Valuing data assets in liquidation: liquidation vs going-concern value

What changes between going-concern and liquidation value#

The gap between going-concern and liquidation value for data is everything that surrounds the records. In a running business, records grow daily, staff can explain them, systems link them and the company can support a buyer after delivery; in a liquidation, the archive stands alone and only gets older.

That does not make liquidation value low by default. A complete, well-linked archive with clear rights can still interest AI developers, because they license operational records for the work patterns they show rather than for current customer relationships. What drops away is the premium for ongoing supply and support.

Value factors in a liquidation#

Value factors in a liquidation are the characteristics a buyer prices, and most of them are protected or lost by decisions made early in a wind-down. The table compares how each factor looks in a running business and in a liquidation, and what preserves it.

Why licensing can outperform a one-time archive sale#

Licensing can outperform a one-time archive sale because the estate keeps ownership and may license the same records to more than one buyer on non-exclusive terms. A sale ends the estate's interest in a single transaction, often to a buyer who discounts heavily for uncertainty about what the archive contains.

Licensing has costs of its own: preparation, rights review and, in a bankruptcy, court approval for transactions outside the ordinary course. It also depends on buyer interest at the time. For a restructuring advisor, the real question is which route recovers more for creditors once those costs and risks are counted.

The two routes can also be combined. An estate can license a prepared package first and then sell the underlying archive or the operating business subject to that license, provided the buyer accepts the arrangement.

What valuation methods can and cannot tell you#

Standard valuation methods give partial answers for data. Each captures something real and misses something important, so advisors usually present more than one view.

Advisors reporting to creditors should say which method they used and why, and should avoid presenting a desk estimate as a market value.

Accounting practice confirms that data can be a recognized asset, without settling what it is worth. Under ASC 805, an intangible acquired in a business combination is recognized separately from goodwill if it arises from contractual or legal rights or is separable, and the Codification's examples list databases among technology-based intangibles and customer lists among customer-related intangibles. A prior purchase price allocation may therefore show a carrying value for a database, but that figure reflects the acquirer's assumptions at the time, not what a licensee will pay for a dormant archive.

• 1Cost approach: what it cost to create the records, or would cost to recreate them. Useful context, but creation cost is not what a buyer pays.
• 2Market approach: prices from comparable transactions. Public comparables for operational records are scarce, and announced deals rarely disclose usable terms.
• 3Income approach: projected license income. Highly sensitive to assumptions about buyer interest that a liquidating company cannot test from a desk.
• 4Market test: a structured process in which buyers review metadata and prepared samples. Slower, but it produces actual offers.

Documentation buyers expect#

Documentation buyers expect has become more formal as AI developers face questions about where training data came from. The Data & Trust Alliance's Data Provenance Standards, for example, include a Use group with elements for confidentiality classification, where consent documentation sits, privacy-enhancing techniques applied, license to use, intended data use, and copyright, patent and trademark status. That list works as a checklist of what a buyer may ask a liquidating company to state.

A liquidating company that can show where records came from, which rights apply, what was removed and who authorized release gives a buyer fewer reasons to discount. That documentation is cheapest to produce while the people who ran the systems are still available.

Illustrative: an MSP's ticket archive in liquidation#

Illustrative: a fictional IT managed service provider enters liquidation after losing its largest contracts. Its professional services automation tool holds years of tickets, time entries and resolution notes; its remote monitoring tool holds alert histories; and its documentation platform holds runbooks for client environments.

The restructuring advisor first considers selling the archive with the remaining client contracts. The likely contract buyer values the client relationships, not the history. The advisor instead keeps the archive, has the rights review exclude client-specific runbooks and stored credentials, and prepares a de-identified package of tickets and resolutions for a non-exclusive license.

The client contracts are sold to a competitor, the license is handled separately, and the creditor report explains both values and the method behind each.

How SourceX assesses data in a liquidation#

SourceX evaluates records with the SourceX Enterprise Data Value Framework, a SourceX-developed methodology with qualitative ratings rather than prices. Uniqueness, domain expertise, human-generated signal, scale, recency, data cleanliness, rights and AI utility increase value, exclusivity increases price, reproducibility reduces value, and preparation cost and privacy burden reduce net value. Value is known only when a buyer engages, and SourceX does not publish a price list.

For a liquidating company, the practical sequence is a metadata-only fit check, then the SourceX five-step transaction with the trustee, assignee or authorized officer approving each step, and a SourceX Evidence Packet that supports the creditor report.