ZIP 45211 is simultaneously Zillow’s ZIP market identifier and the matched Census ZCTA. A ZCTA is a statistical area, not an area identical to a USPS delivery ZIP. In June 2026, the ZIP ZORI is $1,206 per month: a typical observed asking-rent index blended across rental types. That must not be merged with the ACS 2024 five-year median gross rent of $944, which surveys occupied renter homes and includes selected utilities. The spread describes different evidence universes, not a measured change in the same units. Annualizing the index produces a $48,240 income figure under a 30% screen; against $53,868 median household income, that is 26.9%. This is arithmetic, not advice or an applicant qualification rule.
The direct Zillow ZIP history puts the present ZORI reading on a positive but unevenly paced path. Exact same-month annualized change measured 5.41% over 1 year, 4.13% over 3 years, and 6.82% over 5 years. Recent direction therefore remains above the three-year path while falling below the five-year path: it partly slows from the longer run rather than breaks into decline. Annualized monthly-return variability of 3.24% describes meaningful movement around a given month and calls for restraint in the confidence placed in one current index snapshot as a unit-level price. The historical maximum drawdown was a separate 1.42%, a limited recorded retracement rather than a forecast. Coverage was 99.1%. Among history-eligible ZIPs, transparent national discovery ranks were 398 for momentum, 1,968 for stability, and 745 balanced, where lower rank is higher.
Bedroom figures require another boundary. The FY2026 HUD FMR/SAFMR ladder is an administrative, bedroom-specific standard rather than asking rent. Scaling the ZIP ZORI by that local HUD ladder yields modelled monthly estimates—not measured bedroom rents—of $857 for a studio, $942 for one bedroom, $1,206 for two bedrooms, $1,587 for three bedrooms, and $1,756 for four bedrooms. The local HUD two-bedroom standard is the scaling anchor behind the two-bedroom model result, not evidence of an observed two-bedroom listing. These estimates preserve the index’s all-types starting point while supplying a transparent bedroom pattern; they do not convert HUD standards into market transactions.
The ACS ZCTA survey frames the household and stock backdrop without identifying any particular dwelling. It reports a 7.8% vacancy rate, while renters occupy 47.5% of occupied homes. Of the 7,558 renter households, 3,561, or 47.1%, report gross-rent burdens at or above the stated threshold. The stock count includes 9,720 single-family units but only 253 units in the large multifamily category, a composition measure rather than an inventory of available rentals. Vacancy and burden describe aggregated survey conditions; neither proves availability, condition, rent, utility treatment, or payment stress for a specific unit or household.
Broader numbers are context, not substitutes for ZIP evidence. At citywide scope, the City of Cincinnati contextual asking-rent reading is $1,475; at countywide scope, Hamilton County’s contextual asking-rent reading is $1,539; and at metro-wide scope, the Cincinnati, OH-KY-IN contextual rent reading is $1,583. Each is above the local ZIP index, so the asking-rent signal sits below all three wider-area reference values. Those wider readings cannot show the rent of a ZIP property or be combined with the ZCTA’s occupied-renter survey median. Scope is especially important here: city, county, and metro context describe a larger comparison frame but cannot replace direct ZIP observations.
For-sale evidence presents a distinct tension. Redfin’s direct rolling three-month ZIP resale observation reports a $231,448 median sold price, up 12.9% year over year, alongside 122 homes sold, 42 median days on market, and 113 homes in inventory. Its 2.8 months of supply and sale-to-list signals—99.1% on average and 35.3% sold above list—belong only to resale liquidity and pricing, never rental transactions. The faster resale price change challenges any reading of the current rent increase as moving at the same pace as sale prices, even as both series rose in their respective measurements. Annualized ZIP ZORI divided by the median sold price is 6.25%, a cross-source screening ratio only, not a cap rate, net return, expected return, or property yield.
Neither source resolves the other’s limits. ZORI is a blended asking-rent index, not an inventory-weighted ledger of leases, and it has no observed bedroom breakout. ACS is a five-year survey of occupied renter homes, with survey uncertainty, selected-utility treatment, and a ZCTA geography. HUD applies an administrative benchmark; the bedroom figures are a model built from that benchmark and ZORI. Redfin is direct ZIP resale evidence, but its sold-price and marketing measures do not establish rental terms or property operating economics. The history measurements are backward-looking through the supplied endpoint, not forecasts, causal explanations, or investment recommendations.
Property-level validation should keep the four universes separate. For a rental, record the actual asking rent, bedroom count, included utilities, listing date, lease term, and the unit’s availability rather than treating a ZORI average or modelled ladder as a quote. For a resale comparison, match the specific property’s sale date, list price, marketing exposure, and transaction status rather than importing a ZIP median. Confirm whether the address is actually within the delivery ZIP and treat the ZCTA match only as the statistical geography described here. The key unresolved question is whether the specific property’s terms match the source measure being used, rather than whether an area-wide average can stand in for it.
","findings":[{"body":"At $1,206, Zillow’s current ZIP ZORI is a blended typical asking-rent index. The matched ACS 2024 five-year figure of $944 is median gross rent in occupied renter homes, including selected utilities. The two values should not be substituted for one another. The $48,240 30% income screen is a mechanical annualization, not a lease qualification standard.","title":"Current screen splits by source"},{"body":"Same-month ZORI growth is positive over all observed horizons: 5.41% at one year, 4.13% at three years, and 6.82% at five years. The latest annual pace exceeds the three-year figure but trails the five-year pace. Variability and the 1.42% maximum drawdown describe past index behavior only; they do not support a forecast.","title":"History remains positive but slows against its longest path"},{"body":"The bedroom ladder is modelled by scaling ZIP ZORI with HUD FMR/SAFMR standards. It is not a set of measured studio through four-bedroom listings. ACS reports a 47.1% rent-burden share among renter households and a 7.8% vacancy rate, but aggregate burden and vacancy measures cannot identify the terms, availability, or payment position of a particular home.","title":"Bedroom ladder is modelled, while ACS describes household conditions"},{"body":"Redfin’s direct ZIP resale observation identifies median sold price, price change, sales pace, inventory, marketing time, supply, and sale-to-list measures in the for-sale universe. Its price gain outpaced the latest ZORI gain, creating a cross-market tension. The 6.25% annualized-rent-to-price computation is only a screening ratio between unlike sources, not a cap rate, net return, expected return, or property yield.","title":"Resale evidence is a separate counter-signal"}],"risks":["ZORI is an all-types typical asking-rent index rather than a lease ledger, and its backward-looking history does not verify an advertised unit’s availability, terms, condition, or future rent path.","The ACS result is a five-year survey of occupied renter homes in the matched ZCTA, with selected utilities and survey uncertainty; it cannot be equated to current asking rent or USPS delivery boundaries.","The bedroom ladder is a model driven by local HUD administrative standards and the ZIP index. It does not constitute observed studio, one-bedroom, or larger-unit listings in the current market.","Redfin’s resale measures summarize a rolling ZIP for-sale observation rather than rental transactions. Median price, inventory, marketing time, and sale-to-list behavior cannot establish property operating expenses, lease execution, or rental economics."],"qa":[{"a":"They capture different populations and rent concepts. Zillow ZORI is a current ZIP-level typical observed asking-rent index, blended across rental types. ACS is a 2024 five-year survey of occupied renter homes and its median gross rent includes selected utilities. The gap therefore cannot by itself identify rent inflation, a concession, or a property-level price difference.","q":"Why is the ACS gross-rent figure lower than the Zillow index?"},{"a":"The estimates start with the all-types ZIP ZORI and scale it using the local HUD bedroom ladder. That creates a consistent modelled sequence from studio through four bedrooms, but it does not observe asking rents for those bedroom groups. HUD’s administrative standard is not a rental listing dataset, so the figures cannot be treated as measured bedroom rents.","q":"How were the bedroom estimates created?"},{"a":"No. The same-month changes, monthly-return variability, drawdown, coverage, and discovery ranks summarize past Zillow ZIP ZORI observations through the supplied endpoint. They show that the latest annual pace sits between the three- and five-year rates, but they cannot establish causation, predict a later observation, or recommend a transaction.","q":"Does historical momentum establish future rent direction?"},{"a":"It annualizes the Zillow ZIP ZORI and divides that amount by Redfin’s median ZIP sold price. Because the numerator is a blended asking-rent index and the denominator is a rolling three-month resale median, it is only a cross-source screening ratio. It excludes expenses, financing, taxes, vacancy, lease execution, and property-specific conditions, so it is not a cap rate, net return, expected return, or property yield.","q":"What does the 6.25% rent-price screen signify?"}],"sources":[{"key":"apartment_list_time_on_market","name":"Apartment List Time on Market — listing liquidity","release":"Apartment List 2026-07","pulledAt":"2026-08-08","url":"https://www.apartmentlist.com/research/category/data-rent-estimates"},{"key":"apartment_list_vacancy","name":"Apartment List Vacancy Index — rental vacancy","release":"Apartment List 2026-07","pulledAt":"2026-08-08","url":"https://www.apartmentlist.com/research/apartment-list-vacancy-index-methodology"},{"key":"census_zcta_facts","name":"Census ACS five-year — ZCTA housing and income","release":"ACS 2024 5-year ZCTA","pulledAt":"2026-08-08","url":"https://api.census.gov/data/2024/acs/acs5.html"},{"key":"hud_zip","name":"HUD USPS crosswalk and Small Area FMRs — ZIP rent 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