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Ohio Housing Data Methodology

How every metric on the data page is defined, sourced, and calculated.

Every metric on the Ohio Housing Market Data page comes from a primary data provider — Zillow, Realtor.com, Redfin, PropStream, MLS, or the U.S. Census Bureau — covering all 88 Ohio counties, Ohio metro areas, and Ohio zip codes (some metrics, like new construction data, are limited to counties and zip codes with active coverage). Definitions below are sourced directly from each provider, followed by a plain-English explanation of what the number actually tells you about the Ohio housing market.

SFH Home Value
Monthly · Single-Family · Mid-Tier · Smoothed & Seasonally Adjusted

Zillow Home Value Index (ZHVI): a smoothed, seasonally adjusted measure of the typical single-family home value across a given region. It reflects the full distribution of home values — not just those that sold — and is reported for the middle tier of the market (33rd–67th percentile). Single-family only; condos and co-ops are excluded.

In plain terms: What a mid-range single-family home in this Ohio county or city is worth right now, based on Zillow's estimate of the entire housing stock — not just homes that happened to sell that month.
Median List Price
Monthly · Realtor.com · Active Listings

The median (middle) asking price across all active for-sale listings in the given area for that month, as reported by Realtor.com. Unlike ZHVI, this reflects what sellers are currently asking — not an estimate of underlying home value — and can move with the mix of homes listed in a given month.

In plain terms: The middle asking price for homes currently for sale in this part of Ohio. It moves with what sellers are pricing homes at today, which can shift faster than actual home values if the type of homes hitting the market changes month to month.
SFH Home Value YOY %
Monthly · Derived from ZHVI History

Year-over-year percent change in single-family ZHVI, calculated by comparing the current month's value to the same month 12 months prior.

In plain terms: How much single-family home values in this part of Ohio have gone up or down compared to exactly one year ago.
Condo Home Value
Monthly · Condo/Co-op · Mid-Tier · Smoothed & Seasonally Adjusted

Zillow Home Value Index (ZHVI): a smoothed, seasonally adjusted measure of the typical condo or co-op value across a given region. It reflects the full distribution of condo values — not just those that sold — and is reported for the middle tier of the market (33rd–67th percentile). Condos and co-ops only; single-family homes are excluded.

In plain terms: What a mid-range condo in this Ohio market is worth right now, based on Zillow's estimate of the entire condo stock — not just units that happened to sell that month. Not all Ohio counties have condo data; rural markets with few condos may show N/A.
Condo Home Value YOY %
Monthly · Derived from Condo ZHVI History

Year-over-year percent change in condo ZHVI, calculated by comparing the current month's value to the same month 12 months prior.

In plain terms: How much Ohio condo values have gone up or down compared to exactly one year ago.
Active Listings
Monthly · Count

Realtor.com defines active listings as properties listed for sale that are not yet under contract as of month-end. This count reflects available supply in the market at that point in time.

In plain terms: How many homes are sitting on the market available to buy right now in this Ohio county.
Active Listings YOY %
Monthly · Year-over-Year Change

Year-over-year percent change in the active listing count compared to the same month in the prior year.

In plain terms: Whether there are more or fewer Ohio homes for sale than this time last year.
Pending Sales
Monthly · Count

Realtor.com defines pending listings as homes with an accepted offer that have not yet closed as of month-end. Pending sales lead closed sales by approximately 30–60 days.

In plain terms: Homes under contract in this Ohio market — the best leading indicator of where closed sales are heading in the next 30–60 days.
Pending Sales YOY %
Monthly · Year-over-Year Change

Year-over-year percent change in pending sales count compared to the same month in the prior year.

In plain terms: Whether buyer demand in this part of Ohio is stronger or weaker than it was a year ago.
Pending Ratio
Monthly · Realtor.com · Housing Inventory Core Metrics

Realtor.com defines the pending ratio as the share of pending listings to active listings in a given market during the specified month.

In plain terms: How many Ohio homes are under contract relative to how many are sitting available. The further the ratio rises above 1.0, the more leverage sellers have. The further it falls below 1.0, the more leverage buyers have.
Pending Ratio YOY %
Monthly · Year-over-Year Change

Year-over-year percent change in the pending ratio compared to the same month in the prior year. Published by Realtor.com as part of their Housing Inventory Core Metrics.

In plain terms: Is the leverage in this Ohio market shifting toward sellers or buyers compared to a year ago — a rising number means sellers are gaining ground, a falling number means buyers are.
Days on Market
Monthly · Median Days

Realtor.com defines median days on market as the median number of days from a listing's active date to the date it went under contract, for all homes that went pending that month.

In plain terms: How fast homes are selling in this Ohio market — lower means a hotter market, higher means buyers have more time.
Days on Market YOY %
Monthly · Year-over-Year Change

Year-over-year percent change in median days on market compared to the same month in the prior year.

In plain terms: Whether Ohio homes here are selling faster or slower than they were a year ago.
Price Cut %
Monthly · Share of Active Listings

Realtor.com defines price reduced listings as the share of active listings that have received at least one price reduction from their original list price as of month-end.

In plain terms: How many Ohio sellers have had to drop their asking price — rising means sellers are losing pricing power.
Price Cut % YOY
Monthly · Year-over-Year Change

Year-over-year change in the share of active listings with a price reduction, compared to the same month in the prior year.

In plain terms: Whether Ohio sellers are cutting prices more or less than they were a year ago.
U.S. Census Bureau — ACS data.census.gov →
Annual Property Tax
Annual · 5-Year Estimate · Median

U.S. Census Bureau American Community Survey (ACS) 5-year estimates: median annual real estate taxes paid by owner-occupied housing units. The 5-year estimate pools responses over a 60-month period to produce reliable county-level data.

In plain terms: The typical property tax bill for an Ohio homeowner in this area — updated once a year when the Census releases new ACS estimates.
Property Tax YOY %
Annual · Year-over-Year Change

Year-over-year percent change in median annual property tax from one ACS 5-year release to the next.

In plain terms: How much the typical Ohio property tax bill changed here — reflecting local reassessments and levy changes.
Effective Tax Rate
Annual · Derived: ACS Median Tax ÷ ACS Median Home Value

Median annual property tax (ACS 5-year estimate, table B25103) divided by median home value (ACS 5-year estimate, table B25077) for that same geography and year, expressed as a percentage. Both figures come from the same Census ACS release — this is not compared against Zillow ZHVI. Covers Ohio counties (2009–2024) and Ohio zip codes (2011–2024, where ACS ZCTA-level data is available).

In plain terms: The actual tax burden as a share of home value — lets you compare tax load across Ohio counties and zip codes regardless of price level.
Tax Rate YOY %
Annual · Year-over-Year Change

Year-over-year percent change in the effective tax rate (ACS median tax ÷ ACS median home value) compared to the prior annual period.

In plain terms: Whether the tax burden relative to home value in this Ohio county went up or down compared to last year.
Derived — Multiple Sources
Est. Payment (20% Down)
Calculated Live In-Browser · Never Stored

A standard 30-year fixed monthly mortgage payment estimate, calculated fresh every time the page loads — never stored, since home values and rates change. Principal & interest is calculated using the standard amortization formula on the home's Zillow ZHVI, financed at 80% of value (20% down, so no PMI applies). Monthly property tax is added at the local Census ACS rate for counties, zip codes, and the statewide figure (see Property Tax above); Ohio metro areas have no property tax source, so metro payment estimates are principal, interest, and insurance only, noted on the chart. Homeowners insurance is added as $1,060 per year plus 0.1% of the home's value (see Insurance below). Total = principal & interest + property tax + insurance. This is a conventional-loan estimate only — we don't publish an FHA or low-down-payment figure, since there is no reliable public historical rate series specific to FHA loans (they typically price somewhat below conventional rates, but by a variable amount).

For illustration purposes only. Consult a mortgage professional before making a purchase or investment decision.

In plain terms: What a monthly mortgage payment might realistically look like on a typical home in this area today, assuming a standard 30-year fixed conventional loan with 20% down.
Current Rate & Insurance Inputs
Updated Weekly · Freddie Mac PMMS (via FRED) & U.S. Treasury Insurance Data

The current-value Est. Payment figure uses the national average 30-year fixed conventional mortgage rate from Freddie Mac's Primary Mortgage Market Survey (published weekly, sourced via the Federal Reserve's FRED database), refreshed automatically each week. Homeowners insurance is $1,060 per year plus 0.1% of the home's value. I fit that formula to the real average premiums paid in 998 Ohio zip codes from 2018 to 2022 (U.S. Treasury Federal Insurance Office, Analyses of U.S. Homeowners Insurance Markets, ZIP-level data). Real Ohio premiums barely change with home value — about $1,200 a year for most homes under $300,000 — so a flat base plus a small percentage fits far better than a straight percentage of value. These are shared inputs applied the same way to every Ohio county, zip code, and metro — not location-specific rate quotes or insurance premiums.

In plain terms: The rate behind today's payment estimate updates weekly from the same source mortgage lenders reference, but it's still a national average, not what you'd personally be quoted — your actual rate depends on your credit, lender, and loan type, and your actual insurance depends on your specific home and coverage.
Historical Est. Payment Chart
Annual · Freddie Mac, Zillow, Census & U.S. Treasury

The historical Est. Payment chart recalculates the same formula for each year using that year's actual July-specific average 30-year fixed conventional mortgage rate (Freddie Mac Primary Mortgage Market Survey, via FRED) and the same insurance formula ($1,060 per year plus 0.1% of that year's home value), combined with that year's actual July Zillow home value and, for counties, zip codes, and the state, that year's Census ACS property tax rate (the closest earlier year is used when a year is missing). Coverage depends on when Zillow home values begin for each area, as far back as 2000. Metro areas show principal, interest & insurance only — no property tax data source at that level. The most recent year (current calendar year) shows today's live figure rather than a July snapshot, so it matches the map exactly. 2025–2026 property tax is carried forward from the latest available (2024) Census data.

In plain terms: How the estimated monthly cost of owning a home in this area has actually changed over time — driven by rising home values, swinging mortgage rates, and climbing insurance and tax costs, not just one of those factors in isolation.
Contract Cancellations
Monthly · Count · Redfin

Redfin defines home purchase cancellations as the number of home-purchase agreements that were cancelled in a given month. A cancellation occurs when a buyer and seller had a signed purchase agreement but the deal did not close.

In plain terms: How many buyers in this Ohio county backed out of a deal after going under contract — rising cancellations signal buyer hesitation, often tied to affordability pressure, inspection issues, or financing problems.
Cancellation Rate %
Monthly · Derived: Cancellations ÷ Pending Sales · Redfin

Cancellation rate is the number of cancelled home-purchase agreements in a given month divided by the total number of homes that went under contract (pending) in that month, expressed as a percentage.

In plain terms: The share of Ohio deals that fall apart after going under contract. A rising rate is a leading warning sign — it shows buyers are agreeing to deals but then walking away, which often precedes softening in closed sales and prices.
Cancellation Rate YOY %
Monthly · Year-over-Year Change

Year-over-year percent change in the cancellation rate compared to the same month in the prior year.

In plain terms: Whether Ohio deals are falling apart after going under contract more or less often than they were a year ago.
Delisted %
Monthly · Share of Listings · Redfin

Redfin defines "homes delisted" as the total number of unsold home listings that were removed from the market during a given time period. A home is counted as delisted when it goes off the market without selling or going under contract. Delisted % expresses this as a share of that month's active listings.

In plain terms: How many Ohio sellers gave up and pulled their house off the market instead of selling it or dropping the price. A rising number means more sellers in this area are choosing to wait rather than accept what buyers are offering — a sign sellers think the market will turn back in their favor, or that they can't sell at a price buyers will pay.
Sales & Supply · Redfin
Monthly · National, States, Metros, Counties & ZIP Codes · Jan 2012–present

These six metrics come from the Redfin Data Center housing market tracker, built from MLS listing and sale records. They are labeled "(Redfin)" on the map and charts so they are not confused with the Realtor.com listing metrics above, which are counted differently and will not match exactly. National, state and metro figures are seasonally adjusted by Redfin. County figures are monthly and not seasonally adjusted. ZIP code figures are rolling 3-month numbers, which keeps small ZIP codes from swinging wildly month to month. Median sale price is never seasonally adjusted at any level. Price drop % and cancellation rate begin in each area once Redfin's coverage there is complete (for Ohio, early 2015); earlier months are left blank rather than shown with partial data.

In plain terms: Realtor.com tells you what is listed and what sellers are asking. Redfin adds what actually sold, what it sold for, and how long the current supply would last.
Median Sale Price (Redfin)
Monthly · Closed Sales · Redfin

The median price of homes that closed in the period. Half of sales closed above this price and half below.

In plain terms: What homes actually sold for, not what sellers asked. Compare it with Median List Price to see how far asking prices sit from real sale prices.
Homes Sold (Redfin)
Monthly · Count · Redfin

The number of homes that closed in the period.

In plain terms: How many sales actually happened. Falling sales with steady prices usually means buyers and sellers are stuck in a standoff.
Inventory (Redfin)
Monthly · Count at Month End · Redfin

The number of homes for sale and still active at the end of the period. Redfin's "active listings" counts every home that was for sale at any point during the month; inventory counts only the homes still for sale on the last day, which is why it is used for months of supply.

In plain terms: How many homes a buyer could choose from at the end of the month.
Months of Supply (Redfin)
Monthly · Inventory ÷ Homes Sold · Redfin

Inventory divided by the number of homes sold in the period. It estimates how many months it would take to sell every home currently for sale at the current pace of sales, with no new listings.

In plain terms: Under about 4 months generally favors sellers, 4 to 6 months is roughly balanced, and over 6 months favors buyers.
New Listings (Redfin)
Monthly · Count · Redfin

The number of homes newly listed for sale in the period.

In plain terms: How many sellers are putting homes on the market. Rising new listings with flat sales means supply is building.
Price Drop % (Redfin)
Monthly · Share of Active Listings · Redfin

The share of active listings that had a price drop during the period.

In plain terms: How many sellers had to cut their price to attract buyers. It is similar to Price Cut % from Realtor.com but measured from Redfin's own listing data.
Home Type (Redfin)
Monthly · National, States & the 40 Largest Metros · Jan 2012–present

The Home type picker in the menu switches Median Sale Price, Homes Sold and New Listings to one home type: single-family, townhouse, condo/co-op, or 2–4 unit multi-family. These figures come from Redfin's Housing Market Tracker by property type and are only published for the nation, the states and the largest metro areas, so county, ZIP code and smaller metro views show no data when a home type is selected. Redfin seasonally adjusts the single-family, townhouse and condo figures; 2–4 unit figures are not adjusted. A home type's median sale price is left blank for any month with fewer than 20 sales of that type, because a median of a handful of sales is not meaningful. In many Ohio markets most attached homes are listed as condos, so townhouse sales counts are small there.

In plain terms: Pick a home type to see what single-family homes, townhouses, condos or small multi-family buildings are selling for, and how many are selling, instead of all homes combined.
Redfin YOY %
Monthly · Year-over-Year Change

Each Redfin metric above also has a YOY % version: the percent change from the same month one year earlier.

In plain terms: Whether each number is higher or lower than it was a year ago, which removes normal seasonal swings.
PropStream propstream.com →
Tax Delinquent
Monthly · Count · PropStream

PropStream defines tax delinquent properties as parcels with unpaid property taxes past their due date as recorded in county tax records. Data is aggregated at the county level from PropStream's nationwide property database.

In plain terms: The number of properties in this Ohio county where the owner has fallen behind on property taxes — a leading indicator of financial stress and potential future distress inventory.
Tax Delinquent %
Monthly · Derived: Tax Delinquent ÷ Total Properties

Tax delinquent property count divided by total property count for that county, as reported by PropStream, expressed as a percentage. Both figures come from PropStream's property database for the same reporting month.

In plain terms: The share of all properties in this Ohio county with delinquent taxes — normalizes the count so you can compare across counties of different sizes.
Pre-Foreclosure
Monthly · Count · PropStream

PropStream defines pre-foreclosure properties as parcels where the lender has filed a Notice of Default (NOD) or equivalent public pre-foreclosure filing because the borrower is behind on mortgage payments, but the property has not yet been foreclosed on or sold at auction. Data is aggregated at the county level from PropStream's nationwide property database.

In plain terms: The number of Ohio homeowners in this county who have missed enough mortgage payments that the lender has started the legal foreclosure process — but the home hasn't been repossessed or sold yet. Rising pre-foreclosure counts are one of the earliest warning signs of financial distress in a local housing market, showing up months before a property becomes bank-owned or heads to auction.
Pre-Foreclosure %
Monthly · % · PropStream

Pre-foreclosure count divided by total properties in the county, from PropStream's nationwide property database.

In plain terms: The share of all properties in this Ohio county currently in pre-foreclosure — normalizes the count so you can compare distress levels across counties of different sizes.
Underwater
Monthly · Count · PropStream

PropStream defines underwater (negative equity) properties as parcels where the estimated current mortgage balance exceeds the estimated current market value of the home. Data is aggregated at the county level from PropStream's nationwide property database.

In plain terms: The number of Ohio homeowners in this county who owe more on their mortgage than their home is currently worth. If they needed to sell, they'd have to bring cash to closing just to pay off the loan. Underwater homeowners are more likely to end up in foreclosure if they hit financial trouble, since selling isn't a clean way out.
Underwater %
Monthly · % · PropStream

Underwater property count divided by total properties in the county, from PropStream's nationwide property database.

In plain terms: The share of all properties in this Ohio county with negative equity — normalizes the count so you can compare across counties of different sizes.
FHFA
Mortgages 30–60 Days Late %, 90–180 Days Late % & Mortgage Foreclosure %
Quarterly · % · Statewide only · FHFA National Mortgage Database

Share of all outstanding Ohio residential mortgages that are 30 or 60 days past due, 90 to 180 days past due, or in foreclosure, bankruptcy or deed-in-lieu, from the Federal Housing Finance Agency's National Mortgage Database aggregate statistics. Quarterly from March 2002 to the latest release. The chart shows the same quarter each year (the latest one), so years compare cleanly without the year-end seasonal bump in early delinquencies.

In plain terms: Out of every 100 Ohio homeowners with a mortgage, how many are a month or two behind, how many are seriously behind (three to six months), and how many are in foreclosure or have given the home back to the lender. This is a statewide number — it is not available by county, metro, or ZIP.
MLS
New Construction Median Price & $/SqFt
Monthly · Trailing 12-Month Closed Sales · County & Zip Only

Median sold price and median sold price per square foot for new-construction homes only, calculated from closed MLS sales over the trailing 12 months. Updated monthly as new closings occur. Coverage is limited to counties and zip codes with active new-home construction — most Ohio counties have little to no new construction activity and will show no data, which is expected and not a data gap. Zip codes with fewer than 5 closed sales in the trailing 12-month window are excluded to avoid an unreliable median from too small a sample. Not available at the metro or statewide level.

In plain terms: What a newly built home is actually selling for right now in the parts of Ohio where builders are active — not what's listed, what actually closed. If a county or zip shows no data here, it doesn't mean home values are unknown there, it means there isn't enough new construction happening to report a reliable number.