The Anatomy
of a Home Sale

A financing type is also somewhat predictable from the listing itself. The chart below tracks a model's ability to separate the four groups as more context, price, then property, then geography, then condition, then listing terms, then agent and office identity, gets added. Step through the stages to see where the sorting power actually comes from.

The final model reaches a macro AUC of 0.743 and 63.9% classification accuracy, only modestly above the 61.5% majority-class baseline. There is meaningful structural sorting, but far from enough to infer financing from a property with confidence.

FHA is a highly price-concentrated channel: 22.6% of sub-$400,000 closings, but 0.2% at $1.2 million or more. Cash becomes more prevalent again at both ends of the market, at 24.2% below $400,000 and 35.3% above $1.2 million. Treating "Cash buyers" as a single luxury segment is empirically inaccurate. The lines below trace each financing type's share across five price tiers, and Cash is the only one that curves back up at the top.

That U-shape hides two different Cash markets. Below, the same tiers are used to isolate one signature of the split: how often a Cash closing was marked Fixer, compared with Conventional in the same price band.

VA is the most detached and family-sized group, at 88.3% single-family with a median 4 bedrooms. Cash has the largest attached-housing share at 26.7% and the highest Fixer share at 5.8%, roughly four times Conventional and FHA. Select a financing type below to see its full property profile: how detached it is, how new, how large, and how often it was marked Fixer.

Housing form sharpens the raw Cash share even further. In mid-rise and high-rise condo buildings, where financing eligibility and buyer pools narrow, Cash and Conventional dominate and FHA and VA barely register, except in manufactured housing, where FHA is unusually common.

HOA burden tells a similar story in miniature. As monthly HOA fees climb past $1,000, FHA and VA nearly disappear from the attached-housing market and Cash becomes the plurality, then the majority, buyer.

Lot size and vintage cut the same way. As lots grow, FHA's share shrinks toward zero while Cash's climbs; the oldest and newest homes each pull toward opposite ends of the financing spectrum. Toggle between the two views below.

Bedroom count reinforces the same pattern from a different angle: VA's family-housing profile strengthens as bedroom count rises, while Cash is concentrated in the smallest, most likely attached, units.

FHA concentrates in the northeast and north Front Range. Adams County alone accounts for 23.5% of FHA closings. VA concentrates around Colorado Springs and El Paso County. Cash overrepresentation spans both high-cost resort markets and selected smaller communities. The table below ranks the cities and counties where a financing type closes far more often than its statewide share would predict, filter or search to find a specific place.

Listing Terms is one of the few fields that captures an ex ante signal of what financing a listing publicly represented as acceptable, and it strongly sorts the eventual financing mix. The bars below compare the actual FHA and VA closing rate when that term was explicitly listed against when it was not.

FHA and VA closings also skew toward listings that sat on the market longer before the winning contract emerged. The chart below tracks each financing type's share of closings within a given Days-in-MLS band, from the fastest first week through the slowest quarter-plus.

The negotiation pathway is one of the most distinctive findings in the study. A majority of Cash transactions avoid both a price reduction and a seller concession, while FHA and VA disproportionately arrive from listings that experienced both. The plot below places each financing type by how often its closings fell into each of those four combinations, click a point or a card to see its exact split.

One more piece of the negotiation picture: how the closing price compared with the final list price, before any concessions are subtracted out.

FHA and VA closings finish at or above final list price far more often than Cash, but that gross headline advantage is not evidence of a stronger economic offer once concessions are counted. Timing after contract tells a cleaner story. The panel below toggles between the raw distribution of contract-to-close intervals and a simpler market-to-close proxy that adds market time and escrow time together.

Adjusting for property and market selection strips out most of the apparent Cash speed advantage before contract, but the advantage after contract survives. The diverging bars below show each financing type's adjusted difference from Conventional on three separate timing measures, values to the right of the center line mean slower than Conventional.

Cash transactions are substantially more likely to be intra-agent or intra-office, a pattern that persists in resale. VA has an unusually concentrated buyer-representation ecosystem, consistent with specialization around military markets. The chart below compares how often the same agent or office ID shows up on both sides of a closing, toggle to resale-only to rule out builder sales structures as the explanation.

VA's specialization goes further than shared IDs. Switch between buyer agent, buyer office, and list agent below to see how concentrated the top 10 identifiers are within each financing type, and how many distinct IDs make up the rest of the market.

New construction is common across all four groups, but the builders behind it sort sharply by financing type. The table below is searchable by builder name and filterable by FHA or VA, ranked by how overrepresented that builder is relative to its share of the full four-group sample.

The broader anatomy explains why simple financing comparisons are dangerous. The seller-outcome models restrict attention to common-support properties and adjust for a large covariate set before comparing outcomes. The chart below lets you step through each adjusted outcome, gross and net price, timing, concession probability and size, and reduction probability, for Cash, FHA, and VA relative to Conventional.

Cash's price story only makes sense as gross and net together. Enter a list price below to see how much of Cash's apparent discount is real once its much lower concession rate is factored back in.

FHA and VA run the opposite arithmetic: a flat or slightly better gross price that gets eaten by a higher concession probability. The same list-price input drives both breakdowns below.

Finally, the Cash net-price effect is not constant across the market. The bars below break it out by original-list-price tier, and the disadvantage that is clear and consistent below $600,000 mostly disappears above it.

Financing type at closing is best understood as a summary of a successful transaction pathway: buyer characteristics, property eligibility, seller willingness, location, price, and which contracts ultimately survived. Select a financing type for its full profile, condensing every chart above into the handful of traits that actually describe that group.

Private and Other financing are too small a share of the market to analyze with the same rigor as the primary four, but their raw numbers are worth a look. Private closings in particular carry an outsized Fixer share.

Use "transactions that ultimately closed with FHA were associated with…" rather than "FHA caused…". Financing type is an observed feature of the completed transaction pathway, not a lever a seller can pull.