Business data valuation: how company data is valued

Valuation of data is not valuation of a business

A business valuation asks what the whole company would sell for. A data valuation asks a narrower question: what would someone pay for a license to a de-identified copy of your operating records, while you keep running the company and keep the original. These are different questions with different answers, and mixing them up is the most common mistake owners make when they search for a number.

Nothing about your data changes hands in a sale of the company's assets in the same way, and a license does not transfer ownership. That is why the price of a data license cannot be read off your revenue, your profit or a multiple of either. It has to be judged on the records themselves.

The three standard ways to value anything

Valuation professionals use three approaches for any asset, and each one says something different about data.

• Cost approach. What would it cost to recreate the records from scratch? For operating data the honest answer is often "you can't": nobody can go back and re-run five years of real jobs, quotes and outcomes. Cost sets a floor on effort, not a price.
• Market approach. What have comparable datasets sold or licensed for? This is the approach everyone wants, and it is the weakest for data today, because private license terms are rarely published and no two datasets are alike.
• Income approach. What revenue could the data produce over time? For a license, that is a fee for a defined term, which depends on how much a buyer values the records and how long they keep arriving.

In practice, the income view is the one that matters, and a buyer sets it after reviewing a sample. Before that review, any figure is a guess.

What a buyer actually looks at

Whichever approach is used, buyers come back to the same handful of questions about the records: how unique the view is, how many years it covers, how many records sit behind each year, how often new ones arrive, how cleanly they are structured, and whether you clearly have the right to license them. We lay out each of those in plain terms in our guide to what sets the price, and the free worth estimator scores them for you in a few minutes, showing its arithmetic.

Notice what is missing from that list: your company's size, brand or revenue. Those matter only indirectly, through how many records you generate and how long you have been generating them.

How many companies share your kind of data

One way to think about the supply side is to count how many operators run the same kind of business. The Bureau of Labor Statistics counts 587,071 private specialty trade contractor worksites with 4,981,656 jobs in the first quarter of 2025. It counts 171,465 trucking worksites with 1,465,779 jobs, and 414,507 computer systems design and related worksites with 2,419,840 jobs.

Those are large populations. They show that in any one industry there are many operators, and a buyer who wants records from that industry has many places to look. What stands out is not being one of them. What stands out is having years of consistent, structured, rights-cleared records that most of them do not have. That is why a count of peers says nothing about value by itself, and why we ask about your records and not your industry.

Common mistakes in business data valuation

• Using a revenue multiple. Revenue and data value are only loosely related. A profitable company on paper and spreadsheets can have almost nothing a buyer can use.
• Counting personal information as an asset. Names, emails and phone numbers have to come out before any license is possible. Data that depends on them is worth little to a buyer who can't use it.
• Ignoring rights. If customer contracts or terms of service don't allow a de-identified license, the value is close to zero until that is fixed.
• Trusting a single online calculator. A tool that returns a dollar figure from three inputs is showing you a formula, not a market. Ours shows a score and the reasons behind it, not a price.

What most companies find out

Most companies don't qualify, and we say so up front. Many operators discover their records are too thin, too short or too tangled with personal details to license today. That is useful to know, and fixing it is often cheap: clean exports, longer retention, clear terms.

If you do look like a fit, MyDataWorth is an independent introduction desk. We review your situation for free, tell you honestly where you stand, and where it makes sense introduce you to parties who may want to review a de-identified sample. Nothing is licensed without a signed agreement that you approve, and we make no promise about price or timing. To see what we look at first, read the readiness checklist, then start the free review.