The Distress Language Index: Where As-Is and Investor Special Listings Concentrate

Every agent knows the vocabulary. Sold as-is. Cash only. Investor special. Needs TLC. Handyman's dream. These phrases are not filler, they are disclosures written in plain marketing English, and they appear in listing descriptions regardless of whether a property ever touches a foreclosure docket.

We wanted to know where that language concentrates. So we scanned the listing descriptions of 4,907,807 closed sales from a 365-day window and flagged every listing whose text carried distress phrasing: as-is, cash only, investor special, needs work, handyman, fixer, TLC and similar wording. Then we ranked metros by the share of described closed sales that carried at least one flag.

We call the result the Distress Language Index. It is the honest map of where distressed inventory concentrates, written in agents' own words, and because it is built from closed sales, every flagged listing represents a property that actually transacted.

What we measured

The method is deliberately simple. For each closed sale in our corpus we took the listing description, checked it against our distress phrase list, and recorded a yes or no. A metro's score is the percentage of its described closed sales that got a yes.

To keep the rankings honest, a metro needed at least 400 closed sales in the window and at least 300 of them with usable descriptions. 1,706 metros cleared both bars out of the 2,235 metros in our sold corpus.

The national baseline

Across those 1,706 qualifying metros, the median share of closed-sale descriptions carrying distress language is 3.21 percent. Call it the background rate: in a typical American metro, roughly one listing in thirty tells you up front that the property needs something.

The top of the distribution looks nothing like that.

The 15 metros with the most distress language

Camden, NJ leads the country at 23.27 percent of 739 described closed sales, more than seven times the national median. Nearly one in four homes that sold in Camden over the past year was marketed with distress language attached. Jackson, MS follows at 21.64 percent on a larger sample of 1,294 described sales, and Pekin, IL sits at 19.52 percent, roughly one listing in five.

Two patterns stand out in the table itself.

• •Illinois dominates. Nine of the fifteen highest-scoring metros are in Illinois: Pekin, Granite City, Rockford, Alton, Quincy, Springfield, Peoria, Collinsville and Loves Park. This is not a small-sample artifact. Rockford's 16.46 percent comes from 2,570 described sales, and Peoria's 14.31 percent comes from 2,096.
• •South Jersey clusters. Camden, Vineland and Millville all make the top ten, three metros from the same corner of one state.

Gary, IN at 16.88 percent and Petersburg, VA at 16.20 percent round out a list that reads like a tour of legacy industrial towns and aging housing stock, places where a large share of what trades is openly sold as a project.

The metros where distress language barely exists

The bottom of the index is just as striking, because the floor is literally zero.

In St. Augustine, FL, we read 2,674 closed-sale descriptions and flagged zero. Same result across 1,764 in Port St. Lucie and 1,158 in New York City. Florida growth markets fill much of this list, which fits a housing stock heavy on newer construction where there is simply less to disclose.

A zero here does not mean a market contains no distressed homes. It means the words never appear, and that can reflect marketing culture as much as physical condition. In high-demand markets, sellers renovate before listing or agents avoid language that invites a discount. Distress language is a signal of what agents choose to say, and its absence is a weaker signal than its presence. This is the same reason we argue that valuation models need condition signals beyond the listing text, a problem we covered in the condition blind spot in automated valuations.

How investors can read this

For deal sourcing, the index is a density map. An investor working Camden or Jackson is fishing in water where roughly one listing in four or five self-identifies as a project in its own description. An investor working St. Augustine would read thousands of descriptions before finding one.

The language also does real pricing work. A listing that says as-is is telling you the seller has already conceded the gap between current condition and repaired value, which is exactly the spread an investor underwrites. If that framing is new to you, start with as-is value versus ARV, then pressure-test any candidate deal against the 70 percent rule before you trust the discount implied by the wording.

The practical takeaway is not that high-index metros are automatically good markets. It is that the index tells you where distressed product is a routine, visible part of what trades, and where finding it will require digging that listing text will not do for you. To see what investors turned that product into, pair this index with house flipping margins by city and the renovation premium study.

What this index is not

We want to be precise about the claim, because this metric is easy to over-read.

• •It is not foreclosure data. We count language in listing descriptions, not filings, auctions or REO inventory. A metro can rank high here with a quiet foreclosure pipeline, and vice versa.
• •It measures closed sales with descriptions. Properties sold off-market, or listed without usable text, are not counted. The share is language per described closed sale, nothing more.
• •Absence of language is not absence of distress. Agents write for buyers, not for researchers.
• •Metro definitions follow our data. Some entries are townships or satellite cities rather than broad metropolitan areas, because that is how the underlying records identify them.

Methodology

The Distress Language Index is built from Resideline's national sold corpus: 4,907,807 closed sales scanned across a 365-day window, covering sales closed after August 14, 2025. The corpus spans 2,235 metros, each with a minimum of 400 closed sales in the window.

For this study, a metro also needed at least 300 closed sales with usable listing descriptions, and 1,706 metros qualified. Each metro's score is the percentage of its described closed sales whose text matched our distress phrase list: as-is, cash only, investor special, needs work, handyman, fixer, TLC and similar constructions.

Wherever we aggregate across metros, figures are medians, not means, so the national 3.21 percent is the median metro share and is not pulled around by extreme markets. Metro coverage varies with our data density, so smaller markets appear only where our records are deep enough to clear the sample thresholds.

Resideline runs this same closed-sale corpus behind its valuation and analysis tools, so you can put any address, distressed or not, through the numbers at our free tools.