How to Actually Read Local Market Stats Before You Price Your House

The Four Numbers That Actually Matter

Median sale price is the middle number in a set of recent sales, which matters more than an average because a couple of unusually high or low sales cannot skew it. The catch is that the median is only useful when it is pulled from homes actually comparable to yours, not a whole city or county blended together.

Days on market measures how long homes are sitting between listing and going under contract. Nationally, the median sits around 53 days as of Realtor.com's June 2026 Housing Report, but the number that actually matters is what homes like yours, in your specific area, are averaging right now, not the national figure.

Months of inventory measures how long it would take to sell every current listing at the recent pace of sales, and it is the clearest signal of whether buyers or sellers currently have the upper hand. A low number means a seller's market. A high number means buyers have more room to negotiate.

Sale-to-list price ratio shows what percentage of the asking price homes are actually closing at. A ratio consistently above 100% signals a hot, competitive market. A ratio well under 100% signals sellers are routinely accepting less than they asked, which should shape a realistic starting price.

Why 'Comparable' Is the Whole Game

None of these four numbers means much unless they come from a genuinely comparable set of homes. A comparable home is similar in size, age, condition, and location, and it sold recently, ideally within the last three to six months, since older sales reflect a market that may have already moved.

A citywide or countywide median is almost always too broad to price an individual home against. It blends waterfront properties with inland starter homes, new construction with 1970s ranch houses, and condos with single-family lots. That blended number tells a seller almost nothing useful about their specific street.

Local market statistics are typically pulled from the local MLS or a service like Realtor.com or Redfin's market data pages. The tool matters less than the filter applied to it: narrow the search down to the actual neighborhood, a similar square footage range, and a recent sale window before trusting any number it produces.

This is exactly the work a licensed agent's comparative market analysis is built to do by hand. A DIY seller can approximate it by pulling the same filtered data themselves, but it takes real discipline to resist the temptation to widen the comp set until it produces the number they were hoping for.

Turning Stats Into an Actual Price

Once the real comps are pulled, pricing becomes a matter of triangulating the four numbers against the specific house: start near the true comparable median, adjust up or down based on condition and upgrades, then sanity-check against days on market and the sale-to-list ratio in that specific pocket to see whether the market currently rewards an aggressive ask or punishes it.

A licensed agent does this professionally through a comparative market analysis, weighing recent comps by hand and adjusting for details a spreadsheet alone would miss. That service is part of what a full-service listing commission pays for.

For a seller who would rather skip the analysis altogether and get one firm number instead of a range to interpret, Cash Flow Deals reviews the actual property directly and locks in a net price before repairs are even scoped, arranged through its licensed brokerage partner, Silver Door Realty. That number reflects the specific house, not a data model or a citywide trend line, which is exactly the piece raw market stats cannot provide on their own.