In 75044, the most immediate tension is a nearly unchanged asking-rent reading alongside a weakening resale price signal. The ZIP Zillow ZORI is $1,575 per month, up 0.3% on the exact same-month one-year comparison, down 0.3% annualized across three years, and still up 2.8% annualized over five years. Redfin’s direct ZIP resale observation, by contrast, puts the rolling-three-month median sold price at $345,422, 6.6% below a year earlier. Those measures do not describe the same market, but they create a useful screen: current asking-rent steadiness has not been matched by recent for-sale price strength.
The rent-history series is complete for its stated window, with 124 observations, 123 consecutive monthly returns, and 100% coverage. Measured annualized monthly-return variability is 2.8%, which suggests the current index reading has been comparatively stable but not immovable. Separately, the maximum drawdown reached 5.4%, showing that a meaningful decline occurred within the historical path. The recent positive one-year direction only partly restores the longer pattern because the three-year result remains negative, despite the positive five-year change. Transparent national discovery ranks are 2,391 for momentum, 1,195 for stability, and 2,189 for balanced history among eligible ZIPs, where lower ranks are higher. These are backward-looking measurements, not forecasts or investment conclusions.
Zillow’s figure needs source discipline. ZORI is a typical observed asking-rent index blended across rental types, rather than a lease-specific quote or a measured bedroom-rent survey. The bedroom figures are modelled estimates that scale the ZIP ZORI with the local HUD ladder: $1,294 for a studio, $1,346 for one bedroom, $1,575 for two bedrooms, $1,982 for three bedrooms, and $2,521 for four bedrooms. They are never measured bedroom rents. The local HUD FMR/SAFMR two-bedroom standard is $2,130, placing the modelled two-bedroom estimate at 73.9% of that administrative benchmark. HUD standards are bedroom-specific program measures, not asking rent.
The matched Census ZCTA five-year survey reports an ACS median gross rent of $1,810 with a $57 margin of error; the Zillow asking-rent index is 87.0% of that gross-rent measure. This is not necessarily a pricing conflict because ACS measures occupied renter homes and includes selected utilities, while Zillow tracks observed asking rents. A ZCTA is a statistical area and is not identical to a USPS delivery ZIP, even though the 75044 label is used as both the Zillow market identifier and the Census match here. The ZCTA median household income is $92,178 with a $5,738 margin of error. Applying the 30% required-income screen to the current ZORI produces $63,000 annually, or 20.5% of the area median income; that screen is arithmetic, not advice or an applicant qualification rule.
The ACS housing snapshot shows 17,470 housing units, of which 16,952 are occupied and 518 are vacant, producing a calculated 3.0% vacancy rate. Owner occupancy exceeds renter occupancy, and the housing stock is more concentrated in single-family structures than in large multifamily buildings. There are 6,969 renter-occupied homes in the survey universe. Of those renter households, 3,509 are estimated to spend at least 30% of income on gross rent, a 50.4% burden share; the burdened-household estimate carries a 736 margin of error. Vacancy and burden describe area-level survey conditions only. Neither establishes the availability, condition, rent, or affordability of a particular unit.
For wider context only, the Garland city context rent is $1,519.49, the Dallas County context rent is $1,646, and the Dallas-Fort Worth-Arlington, TX metro context rent is $1,673. The ZIP’s current Zillow index sits above the city context but below the county and metro context figures. Those are wider geographies, not substitutes for the direct ZIP measurement. Garland city, Dallas County, and metro context values can frame relative position, yet they do not alter the ZIP’s mixed rent-history result, the ZCTA survey composition, or the direct resale evidence. The distinction matters because city, county, and metro figures each cover broader populations and housing inventories than 75044.
Redfin supplies direct rolling-three-month ZIP resale evidence, not rental transactions or rental comparables. Its for-sale record shows 122 homes sold, a median 35 days on market, inventory of 123 homes, and 3.0 months of supply. The average sale-to-list ratio was 97.3%, while 16.0% of sold homes went above list price. These measures describe resale liquidity, marketing time, inventory, and seller-buyer pricing signals within the observed period. They challenge a simple reading of the stable current rent index because the sold-price change was negative. Annualized ZIP ZORI divided by Redfin median sold price creates a 5.5% cross-source screening ratio only. It is not a cap rate, net return, expected return, or property yield.
Important limits remain. Zillow cannot identify the exact unit mix behind the index, ACS cannot describe current asking terms, HUD cannot function as a market-rent quote, and Redfin cannot establish rental economics from resale data. Property-level resolution would require checking the actual bedroom count, advertised rent, utility responsibility, concessions, lease duration, availability date, condition, and whether a listing is genuinely comparable to the index’s blended rental mix. For a resale property, the sold date, list history, renovation status, financing terms, and direct comparable sales would also need review. The available evidence supports a measured comparison of rent, burden, stock, and resale signals, but not a forecast; are the current subject-property terms consistent with those separate evidence universes?
","findings":[{"body":"The current ZIP asking-rent index is nearly flat on the one-year measure, negative on the three-year annualized measure, and positive over five years. Complete history coverage and moderate variability support use of the current reading as a broad indicator, but the drawdown and mixed horizons argue against treating one current month as a durable directional signal.","title":"Rent history is mixed rather than uniformly rising"},{"body":"Zillow ZORI tracks a blended typical asking-rent index, ACS reports gross rent among occupied renter homes with selected utilities, and HUD provides an administrative bedroom-specific standard. The modelled bedroom ladder is scaled from ZIP ZORI using HUD relationships, so it is useful for relative sizing but is not a set of observed rents for available units.","title":"Asking rent, ACS gross rent, and HUD standards answer different questions"},{"body":"The arithmetic income screen based on the current asking-rent index is below the ZCTA median household income, yet just over half of surveyed renter households are estimated to spend at least 30% of income on gross rent. That difference illustrates why area median income and household-level burden cannot be treated as interchangeable affordability measures.","title":"Area-level burden remains material despite the income screen"},{"body":"Redfin’s direct ZIP resale data show a year-over-year decline in median sold price while the rent index is essentially unchanged over one year. Homes sold, marketing time, supply, and sale-to-list results describe the for-sale market only. The rent-to-price figure is therefore a cross-source screening ratio, not an operating-income or return calculation.","title":"Resale evidence complicates the stable-rent picture"}],"risks":["The ZIP index blends rental types and does not establish asking rent, concessions, utility treatment, availability, or lease terms for any specific dwelling today.","Survey burden estimates include uncertainty and describe occupied renter households, so they cannot prove that a particular applicant, building, lease, or available unit is rent burdened.","Redfin resale measures reflect sold homes and for-sale listings during a rolling observation period; they are not rental transactions, rental comparables, or evidence of property-level operating performance.","The ZCTA survey geography is statistical rather than postal, and its five-year estimates may differ from conditions in the Zillow ZIP identifier or a specific delivery address."],"qa":[{"a":"The measures cover different universes. Zillow ZORI is a blended typical observed asking-rent index, while ACS median gross rent is a five-year survey measure for occupied renter homes and includes selected utilities. Differences in unit mix, occupancy status, timing, and utility treatment mean the figures should not be read as directly interchangeable rent quotes.","q":"Why is the ACS median gross rent higher than the Zillow asking-rent index?"},{"a":"No. The studio through four-bedroom values are modelled monthly estimates derived by scaling the ZIP Zillow ZORI using the local HUD bedroom ladder. They help show relative bedroom sizing within the model, but they are not measured rents, advertised listings, signed leases, or proof of the cost of a specific available unit.","q":"Are the bedroom figures observed rents for available apartments or houses?"},{"a":"They are exact same-month annualized historical comparisons, not forecasts. The positive one-year reading indicates recent stabilization, the negative three-year result shows that the intermediate path remained weaker, and the positive five-year result preserves a longer-run increase. Variability and maximum drawdown indicate that the path included movement around the current index level.","q":"How should the one-year, three-year, and five-year rent changes be interpreted?"},{"a":"It simply divides annualized ZIP Zillow ZORI by Redfin’s ZIP median sold price, combining two separate data sources for a broad screening comparison. It does not account for expenses, taxes, financing, vacancy, repairs, utilities, property condition, or actual lease terms. Therefore it cannot be treated as a cap rate, property yield, or expected return.","q":"What does the Redfin screening ratio say about a potential property?"}],"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 2025Q4 + SAFMR 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