming, in partnership with Columbia Business School
Subject · Private company valuation

Value Alpha Research
Working paper
Coming soon
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