Quick answer: Buyers value a market research or information services firm on adjusted EBITDA and on how much revenue repeats. Subscriptions to proprietary data or research renew on a schedule and are valued above custom studies, which must be sold again. Renewal rates, rights to the underlying data, the cost of collecting it, deferred revenue and the dependence on a few analysts decide the multiple. Whether deferred revenue is treated as debt-like is a frequent point of negotiation.
Key points
- Renewal rate is the master metric. A small difference in annual renewal compounds into a large difference in the revenue visible in three years.
- The right to use the data matters as much as the data. Buyers check licenses, source agreements and consent, and whether rights transfer to a new owner.
- Deferred revenue arises when customers pay in advance. Buyers and sellers often disagree on how much of it is a debt-like obligation.
- Custom research is valued on its relationships. Buyers ask which analysts hold them and how often projects repeat.
Two different products, valued differently
Information firms sell either a product, such as a database, index, panel or subscription report, or a service, such as custom research for individual clients. Many sell both. Buyers split them in their analysis, because the product earns repeat revenue from work done once, while the service earns revenue only as long as analysts keep selling and delivering.
For both, the underlying asset is information and the right to use it. A buyer will pay for a dataset that customers rely on and that is hard to replicate. It will pay much less for one that can be copied, or one the seller does not clearly have the right to sell.
Public-market reference data
The January 2026 data for the information services group, covering only 15 US-listed firms, shows an enterprise value to EBITDA multiple of 11.5x and an EBITDA margin of 17.3%.[1][2]
Public-company reference data, United States, as of January 2026[1][2]
| Damodaran industry group | US-listed firms | EV / EBITDA | EV / EBIT | EBITDA margin | Gross margin |
|---|---|---|---|---|---|
| Information Services | 15 | 11.5x | 17.8x | 17.3% | 34.1% |
The multiples cover companies in each group that have positive EBITDA; the margins come from the same author's separate margin dataset for the same industry groups. Most private companies are smaller, less liquid and less diversified than these public companies, so private-company transaction multiples differ, and often sit below them. The Information Services group has a small sample that includes large data and analytics companies, so it is a loose proxy for a niche research or data firm.
The sample is small and includes large data and analytics companies with a scale that a niche research firm lacks. A firm with a limited subscriber base or a handful of analysts is a different risk. The table shows how the public market prices data-driven earnings and is not a price for a smaller private business. The guide to valuation multiples explains how buyers adjust.
What buyers examine
Renewal rates and pricing. Customers retained and revenue retained each year, by cohort and product, and the history of price increases and how customers responded. Buyers also look at multi-year contracts and automatic renewal terms.
Customer concentration. The share of recurring revenue from the largest subscribers, and the length of each relationship. A product that a few large customers fund is less secure than one with a broad base. The customer concentration guide covers the pricing effect.
Data rights and sources. Contracts that give the firm the right to collect, license and sell the data, the terms of any third-party sources and the possibility that a source changes its terms or withdraws. For firms using panels or surveys, consent and participant agreements.
Cost of data acquisition. Panel costs, licensing fees, collection labor and data processing. Margin depends on how much of this cost is fixed and how it grows with the product.
Technology and delivery. The platform that delivers the product, its age, ownership and the cost to maintain or improve it. Capitalized software and internal development costs are reviewed.
Analyst depth. For research that depends on expertise, the people who hold the relationships and know the methods. The key-person risk guide explains how buyers approach this.
Privacy and compliance. The legal basis for the data, retention practices, security and any incidents, especially where individuals’ information is involved.
Deferred revenue and the closing calculation
Information products are often sold on annual subscriptions paid in advance, so the balance sheet carries deferred revenue: cash received for service not yet delivered. A buyer takes over the obligation to deliver that service without receiving the cash. The parties may disagree about how to treat it.
Buyers often argue that deferred revenue is a debt-like item, with the deduction equal either to the full amount or to the cost of delivering the service. Sellers argue that it is a normal operating liability that belongs in working capital, where it is already reflected in the target. The answer changes proceeds, and it should be settled in the letter of intent. The bridge from enterprise value to equity value and the working capital peg guide explain where it fits.
Illustrative example: What the renewal rate does to visible revenue
A firm has $6,000,000 of annual subscriptions. With no new sales, a 90 percent renewal rate leaves $5,400,000 after one year, $4,860,000 after two and $4,374,000 after three. An 80 percent rate leaves $4,800,000, $3,840,000 and $3,072,000. The firm with the higher rate keeps $1,302,000 more of its revenue after three years without selling anything new. A buyer who sees the difference will pay a higher multiple for the firm with the better rate, and may ask the other to prove that its rate will improve. The numbers are invented to show the compounding effect and are not benchmarks.
Adjustments
In addition to owner items covered in the add-back guide, buyers look at revenue recognition for multi-period contracts, one-time data sales presented as recurring, capitalization of development costs, and the cost of replacing data sources that may end. Revenue from customers who have given notice is excluded from the run rate.
Who buys
Strategic buyers include larger data, analytics and research companies adding products, industries or geographies, and software companies that want content. Private equity firms buy information businesses with recurring subscriptions, high retention and a path to add products. Customers and industry groups sometimes acquire data providers they depend on.
Structure often reflects the risk of renewal. Part of the price may depend on revenue retained in the first year, and key analysts may be asked to sign retention agreements.
Preparing for a sale
- Prepare revenue by customer and product, split between subscription and custom work, with renewal history.
- Document data sources and the rights to use and sell each.
- Reconcile deferred revenue to contracts and determine the cost to serve.
- Prepare a schedule of data acquisition costs and technology investments.
- Summarize privacy and security practices and incidents.
- Identify the analysts and leaders who hold key relationships and expertise.
The professional services series covers related industries.
Frequently asked questions
What makes a data business valuable to a buyer?
A dataset or research product that customers rely on, cannot easily replicate and renew year after year, with clear rights to the underlying data. Buyers look for evidence in renewal rates, price increases that stuck, and the cost and difficulty of collecting the data. A product that customers could rebuild or buy elsewhere is worth less.
How is deferred revenue treated in a sale?
It is negotiated. Customers have paid for service the buyer must deliver. Buyers argue that this is a debt-like item and should reduce the price, often by the cost to serve, or in full. Sellers argue it is part of working capital that is already reflected in the target. The treatment can change proceeds substantially.
Do buyers worry about data privacy rules?
Yes. Firms that collect or license data about people are asked about the legal basis for collection, consent, security and compliance with applicable laws and contracts. Weak documentation can lead to indemnities or reductions. Counsel familiar with the data should review it.
How are custom research projects valued?
At a lower multiple than subscriptions, on the whole, because revenue is project-based. Buyers examine repeat project rates, the length of client relationships, the pipeline and how much depends on specific analysts. Firms that convert projects into continuing programs are valued more.
Need a valuation you can use in a sale or acquisition decision?
The Impetus Group prepares transactional valuations from the standpoint of strategic and financial buyers. A valuation is a standalone engagement with its own scope and fee, and it can be the first step before a sale or acquisition process.
Related guides
- From Enterprise Value to Equity Value: What the Owner Receives: Enterprise value is the price of the business. Equity value is what owners receive after debt, debt-like items, cash and working capital. See the bridge.
- Net Working Capital Peg: How the Working Capital Adjustment Works: The working capital peg sets the level of working capital a seller must leave in the business at closing. See how it is calculated, negotiated and adjusted.
- Customer Concentration and Valuation: How Buyers Price the Risk: Why buyers pay less for businesses that depend on a few customers, how they measure concentration, and what owners can do to reduce the discount before a sale.
- Key-Person Risk: How Owner Dependence Affects Valuation: How buyers measure owner dependence, why it lowers value and shapes deal structure, and what an owner can change in the years before a sale to reduce it.
More in professional and white-collar services
- Training and professional education companies: How buyers value corporate training and professional education companies: content ownership, enterprise contracts, instructors and accreditation.
- Management consulting firms: How buyers value management consulting firms: partner dependence, utilization and realization, client concentration, retainers versus projects and deal structure.
Sources
- Enterprise Value Multiples by Sector (US), data as of January 2026. Aswath Damodaran, NYU Stern School of Business. Accessed October 8, 2026.
- Operating and Net Margins by Sector (US), data as of January 2026. Aswath Damodaran, NYU Stern School of Business. Accessed October 8, 2026.
This guide is general education. It is not a valuation opinion, appraisal, investment advice, or legal or tax advice. How these guides are made.