The distinctive decision question for 12180 is how to use a rising current asking-rent reference alongside renter, burden, and vacancy evidence without mistaking area measures for a property quote. In 2026-06, Zillow's ZIP-level ZORI was $1,524 per month, rising 5.72% year over year. ZORI is a typical observed asking-rent index blended across rental types, rather than the rent of every advertised home. The five-digit label 12180 is both a Zillow ZIP market identifier and a matched Census ZCTA; a ZCTA is a statistical area and is not identical to a USPS delivery ZIP. That distinction matters because the index establishes a current benchmark, but does not show a property's exact availability, terms, utilities, or physical attributes.
Income and burden describe survey households, whereas the asking-rent index is a separate ZIP market measure. In the ACS 2024 five-year matched ZCTA survey, median household income was $75,851. Annualizing the ZIP ZORI against that household-income field produces a simple cross-source ratio of 24.1%. The packet labels this as median household income, not renter income, so the ratio is a broad arithmetic screen. A 30% required-income screen for the index is $60,960 annually; it is arithmetic, not advice and not an applicant qualification rule. Of 11,392 renter-occupied homes, 5,240, or 46.0%, had gross-rent burdens at or above 30%; renter households were 52.1% of occupied homes. Those burden observations reveal reported conditions across surveyed occupied renter homes, not the affordability of a particular advertised unit.
The rent series answer different questions and should not be merged. Zillow's $1,524 asking-rent index is 23.7% above the $1,232 ACS median gross rent. ACS gross rent is a multiyear survey measure of occupied renter homes and includes selected utilities, so neither its level nor timing can be read as an asking-rent quote or a direct appreciation comparison. The ACS rent observation is from 2024; the supplied local HUD FY2026 two-bedroom FMR/SAFMR standard is $1,702. HUD FMR/SAFMR is an administrative bedroom-specific standard, not asking rent. ZORI equals 89.5% of that standard, a cross-source relationship that does not convert either series into the other.
For bedroom planning, the model is intentionally mechanical. It scales ZIP ZORI using the local HUD ladder, yielding modelled monthly estimates of $1,090 for a studio and then $1,269, $1,524, $1,828, and $2,017 as bedroom count increases. The local HUD ladder spans $1,217 at the studio end to $2,253 at the largest bedroom size shown. These are modelled estimates, never measured bedroom rents: their pattern comes from applying HUD relative bedroom standards to ZIP-wide ZORI. They therefore do not establish observed rents by bedroom, unit count, utility treatment, quality, lease term, or an individual property's price.
The ACS housing base supplies the inventory backdrop but does not measure active listings. The matched ZCTA had 25,373 housing units, including 21,872 occupied and 3,501 vacant, for a 13.8% vacancy rate. The stock includes 10,017 single-family units and 2,958 units in large multifamily structures. Among vacant units, the reported categories include 1,079 for rent, 101 for sale, and 256 seasonal. Those vacancy categories describe an area-wide ACS snapshot rather than current advertised supply, and they cannot prove that any specific unit is rentable, vacant, affordable, or offered on particular terms.
Wider comparisons position the ZIP without redefining it. Troy city context reports a rent measure of $1,501.19, Rensselaer County context reports $1,634, and Albany-Schenectady-Troy, NY metro context reports $1,679. Thus, the ZIP's current index is above the city-context measure and below the county- and metro-context measures. The Troy city context also reports a higher renter share and vacancy rate than the ZIP, while the Rensselaer County context reports lower readings for each; these are wider-scope context, not replacements for ZIP/ZCTA evidence. The metro context's apartment-vacancy, job-change, supply, income, and rent-to-income fields likewise describe metro scope only and do not explain the ZIP result or forecast it.
Limits are material. Zillow is a ZIP-level observed asking-rent index from its current period; ACS is a matched ZCTA multiyear survey with margins of error and only occupied renter-home outcomes; HUD is a fiscal-year administrative standard. The ZCTA match does not make Census geography a USPS delivery map, and the source universes must remain separate. At property level, concrete checks are the live advertised rent, bedroom count, included and excluded utilities, lease length, availability date, required fees or concessions, occupancy status, and whether the address lies within the intended delivery ZIP. These checks resolve listing-specific facts; none of vacancy, burden, ZORI, ACS gross rent, or HUD standards proves them.
","findings":[{"body":"The ZIP asking-rent index rose on the latest reading, but it is a blended benchmark across rental types. It is most useful for framing the current market reference. It does not identify the rent, utility package, bedroom count, lease terms, or availability of an individual home. The matched ZCTA label should not be read as a USPS delivery boundary.","title":"Current benchmark is distinct from property pricing"},{"body":"ACS gross rent observes occupied renter homes over a multiyear survey period and includes selected utilities. HUD uses bedroom-specific administrative standards. Neither is a substitute for a current asking-rent index, and the reported gap should be treated as a definitional and timing difference as well as a numerical comparison. The sources should remain separate when interpreting the record.","title":"Survey rents and HUD standards answer different questions"},{"body":"The studio-through-largest-bedroom figures are modelled monthly ZIP estimates created by scaling the overall ZIP index with the local HUD ladder. They convey the ladder's relative bedroom pattern, not observed bedroom-specific transaction or listing rents. They cannot establish the price of a particular size, property type, condition, lease duration, or utility arrangement.","title":"Bedroom figures are modeled scaling outputs"},{"body":"Renter share, reported rent burden, vacancy, and vacancy categories provide area-wide ACS context. They show neither the finances of a prospective tenant nor the status of a specific home. The city, county, and metro comparisons are wider geographic context only; they do not replace ZIP/ZCTA measures or establish a reason for the ZIP's rent level.","title":"Area-wide burden and vacancy cannot resolve a listing"}],"risks":["Source periods differ: the asking-rent index, multiyear ACS survey, and fiscal-year HUD standard are not a synchronized measurement set. Treating their levels as a single rent series can create misleading comparisons.","The matched Census geography is statistical and does not reproduce USPS delivery geography. An address-level conclusion based only on the five-digit label can therefore place a property in the wrong geographic interpretation.","Vacant-for-rent counts are area-wide survey categories, not a listing feed. They cannot demonstrate that a particular address is currently unoccupied, available, priced at the index, or suitable.","The required-income screen uses a fixed share of the ZIP asking-rent index, while reported burden is an ACS result for occupied renter homes. Neither figure qualifies an applicant or establishes the financial facts for one household."],"qa":[{"a":"It is Zillow's typical observed asking-rent index at ZIP scope, blended across rental types. It provides a current market reference rather than a census of listings. It does not identify a unit's exact rent, bedroom count, utilities, lease duration, availability, condition, or concessions.","q":"What does the current ZIP rent figure measure?"},{"a":"The ACS measure is a multiyear survey statistic for occupied renter homes and includes selected utilities, whereas ZORI is an observed asking-rent index. Different populations, rent definitions, and periods make a numerical gap descriptive rather than evidence of a common trend, a direct price premium, or a change in any specific property.","q":"Why does it differ from ACS median gross rent?"},{"a":"The bedroom amounts are not observed bedroom rents. They are modelled monthly ZIP estimates obtained by scaling the overall ZORI with the local HUD bedroom ladder. They are useful only as a consistent sizing framework and cannot prove rents, availability, utility treatment, or property characteristics for a particular bedroom category.","q":"Are the bedroom amounts observed rents?"},{"a":"Reported burden and vacancy are area-level ACS outcomes; they do not determine an individual household's ability to pay or a particular home's availability. The required-income amount applies a fixed share of income to the ZIP index for arithmetic comparison only. It is neither applicant advice nor a landlord qualification rule.","q":"How should burden, vacancy, and required-income figures be read?"}],"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 FY2026","pulledAt":"2026-07-26","url":"https://www.huduser.gov/portal/datasets/usps_crosswalk.html"},{"key":"realtor_county","name":"Realtor.com Economic Research — county listing inventory","release":"county inventory 2026-06","pulledAt":"2026-07-28","url":"https://www.realtor.com/research/data/"},{"key":"redfin","name":"Redfin Data Center — inventory, days on market, and price cuts","release":"metro tracker through 2026-05-01","pulledAt":"2026-07-26","url":"https://www.redfin.com/news/data-center/"},{"key":"redfin_zip","name":"Redfin Data Center — ZIP resale activity and supply","release":"ZIP rolling 3 months through 2026-06-30; updated 2026-07-03","pulledAt":"2026-08-12","url":"https://www.redfin.com/news/data-center/"},{"key":"zillow_county","name":"Zillow ZHVI and ZORI — county values and rents","release":"county ZHVI/ZORI 2026-06","pulledAt":"2026-07-26","url":"https://www.zillow.com/research/data/"},{"key":"zillow_zori","name":"Zillow ZORI — metro market rents","release":"Metro_zori_uc_sfrcondomfr_sm_sa_month.csv","pulledAt":"2026-07-26","url":"https://www.zillow.com/research/data/"},{"key":"zillow_zori_city","name":"Zillow ZORI — city market rents","release":"zillow_zori_city.csv","pulledAt":"2026-07-29","url":"https://www.zillow.com/research/data/"},{"key":"zillow_zori_zip","name":"Zillow ZORI — ZIP market rents","release":"ZORI ZIP 2026-06","pulledAt":"2026-08-08","url":"https://www.zillow.com/research/data/"}],"history":[{"period":"2019-02-01","rent":1010.942044},{"period":"2019-03-01","rent":1003.099977},{"period":"2019-04-01","rent":1013.36606},{"period":"2019-05-01","rent":1013.964274},{"period":"2019-06-01","rent":1023.114554},{"period":"2019-07-01","rent":1037.495175},{"period":"2019-08-01","rent":1038.44738},{"period":"2019-09-01","rent":1026.316698},{"period":"2019-10-01","rent":1030.160335},{"period":"2019-11-01","rent":1022.745327},{"period":"2019-12-01","rent":1026.696291},{"period":"2020-01-01","rent":1004.271555},{"period":"2020-02-01","rent":1018.814359},{"period":"2020-03-01","rent":1025.202029},{"period":"2020-04-01","rent":1037.967118},{"period":"2020-05-01","rent":1047.527528},{"period":"2020-06-01","rent":1058.987932},{"period":"2020-07-01","rent":1068.852798},{"period":"2020-08-01","rent":1079.006546},{"period":"2020-09-01","rent":1088.917946},{"period":"2020-10-01","rent":1094.681342},{"period":"2020-11-01","rent":1093.772827},{"period":"2020-12-01","rent":1098.630558},{"period":"2021-01-01","rent":1111.635316},{"period":"2021-02-01","rent":1134.271251},{"period":"2021-03-01","rent":1135.587305},{"period":"2021-04-01","rent":1142.747837},{"period":"2021-05-01","rent":1139.653936},{"period":"2021-06-01","rent":1143.140443},{"period":"2021-07-01","rent":1136.49884},{"period":"2021-08-01","rent":1138.138433},{"period":"2021-09-01","rent":1150.321927},{"period":"2021-10-01","rent":1168.862188},{"period":"2021-11-01","rent":1191.739181},{"period":"2021-12-01","rent":1202.024787},{"period":"2022-01-01","rent":1187.313446},{"period":"2022-02-01","rent":1182.333332},{"period":"2022-03-01","rent":1215.68884},{"period":"2022-04-01","rent":1235.42757},{"period":"2022-05-01","rent":1232.688486},{"period":"2022-06-01","rent":1226.121163},{"period":"2022-07-01","rent":1237.51692},{"period":"2022-08-01","rent":1254.064485},{"period":"2022-09-01","rent":1258.396584},{"period":"2022-10-01","rent":1267.108714},{"period":"2022-11-01","rent":1278.013246},{"period":"2022-12-01","rent":1272.125487},{"period":"2023-01-01","rent":1292.99029},{"period":"2023-02-01","rent":1287.336719},{"period":"2023-03-01","rent":1289.572975},{"period":"2023-04-01","rent":1264.380468},{"period":"2023-05-01","rent":1286.104441},{"period":"2023-06-01","rent":1298.528371},{"period":"2023-07-01","rent":1325.997809},{"period":"2023-08-01","rent":1325.958054},{"period":"2023-09-01","rent":1329.137878},{"period":"2023-10-01","rent":1310.65734},{"period":"2023-11-01","rent":1304.552867},{"period":"2023-12-01","rent":1313.265429},{"period":"2024-01-01","rent":1333.250102},{"period":"2024-02-01","rent":1353.301442},{"period":"2024-03-01","rent":1354.916316},{"period":"2024-04-01","rent":1386.415999},{"period":"2024-05-01","rent":1395.819574},{"period":"2024-06-01","rent":1413.605333},{"period":"2024-07-01","rent":1401.24207},{"period":"2024-08-01","rent":1414.484251},{"period":"2024-09-01","rent":1403.285039},{"period":"2024-10-01","rent":1413.48756},{"period":"2024-11-01","rent":1409.178067},{"period":"2024-12-01","rent":1423.851573},{"period":"2025-01-01","rent":1427.681674},{"period":"2025-02-01","rent":1428.499621},{"period":"2025-03-01","rent":1435.100759},{"period":"2025-04-01","rent":1440.314854},{"period":"2025-05-01","rent":1445.154703},{"period":"2025-06-01","rent":1441.722623},{"period":"2025-07-01","rent":1451.832168},{"period":"2025-08-01","rent":1454.722122},{"period":"2025-09-01","rent":1476.74531},{"period":"2025-10-01","rent":1491.658512},{"period":"2025-11-01","rent":1510.672401},{"period":"2025-12-01","rent":1510.397319},{"period":"2026-01-01","rent":1507.404742},{"period":"2026-02-01","rent":1512.225104},{"period":"2026-03-01","rent":1519.065137},{"period":"2026-04-01","rent":1517.965398},{"period":"2026-05-01","rent":1518.896595},{"period":"2026-06-01","rent":1524.251096}],"historySummary":{"pointCount":89,"firstPeriod":"2019-02-01","latestPeriod":"2026-06-01","coverageMonths":89,"coverageRatio":1,"changes":{"1":{"years":1,"startPeriod":"2025-06-01","endPeriod":"2026-06-01","startRent":1441.722623,"endRent":1524.251096,"change":0.05724296177601129,"cagr":0.05724296177601129},"3":{"years":3,"startPeriod":"2023-06-01","endPeriod":"2026-06-01","startRent":1298.528371,"endRent":1524.251096,"change":0.17382964441983684,"cagr":0.05487667880716174},"5":{"years":5,"startPeriod":"2021-06-01","endPeriod":"2026-06-01","startRent":1143.140443,"endRent":1524.251096,"change":0.33338917832338466,"cagr":0.05923271375189443}},"maxDrawdown":-0.032910502407931363,"annualizedVolatility":0.03171985058740135,"consecutiveReturnCount":88}}