Affordability is the clearest tension in 44102. Zillow's June 2026 ZIP ZORI is $1,312, a typical observed asking-rent index blended across rental types rather than a quote for any one home. The same five-digit label is both the Zillow ZIP market identifier and a Census ZCTA match; a ZCTA is a statistical area and is not identical to a USPS delivery ZIP. In the matched ACS 2024 five-year survey, median gross rent is $982, making the index 33.6% higher, but ACS describes occupied renter homes and includes selected utilities. The $52,480 annual income generated by applying a 30% screen to current ZORI exceeds the ZCTA median household income of $42,714; the simple ratio is 36.9%. This is arithmetic, not advice or an applicant qualification rule.
The backward-looking pattern does not show a recent rent break: exact same-month ZORI change is 5.9% over one year, against annualized changes of 4.8% over three years and 6.2% over five. Thus recent appreciation is above the middle-term pace but just below the longer path, consistent with stable growth rather than a newly accelerating series. The history has 100% coverage of the supplied direct ZIP observation series. Monthly movement translates to 2.6% annualized variability, so the current reading has a relatively steady historical backdrop, although it remains only one index snapshot. Its deepest recorded peak-to-trough decline was 2.4%, a separate indication that past setbacks were limited. Transparent national discovery ranks are 255 for momentum, 885 for stability and 134 for the balanced measure, where lower ranks are stronger; they summarize past measurements, not forecasts or investment recommendations.
Bedroom figures should not be read as measured rents. They are modelled monthly ZIP estimates that scale the ZORI level by the local HUD ladder: $957 for a studio, $1,085 for one bedroom, $1,312 for two, $1,688 for three and $1,805 for four. The FY2026 underlying HUD ladder provides the size scaling beneath those estimates. HUD FMR/SAFMR is an administrative, bedroom-specific standard, not asking rent, and the ladder may be a ZIP SAFMR or county-derived standard under the supplied scope. The two-bedroom model happens to anchor to the overall index, but that alignment does not convert any bedroom estimate into an observed listing median. Use the ladder only as a consistent size-scaling device within this ZIP.
ACS describes a renter-heavy stock, not a live availability feed. Of 23,262 housing units in the matched ZCTA, 3,784 are vacant, yielding a 16.3% vacancy rate. Renter households number 12,744, representing 65.4% of occupied homes. The broad vacancy measure spans multiple statuses, while the for-rent vacancy category is only a classification within it; neither measure establishes condition, price, concessions, or availability for a particular unit. Among occupied renter households in the ACS survey, 45.3% report gross-rent burden at or above the 30% threshold. That burden is a household-level survey result, not proof that a current ZORI-priced unit is unaffordable to, or occupied by, any specific household.
Broader rent benchmarks point in the opposite direction from the ZCTA gross-rent comparison. In Zillow asking-rent context, the City of Cleveland is about $1,430, Cuyahoga County is $1,465, and the Cleveland-Elyria, OH metro is $1,474; each is wider context, not a substitute for the ZIP observation. The ZIP index therefore sits below all three wider asking-rent readings even as it exceeds the ZCTA's occupied-home gross-rent median. This is a source-universe distinction as much as a geographic one: asking-rent index composition, occupied-home survey medians with selected utilities, and administrative standards answer different questions. No city, county, or metro figure should be treated as a ZIP rental comparable or as evidence about the terms of an individual property.
Resale data add a counterweight, but belong wholly to the for-sale market. In Redfin's direct rolling-three-month ZIP observation, median sold price is $212,452, up 22.8% year over year, with 165 homes sold and a median 41 days on market. Inventory is 217 homes and months of supply is 4.0. The average sale-to-list result is 97.1%, while 21.9% of sales cleared list price. These are resale liquidity, pricing, and marketing signals, not rental transactions, rental comparables, or property economics. The large resale-price change supports a stronger sale-price headline than the rent history supplies, yet the supply and below-list average temper that headline. This tension challenges any simple translation from past rent growth or the income screen into a purchase-market conclusion.
Annualized ZIP ZORI divided by the median sold price equals a 7.4% cross-source screening ratio. It is not a cap rate, property yield, net return, expected return, or a statement about cash flow, because neither the rent index nor ZIP sale-price median contains the operating, financing, tax, unit-mix, or transaction details needed for those measures. Its narrow use is to set the asking-rent level beside the ZIP resale-price level. Read it with the preceding tension: the history makes the current rent snapshot more credible as a recent measurement, while the resale block signals a separate market whose price movement cannot establish rental economics.
Limits matter most when the figures are close enough to influence a decision. ZORI is a blended ZIP index, ACS is a five-year ZCTA survey with sampling uncertainty, HUD is an administrative ladder, and Redfin is a rolling ZIP resale observation; none identifies the rent, utility treatment, physical state, tenure, or sale terms of a specific home. Before relying on any screen, verify the property's current asking terms, bedroom count, included utilities, lease concessions, legal occupancy, condition, listed status, comparable signed rents, recent closed sales, exposure time, and the distinction between active and sold inventory. The unanswered property-level question is whether those verifiable facts resemble the relevant source universe closely enough to make this ZIP-level snapshot useful?
","findings":[{"body":"June Zillow ZORI sits materially above the ACS occupied-home gross-rent median, while the simple thirty-percent income screen is above the ZCTA median household income. The comparison is useful for identifying a mismatch, but it cannot adjudicate a specific listing because selected utilities, household composition, and rental-type mix differ across source universes.","title":"Asking-rent and income screen diverge"},{"body":"Exact same-month rent history portrays continued, not broken, growth. Recent appreciation lies between the three-year and five-year annualized readings, while low movement dispersion and a shallow prior drawdown support moderate confidence in the stability of a current index reading. The full-coverage series and discovery ranks remain descriptive history rather than evidence of future rent performance.","title":"History supports stable-growth interpretation"},{"body":"Each studio through four-bedroom figure is a modelled monthly estimate derived by applying the local HUD bedroom ladder to ZIP ZORI. These values allow a size-consistent screen, but they are neither surveyed unit medians nor observed listing rents. HUD FMR or SAFMR is an administrative bedroom standard, so it should not be substituted for a landlord asking rent.","title":"Bedroom ladder is modelled rather than observed"},{"body":"Redfin's ZIP resale observation presents a stronger annual sale-price change than the rent index's recent change, creating a cross-market tension. At the same time, supply, marketing time, and sale-to-list metrics limit any simple hot-market reading. The observation records for-sale transactions and listings only; it cannot measure leases, property expenses, or rental operating results.","title":"Resale conditions create a separate market tension"}],"risks":["The ACS ZCTA survey represents occupied renter households over five years and includes selected utilities, so its gross-rent and burden estimates may not match today's unit mix or lease terms.","Vacancy is a broad housing-stock status rather than proof of immediate availability; it includes categories beyond rental supply and says nothing about unit condition, price, or concessions.","The bedroom ladder inherits HUD's administrative standard and Zillow's blended index, which can differ from rents actually asked or accepted for a particular size, building, or lease structure.","The rent-to-price screen combines ZIP-level sources with different transaction universes; absent operating costs, financing, taxes, and property details, it cannot establish a cap rate or financial return."],"qa":[{"a":"Zillow ZORI measures a typical observed asking-rent index for the ZIP and blends rental types. ACS median gross rent is a five-year survey statistic for occupied renter homes in the matched ZCTA and includes selected utilities. Different timing, unit composition, household occupancy, and utility treatment mean that their gap is informative but not a direct like-for-like rent comparison.","q":"Why does Zillow ZORI differ from the ACS median gross rent?"},{"a":"No. The bedroom amounts are produced by scaling the ZIP-wide ZORI level according to the local HUD bedroom ladder. HUD FMR or SAFMR is an administrative standard with bedroom steps, not observed asking rent. The outputs are therefore modelled estimates useful for consistent size screening, while a listing-level rent still requires direct property evidence.","q":"Are the bedroom figures observed rents for apartments in this ZIP?"},{"a":"Complete history coverage, modest annualized variability, and limited historical drawdown make the index's current reading more stable in a backward-looking sense than a sparse or erratic series would be. However, the ranks, growth rates, and drawdown are descriptive past measurements. They do not establish future rent direction, an investment outcome, or the rent available at a given home.","q":"What does the rent history say about confidence in the current ZORI level?"},{"a":"Redfin's rolling ZIP series tracks for-sale observations: sold prices, sales volume, exposure time, inventory, supply, and sale-to-list outcomes. Dividing annualized ZORI by median sold price only places separate ZIP-level rent and price indicators beside one another. Without property operating costs, unit data, transaction terms, or financing information, the result cannot describe a cap rate, yield, or return.","q":"How should the rent-to-price screening ratio be interpreted?"}],"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 fallback","release":"ZIP-CBSA 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