How to value data assets in M&A: the cost, market and income approaches

The short answer for sell-side advisors

Data assets in M&A are valued with the same three approaches applied to other intangibles: cost, market and income. The approach that persuades a buyer is the one backed by evidence, and for a private company's operating records the strongest evidence is an executed license with an independent party, because it fixes a price, a scope and a term that diligence can test.

In most lower-middle-market processes, data never gets its own line. It sits inside goodwill, or it appears in the CIM as a phrase like 'proprietary database' with nothing behind it, and the buyer's model gives it no explicit value. Advisors who can show what the records are, who owns them and what someone has paid to use them change that conversation.

How the cost, market and income approaches apply to data

Each approach asks a different question, and each has a specific weakness when the asset is a company's records.

Cost approach. Useful as a floor and for data that supports daily operations, such as a cleaned product catalog or a curated parts database. It says little about what AI developers will pay for ten years of support tickets, because the value lies in the history itself, which cannot be bought again at any price.

Market approach. The most persuasive when genuine comparables exist, and the hardest to apply. Public transactions are rare and usually involve consumer platforms or publishers rather than a 200-person services firm.

Income approach. Valuation specialists often use relief-from-royalty or excess-earnings methods for intangibles. For data, the inputs are guesses unless a license is already in place, and a buyer will discount any income stream that is not contracted.

Why public comparables rarely fit a private company

The best-known disclosed figures come from large consumer platforms, and they measure something specific. Reddit's Form S-1 registration statement, filed in February 2024, disclosed data licensing arrangements entered in January 2024 with an aggregate contract value of $203.0 million and terms of two to three years. That is a multi-year contract total, not annual revenue, and it reflects a public social platform's content, not an operating company's internal records.

Use figures like this to show a buyer that data licensing is an established category, not as a multiple for your client. A sell-side model that applies a public platform's deal to a regional logistics company will not survive the first diligence call.

Why an executed license is the clearest evidence a seller can offer

A signed license turns an argument into a fact. It shows that an independent party reviewed the records, accepted the rights position and agreed a price, term, scope and exclusivity, each of which a buyer's advisers can read and test.

1. Price discovery: the agreed price is an arm's-length data point for this company's records, not a model output.
2. Rights validation: the licensee's own review tested ownership, consents and redaction rules.
3. Asset definition: the license schedule describes which systems, date ranges and record types are covered.
4. Continuing ownership: the company licensed rights; it did not sell the records.

On the last point, US copyright law lets an owner divide its rights: under 17 U.S.C. section 201, ownership may be transferred in whole or in part, and any exclusive right may be transferred and owned separately. That is how a company can grant exclusive AI-training rights for a set period and still own its records. Whether particular records are protected by copyright at all is a question for counsel; rights in business records also turn on contracts, privacy notices and who created them, which the data rights due diligence checklist works through.

How a license shows up in the numbers

How a license is structured can change when the seller recognizes revenue. Under ASC 606, an entity assesses whether a license of intellectual property gives the customer a right to use the IP as it exists when granted, recognized at a point in time, or a right to access it throughout the license period, recognized over time. Deloitte's revenue recognition roadmap on the nature of a license walks through that analysis. The seller's auditors, not the advisor, decide how a particular data license is accounted for.

For deal mechanics, expect a buyer's quality of earnings provider to ask whether a one-time license payment recurs before it is included in normalized EBITDA. The explainer on earnouts and one-time revenue covers how that interacts with contingent consideration. This is general information, not legal, tax or financial advice. Confirm with your own counsel, tax adviser or professional body before acting.

What it means for an M&A advisor

The practical question is timing: when should a client test the value of its records, and when should it leave them alone?

Candidates need 50+ full-time employees at peak (contractors excluded), several years of documented operations, rights to license the records and an authorized sponsor such as the owner, CEO or CFO. The M&A advisors page explains how advisors make these introductions, and the company fit checker offers a quick first screen before you raise it with a client.

Limits and open questions

• No settled valuation standard is written specifically for AI-training data, and buyer appetite for particular record types moves quickly.
• An exclusive license for an agreed term limits re-licensing the same records during that term, which any income model must reflect.
• Privacy notices and customer contracts can restrict how records may be used, so counsel must confirm a license fits within them before anyone puts a number on it.
• Most private license terms are confidential, so even a completed license may be shown to a buyer only under NDA.
• Records deleted in a pre-sale cleanup have no value at all; see what not to delete before selling a business.
• AI buyers weigh breadth, history, outcomes and rights clarity differently from strategic acquirers, so evidence from one market does not transfer neatly to the other.

Next step

If a client has deep operating records and an exit on the horizon, a license can turn an unquantified intangible into documented evidence. Register as a partner to make the introduction, or have the client's CEO or CFO apply directly at sourcex.si/apply.