spb/wp21_uqo

1record_id,decision,reason_code,reason,property_type_guess,outcome_guess,country_guess,ai_ml_flag24cce35e2462aa6adb0b180455af1e248a840a902,include,ELIGIBLE_ML_PREDICTIVE_ONLY,Compares LR/SVM/DNN for house price prediction; no marginal effects,unknown,unknown,unknown,13c8fcbc7b465576205da284b034de45a62993a206,exclude,E2_no_characteristics,City-level panel of tourism and housing prices; no property characteristics,unknown,unknown,China,0459261e2e39b0c3b4a97c6493a726202144018f9e,unclear,UNCLEAR_no_abstract,Title suggests city-level quality determinants; micro design unknown,unknown,unknown,Australia,0550afd590e4e51a81c9afb1a5eb44b454e9f8473e,exclude,E2_no_characteristics,Ripple effect and spatial volatility of regional house price indices,unknown,unknown,United Kingdom,06db7b538b454552788bf9ab1b9b23610881d1c342,unclear,UNCLEAR_no_abstract,Sorting framework thesis may embed hedonic stage; no abstract,unknown,unknown,unknown,07d58ecfd119a34ae0419e39082b7114991b030168,include,ELIGIBLE_HEDONIC,GWR spatial analysis of house prices in Shenzhen; title clear,unknown,unknown,China,0842b9fb5cc4a4aa5b44ce497e4194bed6bc23be94,exclude,E8_not_housing_market,Encyclopedia entry on environmental health of gas development,unknown,unknown,United States,09b9c579f2a1f76d045c3ff69bdc585943e16f00f6,exclude,E2_no_characteristics,Macro effect of interest rates on real estate transactions in China,unknown,unknown,China,0102798d1fb4dd4d5e8d54866355f1b51f6b87a9c43,exclude,E8_not_housing_market,Cardiovascular health study; property value only an SES exposure,unknown,unknown,Jamaica,011e2bbd1830ab2ddb1b60e132bc7389b7b675579ce,include,ELIGIBLE_ML_PREDICTIVE_ONLY,AVM uncertainty quantification with XGBoost/RF on Oslo apartment sales,condo_apartment,transaction,Norway,1129d9c36fb0e4e7b980c860f7e6515ef6d805391ab,exclude,E4_review_or_meta,Qualitative review of sustainable housing preferences and affordability,unknown,unknown,unknown,0135e83261e49e7715cfa061ba4d497b1dab4327631,include,ELIGIBLE_HEDONIC,Effect of housing attributes and green certification on Malaysian house prices,unknown,transaction,Malaysia,01493592e65a1eb94428d33a98654a11bb888a8ce6c,exclude,E8_not_housing_market,Epidemiological study of blue space and diabetes onset,unknown,unknown,United States,0155a2ed8dc0bb646f525f64160627b03806df62047,include,ELIGIBLE_HEDONIC,Vegetation coverage and home values in Phoenix; hedonic-type regression,single_family,unknown,United States,01664e3d8db3e5d8873b1c072bc1e9bfe178b55149a,include,ELIGIBLE_HEDONIC,Land Registry prices linked to EPC attributes; multi-scale price models,mixed,transaction,United Kingdom,017804ce74d0825969baa546ee9b9b141b1e446a847,include,ELIGIBLE_HEDONIC,Capitalisation of job accessibility and environmental quality in London submarkets,mixed,transaction,United Kingdom,01887dab94f36ecf2a8aa93a31ba671bcbc7f68886f,include,ELIGIBLE_HEDONIC,Capitalisation of grammar school access into property prices,mixed,transaction,United Kingdom,01929512a67674372dca43f5737275731d04f4ed839,exclude,E1_no_residential_price,"Outcome is probability of wildfire destruction, not price",single_family,unknown,United States,0206aef4e193b4a83f0f64e996fe22595cb9634ee93,exclude,E1_no_residential_price,"Determinants of housing vacancy distribution, not prices",unknown,unknown,Japan,0212f2eb6b6e0a76e62bcef4348da19926eb625981b,exclude,E5_not_empirical_regression,Descriptive spatial classification of Moscow housing construction,multifamily,unknown,Russia,022f8713e591c7667560c2cd38cdec3be9c97dbf77b,include,ELIGIBLE_ML_PREDICTIVE_ONLY,Hybrid ANN-SVM mass appraisal of single-family homes vs OLS/GWR/SEM,single_family,transaction,unknown,123c7cae935784ddaddf146b26cb06f8c5f41cd0b3e,exclude,E2_no_characteristics,"Macro determinants (oil price, inflation) of Kuwait house prices",unknown,unknown,Kuwait,0244826b5b6ca475f3223a33b6d9e6bcbe0e8a94cf8,include,ELIGIBLE_HEDONIC,XGBoost with SHAP marginal contributions on Hong Kong transactions,condo_apartment,transaction,Hong Kong,1253219663a9c40fb1e9fa07fcdd259854695886200,exclude,E8_not_housing_market,NLP community prediction from social media,unknown,unknown,United States,026cfc27a33426e6615c17a451873b0b54c65612252,include,ELIGIBLE_HEDONIC,HLM of urban form and functional zones on housing transaction prices,mixed,transaction,China,0276afe2c8c44ded3df3660325e2f2d290027bcc140,exclude,E2_no_characteristics,District-level housing prices regressed on Twitter sentiment,unknown,unknown,Turkey,02844a87d523306e4f5fc9f3cb023781fee5e10a220,include,ELIGIBLE_ML_PREDICTIVE_ONLY,Compares MLR/Ridge/Lasso/RF for house price prediction from listings,unknown,listing,Indonesia,12984aedeb2329b388be1bf74253e3c2cd2586be562,unclear,UNCLEAR_other,Lisbon house price variation around 2008 crisis; unit of analysis unclear,unknown,unknown,Portugal,03075ba68147bf6e34f9b631b70a8cea636eda11e65,include,ELIGIBLE_HEDONIC,GWR of locational and structural attributes on KL residential values,unknown,transaction,Malaysia,0315903681fdc4748e2363cd9eccfe4d7419594224c,include,ELIGIBLE_HEDONIC,Tax capitalisation into property prices with DML and rich controls,mixed,transaction,Sweden,132c13ba7ec24a77ebbcb41babca2a687b501814eab,exclude,E1_no_residential_price,Computer vision measurement of window view distance; no price model,unknown,unknown,Hong Kong,133c32c258bc409a56d3841a46a421cecf33cd66d99,exclude,E8_not_housing_market,Airbnb short-term rental nightly price recommendation,rental,listing,unknown,1349fae76e9d08fe817b5237b9361cc88437096bdc9,exclude,E4_review_or_meta,Bibliometric review of real estate bubble literature,unknown,unknown,unknown,035670518142f78514470ad2ea85cc37f0ccb4483aa,include,ELIGIBLE_HEDONIC,Spatial DiD of low-emission zone on single-family listing prices,single_family,listing,Germany,036cf644bbdd9bd19b22aabd0f2ca281158506607e0,exclude,E2_no_characteristics,Bubble detection tests on aggregate Colombian price series,unknown,unknown,Colombia,03755736d315d7ddbddf68a2b9c919fa123ed40b87a,include,ELIGIBLE_HEDONIC,GWR of walkability and transport value uplift on transactions,unknown,transaction,unknown,0382b800893d0f199087beb77ece2e1ae1f6a447d34,exclude,E2_no_characteristics,County-level panel of COVID cases and housing prices,unknown,unknown,United States,03960165a1034e15dbe03f24a89b680854c23978e94,include,ELIGIBLE_ML_PREDICTIVE_ONLY,Comparative ML algorithms for urban house price prediction,unknown,unknown,unknown,1407a34439f9b2bb695784c456c03a4a8967ff3640e,exclude,E2_no_characteristics,Transfer entropy between builder index and Case-Shiller index,unknown,unknown,United States,04195c91ff86c983b86215843107954c3c67dabf3c5,exclude,E1_no_residential_price,"Outcome is time-on-market via Cox model, not price",condo_apartment,unknown,Hong Kong,0429a61826a4d6289d3bd9817f0024f1f7e5da3eb05,exclude,E2_no_characteristics,Macro forecasting model of Hong Kong house prices 1980-2001,unknown,unknown,Hong Kong,04357589715ac838c44bd65d5726a17d94530ed29c6,exclude,E2_no_characteristics,ECM forecasting of Sydney house prices with macro drivers,unknown,unknown,Australia,044cb5a7b1e772084f00688ab23f5c51c41012553e1,include,ELIGIBLE_HEDONIC,RDD of energy label bands on 7 million UK residential sale prices,mixed,transaction,United Kingdom,0452ce98014780d8a025c9acf3e943a33fd71e8d5b6,include,ELIGIBLE_HEDONIC,Pine beetle damage and home values; matching with regression adjustment,single_family,transaction,United States,0467fc0065794762b847c9bb68776346c0d1b3f4aa7,exclude,E2_no_characteristics,Monetary policy shocks on aggregate house price index,unknown,unknown,United States,04789150a647d9e1a08eb1878266bd50b940d68ac55,unclear,UNCLEAR_other,Home appreciation by buyer race and neighbourhood; price level model unclear,single_family,transaction,United States,048acb2aa00a1957b93d67befab7ff24d3bce05c99a,include,ELIGIBLE_ML_PREDICTIVE_ONLY,Ridge/LASSO/Elastic Net on census-tract housing values; aggregate data,unknown,appraisal,United States,149abdcace94f2704496eeea64c035cd4e01ff45963,include,ELIGIBLE_ML_PREDICTIVE_ONLY,Decision-tree house price prediction with feature importance,unknown,unknown,China,15086a451f6ea9c7f7eda2c0cd82db2903990ccb1f3,exclude,E8_not_housing_market,Land use restrictions and restaurant quality,unknown,unknown,United States,051da958e8219ddb9cfcf129b7ab1fb26697625b958,include,ELIGIBLE_HEDONIC,Airport noise and proximity on Atlanta housing prices; title clear,single_family,transaction,United States,0525a3d0caa40a6f1c0c02b9c2b731c3caceb87d1e2,include,ELIGIBLE_HEDONIC,Heterogeneous amenity effects of terrain and landscape on housing prices,condo_apartment,unknown,China,053e1ec1b999c9d283637d0daa85c523651f6de3bec,unclear,UNCLEAR_no_abstract,Air quality and housing prices by ML; unit of analysis unknown,unknown,unknown,China,1540b0a26f8891fa7516a6b0a7e234002eed48217d4,include,ELIGIBLE_ML_PREDICTIVE_ONLY,AI house price evaluation model; title indicates ML valuation,unknown,unknown,China,1558668b7e56b1ea1030296fd1fcdeddbc1e7a91421,include,ELIGIBLE_HEDONIC,Ridge regression of house value determinants; classic hedonic,single_family,unknown,United States,0564d86f0e95e1fafc3fcd2a4b2edb570bb29079415,exclude,E8_not_housing_market,Shrub production carbon footprint,unknown,unknown,United States,057499312306c877bc6841521aa0ecb312519eb12fb,exclude,E8_not_housing_market,Rural residential land transition,unknown,unknown,China,058c7ad7491fb8d336fd680ebdc684e9a62a9eae81c,exclude,E8_not_housing_market,Mediterranean diet sustainability,unknown,unknown,United States,059a3c68f008eb845572eb67a041f505b0fed83323a,exclude,E2_no_characteristics,Aggregate time series of Danish house prices and mortgage repayments,unknown,unknown,Denmark,0603879c480a0acae6d87b7a228ff348ccbbd853136,exclude,E2_no_characteristics,Census-area aggregate regression of Hong Kong housing prices,unknown,unknown,Hong Kong,061615cab34abada51059e7bf812011aa18b664bad3,exclude,E2_no_characteristics,GNN on data-zone aggregate house prices in Scotland,unknown,unknown,United Kingdom,162c346c7df3038941d44971fc34c6be37a646c642d,exclude,E8_not_housing_market,Macroeconomic shocks and suicides,unknown,unknown,United Kingdom,0636e9c26a825457de53154364c62dc8ae8b8baf5a1,include,ELIGIBLE_ML_PREDICTIVE_ONLY,Spatial performance comparison of ML algorithms for real estate valuation,unknown,unknown,Turkey,164299d1caeffba2effdb0e828a5bb0729add2502ec,exclude,E8_not_housing_market,Ecological land risk in Northeast China,unknown,unknown,China,0657883bb23064295a87ed43d17013884328377d12c,exclude,E8_not_housing_market,Talent migration intention and housing prices,unknown,unknown,China,06679a7694fb1ad440b3a3e8d2a0ec12855dfa0bafc,exclude,E1_no_residential_price,Housing affordability and income thresholds; no price regression,unknown,unknown,Italy,0677283885362d039a454c4650ee5244fa5acd31cf0,exclude,E2_no_characteristics,ARDL cointegration of city-level Turkish prices and rents,unknown,unknown,Turkey,0684ddd46259386d6996e849c404ec8b4879516fd0e,exclude,E2_no_characteristics,Settlement-level unit housing prices on population and accessibility,unknown,unknown,Hungary,069b0e87f88f0088dc7094ae48010ca2ff3d341c35e,exclude,E1_no_residential_price,"Outcome is school quality, housing price is a regressor",unknown,unknown,China,17027bb95221e788786fdbbba7a683c8f71e56fdc41,exclude,E8_not_housing_market,Built environment and car-hailing trips,unknown,unknown,China,071a9aa8ff2e63af06927e90407046655fab060c351,include,ELIGIBLE_HEDONIC,Infill development impacts on geocoded property sale prices,mixed,transaction,unknown,07299e1e6314dcad04e7be39a5595dec7224ddf907c,unclear,UNCLEAR_other,IKEA entry and property values quasi-experiment; aggregation level unclear,unknown,unknown,Sweden,07339c04ab14dd76efab8e972305536d9ad45ee5f85,exclude,E1_no_residential_price,Residential location choice of educated population,unknown,unknown,China,0749e1016f9132795f302abd38ed5226e9d1c79fc91,include,ELIGIBLE_HEDONIC,HGWR estimator with Beijing house price application,condo_apartment,unknown,China,075ee3f8de7c1af011e16f0a2714b5c679d0d5bff1d,exclude,E8_not_housing_market,Aluminum alloy cavitation,unknown,unknown,unknown,0767427027199417a18a70be69cb0f3a0e0b8d51fb0,exclude,E8_not_housing_market,MIP scoreboard indicators and crises,unknown,unknown,unknown,077debb879b08a61a69a9774762e42c5e90adead863,exclude,E8_not_housing_market,Sober living house locations,unknown,unknown,United States,078ef26ea4d40b8ff296727bed41ccf47bda06ee21d,exclude,E2_no_characteristics,VAR spillovers among regional housing submarkets,unknown,unknown,South Korea,079f997df888ed6b26ae76370363c48e7bbc4000b13,include,ELIGIBLE_ML_PREDICTIVE_ONLY,Regularised and polynomial regression on California Housing dataset; aggregate,unknown,unknown,United States,18096726fe02beb31f372d7c80904ad281804989b1c,exclude,E8_not_housing_market,Shared bicycle mobility network,unknown,unknown,China,0818d561f74e01deb51dbaf047e04e8cbf395cd5191,exclude,E2_no_characteristics,Time-series forecast of jeonse prices from news keywords,condo_apartment,rent,South Korea,082a1c52d0cdfa16b8b76a52eb8dda2994a02c6be3a,exclude,E2_no_characteristics,"Structural GE location-choice model; neighbourhood-level prices, no hedonic coefficients",unknown,transaction,United States,083ec99b6e8a7c10994a8eb24054f21d76bbe7cf3ae,exclude,E2_no_characteristics,Aggregate US housing wealth measurement from Zillow AVM,unknown,appraisal,United States,0849357477a8421c36420b4fbb6be89a50b36cce0a8,include,ELIGIBLE_ML_PREDICTIVE_ONLY,"Multimodal deep learning (text, image, attributes) for house price prediction",unknown,listing,unknown,1855553871ab32e8f211d1140afba1971168295653e,include,ELIGIBLE_HEDONIC,Semiparametric GWR of selling prices on structural and locational attributes,unknown,transaction,Malaysia,0869d9bcef30c1235c7c33ac983a1571b2115b1b338,exclude,E5_not_empirical_regression,Questionnaire ranking of housing quality attributes; no price regression,unknown,unknown,Malaysia,0876d193a51bb53fb995b013f3471217f1ed762ad31,exclude,E2_no_characteristics,Area-level housing value changes during COVID; aggregate spatial model,unknown,unknown,United States,088a303f771010075203c591e922cc1f63675cf8818,include,ELIGIBLE_ML_PREDICTIVE_ONLY,AVM accuracy across spatial training levels; predictive performance only,unknown,unknown,Germany,1893e9e9ffcd989ab7442b8cd95e1ce769654ace34f,include,ELIGIBLE_HEDONIC,Millions of individual listings; ageing effect on prices and rents by dwelling type,mixed,listing,Germany,090de9df99097a91a951cee948f2d10c566362746d6,include,ELIGIBLE_ML_PREDICTIVE_ONLY,Random forest mass appraisal by zones with feature importance,unknown,unknown,Turkey,191a148ca562a43898b5b02881f2141ceed866909da,exclude,E1_no_residential_price,"Determinants of land-use regulation indices, not prices",unknown,unknown,Switzerland,0925ea1493754d508bc09bf1895186f7e6ac8bb1709,exclude,E2_no_characteristics,Czech housing bubble indicators and VAR,unknown,unknown,Czech Republic,093730cc2d0bb3920ae40df7b3b27521a940441caf8,include,ELIGIBLE_HEDONIC,Non-linear school quality premium in Fremont house prices,single_family,transaction,United States,094a66db69458a44f92f31adcc0148e095d23d9c763,exclude,E1_no_residential_price,Emergy measure of public service quality; no price regression,unknown,unknown,United States,0952fbb3a58c956f382827e6bbb2455f777f5f01d19,include,ELIGIBLE_ML_PREDICTIVE_ONLY,Multiple linear regression house price prediction system,unknown,unknown,unknown,196742b568f6e3d1873a27d435633298d37b98705f9,exclude,E2_no_characteristics,Metropolitan panel of prices and transparency index,unknown,unknown,Europe,0974f9246683d1dfbd13615e4cb7e0ad48997864ebe,exclude,E2_no_characteristics,Municipality-level housing prices and tourism accommodation composition,unknown,unknown,Croatia,0988899d011bc19c489315ccc358d4767c58bec462c,exclude,E2_no_characteristics,Forecasts of city rental price indices with Gaussian processes,unknown,rent,China,1995173f612fa22192867f403eb6863c58bdf3eea93,exclude,E2_no_characteristics,Macro indicator forecast of Xi'an housing prices,unknown,unknown,China,0100cecea371ec1a3bc249deb4efa8d87d3bc926e15c,exclude,E2_no_characteristics,Structural break analysis of national housing price dynamics,unknown,unknown,China,010189e297cc6f8d3eccaad4811d5d584356d8e26414,include,ELIGIBLE_ML_PREDICTIVE_ONLY,ML regression models for house price prediction; accuracy only,unknown,unknown,unknown,1102e92bb514e3258a302ceaf70b31697cccfb37fe95,include,ELIGIBLE_HEDONIC,Boundary RDD of primary school zones on NSW house prices,single_family,transaction,Australia,0103eb701cf86026ddf09cc2f6fa6112efb905086050,include,ELIGIBLE_ML_PREDICTIVE_ONLY,SVR/XGBoost/RF comparison for house price prediction,unknown,unknown,unknown,11045e3ab6608944f5e0b99b9e3bfbbee327f13097ae,exclude,E4_review_or_meta,Literature review of conservation easement effects on property values,unknown,unknown,United States,01057fec8df376aeaa35253cefdcd59f21dfce8b29db,exclude,E1_no_residential_price,Office rents and land values near transit in Seoul,unknown,unknown,South Korea,01067b46a828ae3328415b07a84f540a43fcaec3d52c,unclear,UNCLEAR_no_abstract,Spatial features on land and housing prices; design unknown,unknown,unknown,unknown,0107b70da36f6c27eb2e2931e1fd49b50ec864890563,exclude,E2_no_characteristics,Spatial price index from demand system estimation,unknown,unknown,unknown,0108bee52343ffa73aad23542914ec3ed1e1d03d6720,unclear,UNCLEAR_no_abstract,Economic determinants of affordable housing prices; likely macro,unknown,unknown,unknown,0109b6e75dff6727c5b0316020b1050e7a790688cd43,unclear,UNCLEAR_no_abstract,Demand for housing attributes in rent-controlled market; hedonic stage unknown,rental,rent,unknown,01106f273edd7d4d076ad74ff6c37cbb97f200161903,unclear,UNCLEAR_no_abstract,Spatial-temporal housing price analysis in Pinellas County; design unknown,unknown,unknown,United States,0111df9bd6aab9c25a764585548d28c338ac1b397458,include,ELIGIBLE_HEDONIC,Accessibility to urban service amenities on Beijing housing prices; title clear,condo_apartment,unknown,China,01127b1ba7a767f823276c2dbc08652bcda2752d6b82,include,ELIGIBLE_HEDONIC,House price surfaces near World Heritage Site; conditional price model,unknown,unknown,unknown,01132796ce3bcafdb17fdfb1fb9ade9b84d23715f4d1,include,ELIGIBLE_HEDONIC,Proximity to thermal power plants capitalised in housing prices,unknown,unknown,China,011426a86fd4dd9609b708b509ba87965698266d7b6d,include,ELIGIBLE_HEDONIC,School vouchers and home price premiums; title indicates hedonic,single_family,transaction,United States,01156ca0c8ff0d8edf852b45543319e01f16d037cdf2,exclude,E8_not_housing_market,Book review of Atlas of Cities,unknown,unknown,unknown,0116ce8ead67967e98320e1e3922fe48feba306e0576,exclude,E8_not_housing_market,Tiny home and short-term rental permits time series,unknown,unknown,United States,0117daaf3309a526e7d04a6bb72f85bd00997c0ae1c9,unclear,UNCLEAR_other,Transport policy and property values; may be review or hedonic report,unknown,unknown,United Kingdom,0118df9b350f2ff9b9e69d0b4d167d736fd69935efa7,exclude,E8_not_housing_market,Floating population distribution and livability,unknown,unknown,China,0119f05ee7f22eb3fb798a64325ca17090ebc5f379f1,exclude,E2_no_characteristics,Volatility clustering of regional apartment price series,condo_apartment,unknown,Finland,01205ed97c04c46a8455a01a5d7109d10c7beb4061f8,exclude,E5_not_empirical_regression,Contingent valuation of houses near MRT stations,unknown,unknown,Taiwan,01217479faf4f8f34c48a731da73a302614ced1386e5,unclear,UNCLEAR_other,"Capitalisation of accessibility gains in Lyon; research summary, method unclear",unknown,unknown,France,0122df1d51c0e9c7472e8c906c90bf3ff21a300546df,exclude,E8_not_housing_market,Used vehicle price prediction,unknown,unknown,unknown,11233184c093b8b8284f6c26ed51b28ad413014d735f,exclude,E8_not_housing_market,P2P lending default,unknown,unknown,United States,01248dfdf34bbdd20440fabd15c73256d21ef2bbde75,exclude,E8_not_housing_market,Digital signage location recommendation,unknown,unknown,China,0125e1cfc6533708817248f620880f158c76a6fc1bd3,exclude,E8_not_housing_market,Great Lakes waterfront well-being indicators,unknown,unknown,United States,0126239ad5c501bf0490bec44e8c3aac5e374629d6a2,exclude,E8_not_housing_market,Zika epidemic spatial diffusion,unknown,unknown,Brazil,012746b02e133f37c6b822199a3f1f10fd7caaf03785,include,ELIGIBLE_HEDONIC,Bayesian multilevel house price model deriving WTP for retail centres,mixed,transaction,United Kingdom,0128aa609d114d978812c7d85d331a01f2c52bcc6633,exclude,E2_no_characteristics,ARDL of affordability and price-to-income indices,unknown,unknown,Turkey,01299d9c8cd90b0ea6afe016dcfe47c8b7f0e63bb2a5,exclude,E8_not_housing_market,GHB intoxication and area SES,unknown,unknown,United States,0130e4d052995cfc686cb8c33e0b201f180f2846b717,exclude,E8_not_housing_market,Urban parkland equity evaluation,unknown,unknown,China,01312465540e2f7148e3e057f28da1038521a4543320,exclude,E8_not_housing_market,Workplace parking provision,unknown,unknown,China,013298d2a3ad95444036c7a2fe45df5db141650243cb,include,ELIGIBLE_ML_PREDICTIVE_ONLY,CNN rental pricing model with spatial density in Wuhan,rental,rent,China,1133fd0bb25b78ce9951274ae030af99c520b2002513,exclude,E1_no_residential_price,Residential construction demand forecasting,unknown,unknown,New Zealand,1134d6efab25029442de559badf4b9a344566d81799e,exclude,E8_not_housing_market,Built environment and commuting distance,unknown,unknown,China,013572832aa0082b166cd6338d84485b631a57720420,exclude,E8_not_housing_market,School commuting distance,unknown,unknown,China,013646c5f5389679c33aa63a12477f6a550f66921973,exclude,E8_not_housing_market,Spatial capital metric from open data,unknown,unknown,unknown,0137c71a8425e72e4a5bd4b030aad95d79b22ce388c7,exclude,E8_not_housing_market,Household debt time series South Africa,unknown,unknown,South Africa,013857f5efadd7ac8f10d25262f0f8ea3e54caf36161,exclude,E2_no_characteristics,"ARDL/NARDL of house prices, stocks and exchange rates",unknown,unknown,Iran,01392418a70e23938eedc9f269f59642950297f8cc22,include,ELIGIBLE_HEDONIC,Housing prices vs distance to Smog Free Tower; WTP for clean air,condo_apartment,unknown,China,0140b14194a49ebea349cdb50942c8975b34d2e5e19a,unclear,UNCLEAR_other,Westfield London effect on neighbourhood price levels; aggregation unclear,unknown,unknown,United Kingdom,0141ddfdca9d11843f81e9f91bacfe723acfa0d83bbb,include,ELIGIBLE_HEDONIC,Intrinsic/extrinsic characteristics on Olivetti housing prices in Ivrea,condo_apartment,listing,Italy,014232c6f0d95f71a0bc0c2b64177de1a0fe5c8f2f86,exclude,E8_not_housing_market,House prices and marriage threshold panel,unknown,unknown,China,014351fb894f1cc807fdfba811194288da4068d39a71,exclude,E2_no_characteristics,Regional average housing prices on regional conditions in Poland,unknown,unknown,Poland,0144f4836942d465c87b86b7691a878e80bf7c990a1a,exclude,E2_no_characteristics,Census-tract aggregate GWR of housing prices on air pollution,unknown,unknown,China,0145d9aa8e7e33cedc2567dc8a94bbf2b485d5057b2d,unclear,UNCLEAR_other,MLR of micro and macro factors on East Coast Malaysia prices; unit unclear,unknown,unknown,Malaysia,0146115e8948552c5e6ac301a4106491fe2db5285e79,exclude,E8_not_housing_market,Residential water consumption determinants,unknown,unknown,South Africa,01477a584d1702a14082a036332e3e21aaecc3480d4e,exclude,E8_not_housing_market,Internal migration determinants,unknown,unknown,Spain,01486c35cd1594dd5b08498d26ff1c10333588fdda99,exclude,E8_not_housing_market,Hukou transfer intentions,unknown,unknown,China,0149b4b75145918883428161627464c16a37322fe550,exclude,E5_not_empirical_regression,Descriptive overview of Portuguese housing market dynamics,unknown,unknown,Portugal,0150d8b7e0af98ec6441abd51af97f512015ea6ae69f,include,ELIGIBLE_ML_PREDICTIVE_ONLY,Explainable ML for California house prices; data and effects unclear,unknown,unknown,United States,1151e327918a4a468e9a3ba94b6a5032bf9d5d08f1da,exclude,E2_no_characteristics,Neighbourhood-level upzoning and gentrification outcomes,unknown,unknown,United States,0152bfd963fc28c837cd06c9679f47649a4b6f894553,exclude,E8_not_housing_market,Landscape patterns and river water quality,unknown,unknown,China,0153bc3577b4d2c3cc062519a4199d4f0a8834e89c89,include,ELIGIBLE_HEDONIC,POI density categories as determinants of housing prices,condo_apartment,unknown,Poland,0154f20055c3edaa910192a90258f6367e59ecb3410d,unclear,UNCLEAR_other,GWR of house prices vs squatter settlements in census years; aggregation unclear,unknown,unknown,Argentina,015565c101667901ca980e98b3383129fd23f2e134fc,exclude,E1_no_residential_price,Land value capture in commercial and office areas near LRT,unknown,listing,Indonesia,0156f421f827c9a2a7b5f67ab386e5dc51233bba246e,exclude,E8_not_housing_market,Wealth effect on consumption,unknown,unknown,Europe,0157a25a291536324283e22dd55230ecdbc90b664552,exclude,E2_no_characteristics,City-level spatial panel of house prices in Yangtze Delta,unknown,unknown,China,0158aefca762e7159d4693f86d8e570d75e93f953f00,include,ELIGIBLE_HEDONIC,Capitalisation of roadway and open space proximity during COVID in Baltimore,single_family,transaction,United States,01598e01b20eeb2c93251114956a2a7b245873d34eb2,exclude,E2_no_characteristics,Mortgage loan demand and house prices in euro area panel,unknown,unknown,Europe,0160ee753ad5f58fb9292314e008dccb855d182f289c,exclude,E2_no_characteristics,Country panel quantile regression of real house price growth,unknown,unknown,Europe,0161556ed929f42725e3cfee065d7013ded790b2bc60,include,ELIGIBLE_ML_PREDICTIVE_ONLY,Clustering plus genetic programming for house price prediction,unknown,unknown,unknown,11626f0e952fb55a010a0ffdc91e3472469a178aec38,include,ELIGIBLE_ML_PREDICTIVE_ONLY,Regression-based house and rent price prediction system; accuracy only,unknown,unknown,unknown,1163d93f431e0143081ce1b5acb2d51816c030ba640e,exclude,E2_no_characteristics,Gaussian process forecasts of Hong Kong property price indices,unknown,unknown,Hong Kong,11646c5680d0a52b127efa0566150cd697a1f534f855,exclude,E2_no_characteristics,GARCH/VECM of macro determinants of Namibian price volatility,unknown,unknown,Namibia,01657b99cbcd11d333f022fa6072427c8a7b5b0305a6,exclude,E2_no_characteristics,EGARCH of regional NZ prices and tourism demand,unknown,unknown,New Zealand,0166f8e4174661fd5bca39fba8b0076fb8faad7c42e5,exclude,E2_no_characteristics,Neural network on average city housing prices 2000-2020,unknown,unknown,China,1167e5ec9681077794dd71b0e2c0b9222f65d4da1649,exclude,E8_not_housing_market,Housing determinants of obesity prevalence,unknown,unknown,United States,0168bf7b9f70936d1d04fcdc6c023f0aafd41d3912db,exclude,E8_not_housing_market,Airbnb listing price determinants in Shanghai,rental,listing,China,11692c7ce8f631db5c5633cb30a2b786381dd35f7c2a,exclude,E1_no_residential_price,Outcome is effective tax rate dispersion under assessment cap,single_family,appraisal,United States,0170dfd18374bf96eb3724e9ab3258fd7d632d3faac7,exclude,E2_no_characteristics,OECD country panel of property tax and house price growth,unknown,unknown,OECD,01715faee46c0833928b29cfb6aade41ed28d4527589,include,ELIGIBLE_HEDONIC,Hedonic decomposition of dwelling characteristics in house price indices; micro data likely,unknown,transaction,unknown,0172b776d1c4bf5a8fe5b2ccd5a6ccf76e555ecdc49d,unclear,UNCLEAR_no_abstract,"Determinants of South African house prices; likely macro, unverified",unknown,unknown,South Africa,01737955ccf99ff8661d0cd58598160435f5bc3ffa1a,include,ELIGIBLE_HEDONIC,Quantile hedonic of subsidence and fissures on Maricopa property values,single_family,transaction,United States,0174ee5819b504637f53b33d66f1d83894d0524f96d5,include,ELIGIBLE_HEDONIC,"House prices, open space and household characteristics; hedonic by title",unknown,unknown,unknown,0175382d09edfd87b2051617bd758166c9ccef2d0019,include,ELIGIBLE_HEDONIC,XAI distance-decay effects of amenities on housing prices,unknown,unknown,unknown,11765f2b534b8c71c8bc79294c99626fc704155b02ea,exclude,E8_not_housing_market,COVID-19 susceptibility across states,unknown,unknown,United States,01777ab47b63742262d657bbdcab5cef5bd49b89363f,include,ELIGIBLE_HEDONIC,Effect of HOPSCA mixed-use projects on Wuhan residential values,condo_apartment,unknown,China,0178f2c7836df75238f5583aeb06d704ed029c7069dc,include,ELIGIBLE_ML_PREDICTIVE_ONLY,AVM with multi-source image fusion and ML pipeline,unknown,unknown,unknown,1179a9af6f8c6d66b7ce16caabc06a456a45ffad110f,exclude,E3_theory_method_only,Conceptual essay on passive ecological gentrification,unknown,unknown,unknown,01802cc7c0d44d73f113c0ff7c290cee59ce8d81e5b7,exclude,E8_not_housing_market,Residential location behaviour in CARDIA cohort,unknown,unknown,United States,0181777a06b6a772b70153b2268908089e7e39ce5250,unclear,UNCLEAR_other,Factors of residential prices Jakarta vs KL; survey or price data unclear,unknown,unknown,Indonesia,0182f6a5716832ec2d2bb53084b148f61dd7deea839f,exclude,E8_not_housing_market,Mortgage default forecasting with GNNs,unknown,unknown,United States,1183a4b27e383338ce63f68fcad557659d9a9d7a6e6d,exclude,E1_no_residential_price,Tree canopy equity; house price used as stratifier,unknown,unknown,China,0184c43d4b29d222733ba6d2807aa49ea059ec866e4b,exclude,E8_not_housing_market,Built environment and body weight protocol,unknown,unknown,United States,018594e043a4a4305f51d420a84f44054bde5a72e8a9,exclude,E8_not_housing_market,Greenway use intensity,unknown,unknown,China,01861bfcfbfa1c929625163693b222ca4d30ac584373,exclude,E8_not_housing_market,Commuter rail ridership and land use,unknown,unknown,Japan,018787023a291cecb2341d80fd9327768265df64f73d,exclude,E8_not_housing_market,Neighbourhood latent variables and mental health,unknown,unknown,United States,0188d3812508998e06d0728e9af8b9c2c72e4dad465a,include,ELIGIBLE_HEDONIC,Quantile and spatial hedonic of crime measures on Seattle transactions,mixed,transaction,United States,0189b9a31e5026237365f502539781380854bd433e8d,include,ELIGIBLE_ML_PREDICTIVE_ONLY,ANN valuation with boosted feature selection in Thailand,unknown,unknown,Thailand,1190df601ef1dccb2f3541f463c9108feb74ae6d227c,exclude,E8_not_housing_market,Urban green space availability inequality,unknown,unknown,China,019108431c0329f8af4d67656a4a2ef7c0d688f3c9ee,exclude,E8_not_housing_market,Urban morphology and noise complaints,unknown,unknown,United States,0192725553592d4da7f79a36a920bef6b5ae00a6cd2f,exclude,E8_not_housing_market,Exchange rate determinants,unknown,unknown,Indonesia,019365a97683efbca72a826c05351c4e3fba145739f6,exclude,E5_not_empirical_regression,Affordable housing performance indicators from surveys,single_family,unknown,Malaysia,0194f359608e2bb7db971453d8d6b663b7bf6c392269,exclude,E2_no_characteristics,Price-to-rent ratio cointegration with macro variables,unknown,unknown,Hong Kong,0195a69830481eb354b3666614b34ee77ba7a00124fb,exclude,E1_no_residential_price,Accessibility measurement from homes; no price model,single_family,unknown,United States,0196b8de52a5afe34f73560c86d66de49847632edaaa,exclude,E8_not_housing_market,Facial expression sentiments and green space,unknown,unknown,China,0197ffe166396b768e555cb55c1d7659e90af64b8233,exclude,E8_not_housing_market,Social capital and landscape factors,unknown,unknown,United States,0198aae551035d2e6f57a75829f22a35e1c1fcae982f,include,ELIGIBLE_ML_PREDICTIVE_ONLY,MLR prediction on Ames housing dataset with RF feature selection,single_family,transaction,United States,11994a61b53771906b04bbcb26ca9ab0193d7248ecba,exclude,E8_not_housing_market,Airbnb short-term rental prices in Athens,rental,listing,Greece,02002ee804cd4788ca5b52b253a187d6163ac2f952b9,exclude,E2_no_characteristics,Fuzzy clustering and forecasting of district price indices,unknown,unknown,Turkey,0201536b21e1d1ed00009b4d465d627862928baa148e,exclude,E8_not_housing_market,Wealth effect of house prices on consumption,unknown,unknown,United States,02025bf66ffc46efe90123937f0381f70ec140284f9f,exclude,E3_theory_method_only,Methodological GWR extension; no housing application evident in abstract,unknown,unknown,unknown,0203caaf41026ae34028eef5803c958a7a2548bd26c0,exclude,E2_no_characteristics,ANN committees on national property price indices,unknown,unknown,Europe,1204fe7d8da7d098fddf294eba3390c93569aa712723,exclude,E2_no_characteristics,City-level price-to-income ratio determinants,unknown,unknown,China,12058d5b8b0c64167bc829668549c7b3bfd749bcd9ae,exclude,E8_not_housing_market,Domain adaptation method for regression tasks,unknown,unknown,unknown,12067c9e94c51f355093c71aa576a44eea5e9903d7a5,exclude,E8_not_housing_market,Urban scene change detection with computer vision,unknown,unknown,unknown,1207bb52b42d7df9da3149b3e4c587e390f1c6734244,include,ELIGIBLE_HEDONIC,Valuing shale gas development via local housing values in West Virginia,single_family,transaction,United States,020880b9b26e4623153edc822ea6d0341e3725b68f82,exclude,E2_no_characteristics,ARDL of macro determinants of Malaysian house prices,unknown,unknown,Malaysia,020985e991e5a5469b240d2036a499d834301b056b50,unclear,UNCLEAR_other,Bayesian piecewise regression for housing price thresholds; application unclear,unknown,unknown,unknown,02102b852239cb806d6b616e6bf577d401c6e5a443f9,exclude,E1_no_residential_price,ML valuation of heritage pre-war shophouses (commercial heritage),unknown,unknown,Malaysia,12119c0c1cd0fb5ec870d4677c2ef9d5aaf83befb45a,exclude,E8_not_housing_market,Sexual victimization and risky places,unknown,unknown,United States,0212fd6c4b15d3efa43ecc1047dda34c16af33dd7a3a,include,ELIGIBLE_HEDONIC,Ensemble learning with XAI identifying nonlinear price determinants in Hong Kong,condo_apartment,transaction,Hong Kong,12135fcfc291f2b822d53d4975129a07af7b8420dfc7,exclude,E2_no_characteristics,ARIMA and MLR trend forecasting of NZ housing prices,unknown,unknown,New Zealand,0214d78766c98123ebd07f3bd891502e62c0550abb86,exclude,E5_not_empirical_regression,Survey of affordable housing demand factors,condo_apartment,unknown,Malaysia,0215c78288c38ff4eb563cbe921cb2774a82731f52bd,include,ELIGIBLE_HEDONIC,"Flood risk map disclosure effect on 12,000 Taipei sales records",condo_apartment,transaction,Taiwan,0216407913d5703b5a98b79dc546a35a67847b41c4ac,exclude,E2_no_characteristics,City panel spatial autoregressive model of commodity housing prices,unknown,unknown,China,02178ccf6e7abf93a5236bfbf2595bef0a062f63f0d7,exclude,E8_not_housing_market,Demand for home ownership credit,unknown,unknown,Indonesia,0218c058474dbcfb5eff1be29704257fa621e3cc801d,exclude,E2_no_characteristics,Urban-level human capital and house price growth,unknown,unknown,United States,02196244abcfaf4ad1ae4a4d6ff086a7f6c2da1ebe48,exclude,E8_not_housing_market,Child populations and gentrification,unknown,unknown,United States,0220da00f4f5f131a1ad12b76bbcc275108d34a64515,exclude,E8_not_housing_market,Street greenery distribution from panoramic images,unknown,unknown,China,0221b6dafdfd9f520fba28bba5b6d66881de6571b1e0,include,ELIGIBLE_HEDONIC,"TOD indicators on 21,094 Shanghai transactions near rail stations",condo_apartment,transaction,China,022264d4dd1b0a85c05dc7f80b4cf189703862285163,exclude,E2_no_characteristics,Spatial general equilibrium of regional affordability,unknown,unknown,Israel,02237745824548c1ccfa21c0b9386d950bb794481e58,include,ELIGIBLE_ML_PREDICTIVE_ONLY,Tree-based ML house price prediction with feature importance,unknown,unknown,unknown,122429950be0deecc8c7f4b21b18e5126a14bb3669a2,include,ELIGIBLE_HEDONIC,Spatial quantile regression of school premium on Beijing transactions,condo_apartment,transaction,China,02258198ec480b8ed93893d4c65bd5d436c9dc456af8,exclude,E2_no_characteristics,Spatial GARCH of house price returns,unknown,unknown,United States,0226f1706ff5c106c27f641f1693db1c4e0afced7dbc,include,ELIGIBLE_ML_PREDICTIVE_ONLY,ML price prediction on Boston and California datasets,unknown,unknown,United States,12279f78b302b1ac7f326ade807408fa0224e2e3c9d3,include,ELIGIBLE_ML_PREDICTIVE_ONLY,ML housing price prediction model; accuracy only,unknown,unknown,unknown,1228fc4adb104da33aa77afd4e5c1b5fb9e9b19a17fd,include,ELIGIBLE_HEDONIC,Local polynomial and Bayesian smoothing of hedonic house prices; title clear,single_family,transaction,United States,02291966a69528e5826bf46d2e134043438cc709aaef,include,ELIGIBLE_HEDONIC,Neural-network landscape perceptions explaining housing rents,rental,rent,unknown,1230f993176ad78e5de60dbd59429d1ddcc5432c9e95,include,ELIGIBLE_ML_PREDICTIVE_ONLY,Graph neural networks for house price prediction,unknown,unknown,unknown,1231d1ccbc3624629ca13730a12d343d3f7d4b589acf,unclear,UNCLEAR_no_abstract,Spatial autoregressive house price dynamics in Italy; likely regional,unknown,unknown,Italy,0232b2bb9d9603d2395c227288c30b42536bbb96376d,include,ELIGIBLE_HEDONIC,Capitalisation of air quality changes in house prices with sorting,single_family,transaction,United States,0233e80ce8d9b22d671aa3ae4dbc3b6dcebd405cca2f,include,ELIGIBLE_ML_PREDICTIVE_ONLY,Fuzzy regression and ANN estimation of housing prices,unknown,unknown,unknown,123434665b62127b960534403518138bf649ef2625d4,exclude,E1_no_residential_price,Outcome is employment location; house price endogenous regressor,unknown,unknown,unknown,02358c767bffc71b3ac653a80ca6d0a65b169e18bc20,include,ELIGIBLE_HEDONIC,Combinational access to urban amenities on housing prices (15-minute city),condo_apartment,unknown,unknown,0236771145e1d79e9d0399823a474ccbd76d57434104,include,ELIGIBLE_HEDONIC,Bayesian spatial hedonic with localized externality; title clear,single_family,transaction,United States,023787e810f2a3dd35b9b74b69d4277557b399a27db6,unclear,UNCLEAR_no_abstract,"Determinants of Hong Kong housing prices; likely macro, unverified",unknown,unknown,Hong Kong,02380f9d81a090cc6c05b9318940b15f970e70b93622,include,ELIGIBLE_ML_PREDICTIVE_ONLY,Kernel minimum squared error model predicting housing sales prices,unknown,transaction,unknown,12399aeceed46c85cf2b28a0e2273186f0718686b155,exclude,E8_not_housing_market,Morbidity variation among older adults,unknown,unknown,United States,0240bdd4b865442b53764395174fa2869b006d5d3293,include,ELIGIBLE_HEDONIC,GAM hedonic of heating technology on German rents and sale prices,mixed,listing,Germany,02414a1815db0ff486c6557e5a02db48d96f8e76d0ce,include,ELIGIBLE_ML_PREDICTIVE_ONLY,SVR and GBM real estate price prediction in Jordan,unknown,unknown,Jordan,1242ed5e0264a985e5aca214b7bd88d3f736ebab6ef1,exclude,E8_not_housing_market,Obesogenic built environment index and BMI,unknown,unknown,Netherlands,024325c41abe2124ef4ff63b17907390afa5a40ecb35,exclude,E8_not_housing_market,Residential segregation of Sri Lankans in Italy,unknown,unknown,Italy,024470ec1866934fbbf3b9815cb5f8054e06db8ec36d,exclude,E8_not_housing_market,Energy usage prediction with SHAP,unknown,unknown,unknown,1245c827a3e790257dbb4cecb18e8d32dd8ef3b878bd,unclear,UNCLEAR_other,Brownfields and neighbouring residential values; hedonic vs perception survey unclear,unknown,unknown,Czech Republic,0246b6b83bd544c264c3a34ebfa793244a6bee45c11c,exclude,E8_not_housing_market,Water appliance ownership in Ireland,unknown,unknown,Ireland,02479ba037c4be8aafd538880b087daec40b7fcdfcc8,exclude,E8_not_housing_market,Elderly care facility usage,unknown,unknown,China,1248cb24ed70bb82465f62d9ef9a2f752dd7c8735082,exclude,E8_not_housing_market,Urban vitality with interpretable ML,unknown,unknown,China,12495afc56660beb5dbcd761588f9e44dd22b22702db,exclude,E8_not_housing_market,Urban form and CO2 emissions,unknown,unknown,United States,0250f5554f24873eee4a7f96ee512dc0746d5bb87406,exclude,E8_not_housing_market,Migration across urban hierarchy,unknown,unknown,China,02514b326dc94801b2703a3bef85158e9ca150e8d47f,include,ELIGIBLE_ML_PREDICTIVE_ONLY,Supervised learning real estate price prediction; accuracy comparison,unknown,unknown,unknown,12523db2069d924a4b31d68e28b837dcac640ed6fdaa,exclude,E3_theory_method_only,Methodological GWR extension; no housing application evident in abstract,unknown,unknown,unknown,1253e66db3d8e2a91c1ce2f4dbee8390c2d857936f57,exclude,E2_no_characteristics,Macro determinants of Indonesian residential price index,unknown,unknown,Indonesia,0254489cc44c208a0398d46eed140e9a570dd151786a,exclude,E2_no_characteristics,Macro factors and Eastern European residential prices,unknown,unknown,Europe,0255e775d81470a5d71c72bb5f38e2642c8d17d10786,exclude,E5_not_empirical_regression,GIS visualisation and interpolation of price surfaces; no hedonic model,unknown,unknown,Poland,025688fc0ba3f17ceb7183aa99b425156679a1a702b4,exclude,E1_no_residential_price,Distributional effects of ecosystem services; no price outcome,unknown,unknown,Israel,02575b4eeb84872df0e74f70c51edf16a3625e0dc2cc,exclude,E8_not_housing_market,Education inequality in Algeria,unknown,unknown,Algeria,02580a83035a3bf295ef93d94e0efe27dbad7fa6772a,exclude,E8_not_housing_market,Bayesian deep learning algorithm,unknown,unknown,unknown,1259cc51ad02599152e7b283c614e157d51386278ab8,exclude,E8_not_housing_market,Voter turnout geography,unknown,unknown,Portugal,0260c9cc5e2b62208ccef2371e510d60b6be6cb05a3d,include,ELIGIBLE_HEDONIC,Parcel-level air pollution and housing prices with spatial lag IV in Oakland,single_family,transaction,United States,0261bd42cea5779904b39c488f5e59235573696a2827,include,ELIGIBLE_HEDONIC,"HLM of urban renewal projects on 19,157 Taipei house prices",condo_apartment,transaction,Taiwan,02624b3ca52746bb0b6b7421cf2835338f53acd9b559,exclude,E8_not_housing_market,Urbanization and residential building carbon emissions,unknown,unknown,China,02637491cbc3adc6251858a7a6927a72d8a75befe625,include,ELIGIBLE_HEDONIC,Public school proximity and quality on Sydney strata and non-strata sales,mixed,transaction,Australia,0264ba3f01884c3d8317f3e539af4966d2cc6b6802aa,exclude,E3_theory_method_only,Deep quantile regression network methodology,unknown,unknown,unknown,126543f3853b304499d60812c9740e883b4b9619dd77,exclude,E2_no_characteristics,Lisbon affordability and economic dynamics; aggregate analysis,unknown,unknown,Portugal,0266942b29d7b4c0cda490dd0130537d1b619f1f7e2b,exclude,E2_no_characteristics,Foreign capital inflow and Pakistani house prices time series,unknown,unknown,Pakistan,026736558a01c7d6e6920e060c56ce4ab51416b9c581,exclude,E2_no_characteristics,Macro time series of Malaysian residential prices and COVID,unknown,unknown,Malaysia,026852c671b9aec7face27a100b76e8445629de70e8f,unclear,UNCLEAR_other,Speculation tax and property tax effects on prices; aggregation level unclear,unknown,unknown,Canada,0269a05d895f70d786ddd264329b2583cf32765d3ee0,exclude,E8_not_housing_market,Neighbourhood SES and cardiac surgery outcomes,unknown,unknown,United States,027008cae2a1e16a589328926c4a643ccf18a6e5c8a0,exclude,E8_not_housing_market,Construction and demolition waste generation,unknown,unknown,China,1271b8855455c72c3a07ee1c1902b2450e50e4a0ab90,exclude,E8_not_housing_market,Built environment and cardiovascular admissions,unknown,unknown,Malaysia,0272f3a4adb60cf58a077f8978abbbf5d344a356a194,include,ELIGIBLE_ML_PREDICTIVE_ONLY,Rental price estimation with property and satellite images,rental,rent,unknown,12739a69793c87e7c893665ba6b7390e4e37f897dcae,unclear,UNCLEAR_other,Secondary school performance and local property values; aggregation unclear,unknown,unknown,United Kingdom,0274bfe997b98e3542a49360bc452f73954be5d5aaca,exclude,E8_not_housing_market,Double energy vulnerability geography,unknown,unknown,United Kingdom,02755242a8699dbfd95d3c698daaa18f7bab00d59c97,include,ELIGIBLE_HEDONIC,Spatial DiD with PSM of luxury housing spillovers on Taipei prices,condo_apartment,transaction,Taiwan,0276c622399445897b90cb3517819c06ed20d29092a4,exclude,E8_not_housing_market,Historical redlining determinants,unknown,unknown,United States,0277cedcbf4dc68b72010d51562d21f1a97155deb882,include,ELIGIBLE_ML_PREDICTIVE_ONLY,SLR vs MLR comparison on house price and salary prediction,unknown,unknown,unknown,1278e398442e199c9e9e1791973ecf9d2344e257a743,exclude,E2_no_characteristics,City panel spatial Durbin model of purchase-limit policy,unknown,unknown,China,02799c47e3514edca37de0878f6eaae6d2cdd7907fd3,exclude,E2_no_characteristics,Statistical equilibrium model of Case-Shiller indices,unknown,unknown,United States,0280419e5bf2d7fa49b54398502c22399d6e2f1a9e98,include,ELIGIBLE_HEDONIC,Semi-log regression of Dayton transaction prices on neighbour satisfaction,single_family,transaction,United States,02814b2e41c7138ea7ac90042f290d72f1122fbd0bfd,unclear,UNCLEAR_other,Public transport walking distance and housing prices; regression design unclear,unknown,unknown,Lithuania,028243fd23f8f138892de1b7069a35513a539b2133e8,exclude,E8_not_housing_market,Airbnb nightly price determinants in Malta,rental,listing,Malta,0283bd410d68ec0e8b7d23c82ab0b12a911c45826410,exclude,E2_no_characteristics,Early warning system for house price bubbles,unknown,unknown,OECD,02845759df8e6586c8383ba24bc050a6d4d22579b00e,include,ELIGIBLE_HEDONIC,Metro proximity distance-decay effect on Nanjing apartment values,condo_apartment,unknown,China,02852794b8fa32fc6a91b1a93265f6339ef257dc0981,include,ELIGIBLE_ML_PREDICTIVE_ONLY,Generalized linear regression housing price prediction model,unknown,unknown,China,1286b46f39db3e5093713cd13e6f7a0ec75031945aef,include,ELIGIBLE_ML_PREDICTIVE_ONLY,LSTM vs LightGBM on Beijing second-hand housing prices,condo_apartment,listing,China,1287ec795a04dfe00b707ee241bc52f433835ef5677c,exclude,E2_no_characteristics,GMDH neural network on semiannual city-level price series,unknown,unknown,Iran,1288a2f160f1c364608adf362346567e4a1a3c71ad3c,exclude,E3_theory_method_only,Bayesian spatial panel covariance methodology,unknown,unknown,unknown,02898038f276c31d6d9717f8575fbb01ebaddf844070,exclude,E2_no_characteristics,Regional monetary policy transmission to house prices,unknown,unknown,Europe,0290f5da13a7d6d9928b1913b5d51d882fd604297e6d,exclude,E8_not_housing_market,Psychological capital and job embeddedness,unknown,unknown,China,0291bdb088b5ce07dbdf3c948091c16610e20274cd26,exclude,E8_not_housing_market,Nonprofit exemptions and property tax burden,unknown,unknown,United States,0292cdb2caa275d1ae41b13d7933976746eda0a14b7f,exclude,E5_not_empirical_regression,Survey of perceived reasons for paying more for housing,unknown,unknown,United States,0293d7c1bb267950582a66a82f6bfa4abfcb73afc1b8,exclude,E2_no_characteristics,Macro determinants of house price indices at four levels,unknown,unknown,Portugal,02943b145fc34a20579d69b10544f4da1eace43b32a3,include,ELIGIBLE_HEDONIC,3D land-use configuration premia in spatially filtered multilevel price model,condo_apartment,transaction,unknown,02953e57eaaf1dae734a6fb8779428f4ee93dccbfc25,exclude,E5_not_empirical_regression,Validity of self-reported home values for inequality; no hedonic model,unknown,appraisal,Poland,0296ef01c25503e55a9abd199842a7d9a1013097bcc7,exclude,E3_theory_method_only,Methodological GWR extension; no housing application evident in abstract,unknown,unknown,unknown,0297ec674e9f69f5e6c26fae8058d895f759bd808c0b,include,ELIGIBLE_ML_PREDICTIVE_ONLY,Linear regression house price prediction with CRISP-DM steps,unknown,unknown,Indonesia,1298a3c09556797548cafbddff62b04c295357bb2adb,exclude,E2_no_characteristics,Locality panel of asylum seeker dispersal and house prices,unknown,unknown,United Kingdom,029955cb74184884bd5ecbc4457d1d33a747eb6a7733,exclude,E8_not_housing_market,Mortgage default determinants,unknown,unknown,Colombia,030042bb8ba28b46f3d73881a3f086b175f35a8da86d,exclude,E2_no_characteristics,Metro-level amenity index and housing prices,unknown,unknown,United States,03019379db67279cfdfdbc4114f587b85009d164054a,exclude,E5_not_empirical_regression,Essay on Australian suburbanisation,unknown,unknown,Australia,03028ce5117358b241b725e4e72d8f74f50fb36531de,exclude,E8_not_housing_market,Natural language information retrieval 1985,unknown,unknown,unknown,0303572161e9059b07e805c820460ac1d693fd733798,include,ELIGIBLE_HEDONIC,Wild animal encounters and nearby residential property values in Haifa,condo_apartment,unknown,Israel,030435de6ee00d6d525ab39128defbe8f7be523396ce,exclude,E3_theory_method_only,Simulation coevolution model of population and roads,unknown,unknown,unknown,03057efd41bc791b753e6271416805008f926271a937,exclude,E2_no_characteristics,Quantitative GE model of public facility location with grid-level prices,unknown,unknown,France,03066213dd2736adf021b6b4d4e17854e9b115c1d349,include,ELIGIBLE_ML_PREDICTIVE_ONLY,Stacking ensemble with CNN image features on Thai listings,unknown,listing,Thailand,1307e9b23209ba31dae8d87bf9d7577d6230db2e2799,include,ELIGIBLE_ML_PREDICTIVE_ONLY,ML/ANN house price prediction with chatbot interface,unknown,unknown,unknown,1308c7e8610965fd640404f90f1399ee4543707fd819,exclude,E8_not_housing_market,Printing houses pricing case study,unknown,unknown,Sweden,03098592916963758e79b520fdc79b6c265df91ce65a,exclude,E4_review_or_meta,Survey of predictive techniques for property prices,unknown,unknown,unknown,131093479e6b21fce5b14ca7c0f3bafd2b5aac5b23fd,exclude,E3_theory_method_only,Quantile varying-coefficient method; Boston data only as illustration,unknown,unknown,United States,031190048d6d48c69e36fe82b7c2f62d837956e9144d,include,ELIGIBLE_ML_PREDICTIVE_ONLY,Bagging and random forest housing price prediction in a US city,unknown,transaction,United States,13128a6d8afe7294a3451b69dccd159bf588326dfa82,include,ELIGIBLE_HEDONIC,RDD of fire protection services on house prices; title clear,single_family,transaction,United States,0313d7b4864ef0252581d29f8d728e2be6f753505eea,include,ELIGIBLE_ML_PREDICTIVE_ONLY,Comparison of regression techniques for predicting residential value; title clear,unknown,unknown,unknown,13145024302296ca0c8870c5d64cebe6f2e1619ceb86,include,ELIGIBLE_HEDONIC,Solar home price premium hedonic; title clear,single_family,transaction,United States,0315988d4549282509e934b142f99eac4c2da0dcdf34,include,ELIGIBLE_HEDONIC,GIS and regression locational value surfaces for residential assessment,single_family,appraisal,unknown,0316fed7f3cb0648a7182a0bb7a5ddd8bb95551f8a7d,include,ELIGIBLE_ML_PREDICTIVE_ONLY,Kaggle Ames house price competition solution,single_family,transaction,United States,1317969f6f24a3aadf9859ebe39ba828784323a35565,exclude,E1_no_residential_price,"Outcome is tenure choice, not price",unknown,unknown,Taiwan,0318f28b96fe92f004ac16c87bc0c2d3ada98f360756,unclear,UNCLEAR_no_abstract,Determinants of home price appreciation among CRA homeowners; design unknown,single_family,transaction,United States,03196cf228a74f47bb545361763dd3e210f0073754fe,exclude,E2_no_characteristics,"VAR/ARDL of housing, oil, gold and stock markets",unknown,unknown,United Kingdom,0320b12aa5220d76687247e4b8ac3ea520d56bedc8c4,exclude,E8_not_housing_market,Neighbourhood disadvantage and preterm delivery,unknown,unknown,United States,032142ade4696d73aa54dfaac36f19ef8d1f767181d6,unclear,UNCLEAR_other,Ordinal probit of house price categories on facilities; not a price regression,single_family,listing,Indonesia,0322ed6fcbec3e62a6b10ac283a1ff0d7bab2ce2d34a,exclude,E8_not_housing_market,Household debt risk analysis with credit bureau data,unknown,unknown,South Korea,03239a91393df93c7ca2ebd21ed38a6f4fe088cf3bd9,include,ELIGIBLE_HEDONIC,GTWR hedonic of house prices and influencing factors in Xuzhou,condo_apartment,unknown,China,032489b053bb4016a5117c8a06e5f807933acb26e20b,exclude,E8_not_housing_market,Surface thermal environment in functional zones,unknown,unknown,China,0325417361af9668fb5322acbac92a07b2e6c18d4957,exclude,E8_not_housing_market,Forest transition and metropolitan change,unknown,unknown,Italy,0326a8948ef44ecc20b130b61bbea630a8b924994280,exclude,E1_no_residential_price,"Residential land prices, not housing prices",unknown,unknown,China,032758258562c2ba65eb7233804711edfd996590d33a,exclude,E8_not_housing_market,Inferring socioeconomic attributes from home location,unknown,unknown,China,13286d05d71243760482acbe9d21b5e43699b5d849c2,exclude,E8_not_housing_market,Review chapter on panel data applications,unknown,unknown,unknown,03296085cbc4c4e0a732b17921bfa283a72758b9db0c,exclude,E2_no_characteristics,MSA-level panel of Iberian house price dynamics,unknown,unknown,Spain,0330d6f1081c301b96a5b5d86b3f10ce29dd20a47e27,exclude,E8_not_housing_market,Thermal environment and urban form,unknown,unknown,China,0331cd6e8837aa1517e46759a245ae1b07679ef525a9,exclude,E8_not_housing_market,Subjective wellbeing determinants,unknown,unknown,China,03320552e93c44c913c13038b493225c06140ce8e1f8,exclude,E8_not_housing_market,Residential photovoltaic uptake,unknown,unknown,Germany,033390428ff564e2df38bb9bc527181d4713daa5df98,exclude,E8_not_housing_market,Water trading prices in Colorado,unknown,unknown,United States,0334b48a2331a5209d9875aae93fea40603ae8e99733,exclude,E5_not_empirical_regression,Multifractal analysis of housing price point process; no hedonic regression,unknown,transaction,France,0335668bb5c67154844d8d06747af6775afb01c2a39a,exclude,E8_not_housing_market,Generic deep regression ensemble method,unknown,unknown,unknown,133644b5b4e67dc7ad9fe4ff2a8de72800ff8f9208ab,include,ELIGIBLE_HEDONIC,OLS/GWR of Wuhan housing prices with deep-learning building evaluation variable,condo_apartment,unknown,China,133763d0fca33adae59cd1330ba9da2372dd3f5cfe09,include,ELIGIBLE_ML_PREDICTIVE_ONLY,Graph convolutional network for megacity real estate valuation,unknown,unknown,China,1338f2cc6a297bdb1aab7d471ec639e4bab628cd42ef,unclear,UNCLEAR_other,Proposed CBR/ANN property value forecasting; empirical content unclear,unknown,unknown,unknown,13398b218ce3bfc0497ed7581ad7c2bd3e5e0173498f,exclude,E8_not_housing_market,Dog ownership and urban crime,unknown,unknown,United States,034025598b542f05688c28f2c38b4f2bace88b9778ce,exclude,E8_not_housing_market,Urban vibrancy and running activity; prices not modelled hedonically,unknown,unknown,China,034195c08692ba9aa15e109a365c3c0a6adee60bd5f5,exclude,E2_no_characteristics,Policy sentiment indices and real estate market GARCH,unknown,unknown,China,0342fe9b5a96e7007d52e9bebe9eaea418541aa3b090,include,ELIGIBLE_HEDONIC,Factors influencing housing rents in five Italian cities; automatic valuation tool,rental,rent,Italy,134358af27d970ab7e2f303f03f2b00a1831b878bfa5,exclude,E2_no_characteristics,Multifractal detrended fluctuation analysis of G7 price series,unknown,unknown,G7,034445bf23ac82ad0e1b5f36096ced78d28da398d9bb,exclude,E8_not_housing_market,Social integration of migrants,unknown,unknown,China,0345ea7ac44025b51b998e8e1849f1430f680263e068,exclude,E2_no_characteristics,Radial scaling of housing prices vs city size; no characteristic regression,unknown,transaction,France,03467457bc8a205549e5a52525ecbcd4da46fff8ae79,include,ELIGIBLE_HEDONIC,"Regression of 8,000 Tehran villas and apartments on nine determinants",mixed,unknown,Iran,134799edfd926ef38314f725da1ca82d06fbee89a1cd,exclude,E2_no_characteristics,Macro indicators and Spanish HPI cointegration,unknown,unknown,Spain,034860e607d4a12a46fe9b46a79601a17a5e6b6a94a8,include,ELIGIBLE_ML_PREDICTIVE_ONLY,ML prediction of real estate sales prices in Turkey,unknown,transaction,Turkey,1349d8d2c984693866420298617808b5cba27b0ff952,include,ELIGIBLE_ML_PREDICTIVE_ONLY,"Ensemble pipeline regression on Kaggle, Boston and California housing datasets",unknown,unknown,United States,1350e95ee4e1c94b218ae03c6065ec25688d7ce371eb,exclude,E2_no_characteristics,City panel VAR of housing prices and growth,unknown,unknown,China,03519b7dfbe34555ea53cb94fa4228900c4f65530761,exclude,E8_not_housing_market,Consumption demand and income distribution,unknown,unknown,China,035271ea609ea5158164fd5c87866f10e17e2fc6d696,include,ELIGIBLE_HEDONIC,Regression of 583 single-family sales around Three Mile Island before/after accident,single_family,transaction,United States,0353368d89363becbf5e5b737e6b7a6eb0b2b4cb2167,exclude,E5_not_empirical_regression,Cross-tabulation chi-square of apartment price shifts near Delhi metro,condo_apartment,listing,India,0354e530007093eb1edb30dcd0e1a2d11885b95fc490,exclude,E2_no_characteristics,City-level Rosen-Roback demand for green space,unknown,unknown,China,03559582ac16e38a851c6bacf85719b5525cd2e4833a,exclude,E8_not_housing_market,Generic structured regression ML method,unknown,unknown,unknown,1356d48b10b5b95f48c87d506c8f9cc3531dd06f3cfc,exclude,E4_review_or_meta,Conceptual review of flood effects on residential value,unknown,unknown,Malaysia,03572f0469272b61f0d60fb03fe98e2eff983e4d5235,exclude,E2_no_characteristics,Variance ratio tests on Finnish city price series,unknown,unknown,Finland,035868571666eceaf7de33a4aaebfdfaadb0fee99473,exclude,E3_theory_method_only,Theoretical urban model of bobo takeover,unknown,unknown,unknown,0359db11ff372cd0bdb5bf6dafc5577d20db576cb68a,exclude,E4_review_or_meta,Narrative review of green building impacts,unknown,unknown,unknown,0360dac42d8673b6a8e4d8a1f68472f4c7c4261d0aef,include,ELIGIBLE_HEDONIC,Quasi-experimental repeat-sales DiD of LRT proximity premium during COVID,mixed,transaction,United States,036155a91319a22eb3e7a2f06a01cae53af03a58a5d0,exclude,E8_not_housing_market,Household debt determinants,unknown,unknown,Malaysia,0362a0bfc11da36881f3707e41c261d5d0fc39eb1af1,exclude,E2_no_characteristics,G7 panel of tourism and housing prices,unknown,unknown,G7,036319f89e4cac98ea778d883c2ec649f6489d3c64ad,exclude,E8_not_housing_market,Residential electricity consumption,unknown,unknown,Singapore,0364a3acc7347c71d0b395547d107c76828791f5a784,exclude,E1_no_residential_price,Outcome is homebuyer race in historic districts,single_family,transaction,United States,03653c69ae567ab44b836ebe8f444043329e4120b250,unclear,UNCLEAR_other,Landfill distance rings and Lagos property values; regression design unclear,unknown,unknown,Nigeria,03664ec88bbd30e6ba3d300bcff088e97e35f2eef95c,exclude,E2_no_characteristics,Monetary policy and city housing price indices,unknown,unknown,China,0367c452517d9fb1e150b6044696f3f5808d238d1e71,exclude,E2_no_characteristics,SVAR of demand-side factors of Turkish prices,unknown,unknown,Turkey,03683cc62df1c7d0ec4fa5a7c9163e0abe59d2cea643,include,ELIGIBLE_ML_PREDICTIVE_ONLY,ML real estate price prediction system,unknown,unknown,India,1369c59c73d4433eae0b582bc5cf0dcf71c493e1941c,include,ELIGIBLE_ML_PREDICTIVE_ONLY,Multi-head gated attention spatial interpolation of house prices,unknown,unknown,unknown,13704fbe553cfb0b2600eaf110898ac72714b198292d,include,ELIGIBLE_ML_PREDICTIVE_ONLY,Two-input neural network with photographs and metadata for Korean house prices,unknown,unknown,South Korea,1371753e008eca6d2ef0da8b9dcdb342bc891c3b3881,exclude,E8_not_housing_market,Mortgage demand in Palembang,unknown,unknown,Indonesia,03722803b0b59ff3896da756d3ac3247eb17b1d40ad9,include,ELIGIBLE_ML_PREDICTIVE_ONLY,Gradient boosting models on Kaggle house price data,single_family,transaction,United States,13737321c2939fc9f5f082a50632c78886893dfe4d64,exclude,E8_not_housing_market,House searching mobile application,unknown,unknown,United States,03744aa212dc4d750f529d65e957b96ec2b893984391,include,ELIGIBLE_HEDONIC,Disamenity of open-pit mine proximity capitalised in Kalgoorlie property values,single_family,transaction,Australia,0375e217681a0c6a91107aa1d6f31181952f096a4892,include,ELIGIBLE_ML_PREDICTIVE_ONLY,Preprocessing techniques for ML house sale price prediction,unknown,transaction,United States,1376aa1db096839f21bd22ceea96832bc3c5ebbc7503,exclude,E2_no_characteristics,Regional panel quantile regression of UK prices,unknown,unknown,United Kingdom,0377aa901021244f8337ac98abd82faf5d4acdd1fcc4,exclude,E8_not_housing_market,Homeownership and expected socioeconomic status,unknown,unknown,China,037886bc824e728f103959f1271e9c7d80f7bb6b0940,exclude,E1_no_residential_price,Investor characteristics from mortgage applications; no price model,unknown,unknown,Australia,0379de0239452a57208e059bb1608e1619de4a185551,exclude,E2_no_characteristics,Quantile regression of securitized real estate indices,unknown,unknown,multi,0380c7e0820fd763d766e5b0f97c595397f55fbb85a0,exclude,E2_no_characteristics,Country panel macro determinants of prices and rents,unknown,unknown,multi,0381c6e7269e7317d8bcf58ba4c8038dfbfba1315727,exclude,E1_no_residential_price,Land slope and land price indices (land-only),unknown,unknown,New Zealand,038253b656618e08abbff36bab7feffd8db6f6fecf78,exclude,E2_no_characteristics,Time-series forecasting of Florida housing prices,unknown,unknown,United States,0383648173da08df87c7dcc86b091286011e9f938508,exclude,E5_not_empirical_regression,Descriptive review of Hong Kong housing market cycles,unknown,unknown,Hong Kong,0384b15642f7afd94a080fb58d7b7f007458e937ef80,exclude,E2_no_characteristics,City panel of speculative trading and fundamentals,unknown,unknown,China,0385f26be5616b0eb9e906c42d88c81d8459ebcaabbb,include,ELIGIBLE_HEDONIC,Home sales near proposed Warriors arena sites; amenity treatment effects,mixed,transaction,United States,03864d6490850634808b04e25e82bd46f7e11efe2955,include,ELIGIBLE_ML_PREDICTIVE_ONLY,Comparing ML techniques for house price prediction; title clear,unknown,unknown,unknown,1387b7236dafbd8ab8a4e6e6ba18bd114f4f46e2511a,include,ELIGIBLE_HEDONIC,Spatially varying effects of rezoning on housing prices; title clear,unknown,transaction,unknown,0388c02ca0c54d59f80228e7f3d36c848a26da1ed15d,include,ELIGIBLE_HEDONIC,City proximity and travel modes on Sydney house prices; title clear,unknown,transaction,Australia,038999dc9aaf3fe332f13e65b748d3a9d4d72cc37826,exclude,E2_no_characteristics,Deep learning forecast of Seoul house price index,unknown,unknown,South Korea,139074beea8fa6f43d6193c5a245bd33b399c7b29d33,include,ELIGIBLE_HEDONIC,Hedonic value of highway access with endogenous housing; title clear,unknown,transaction,Israel,0391aecafc266bf405f8f9319d72cb455ebd223d7ae2,exclude,E2_no_characteristics,Kyiv market trend forecasting with macro determinants,unknown,unknown,Ukraine,0392098798e4f4c2bb78e7a8cc2618945368f70ed31d,exclude,E8_not_housing_market,Marketing tools of real estate agents,unknown,unknown,Poland,0393bfc3d7e5957b98be10250dd51d4a0cf882e1bb3a,exclude,E2_no_characteristics,Macro dynamics of Indian housing market,unknown,unknown,India,0394a7207c2c11fa7636969f5434b856fb9acec52e10,exclude,E8_not_housing_market,Rail transit ridership and built environment,unknown,unknown,China,13956f2a88ca1b3d1e03f6e7e8abb8319de3a8cd3468,exclude,E8_not_housing_market,Maternal and child mortality GWR,unknown,unknown,Pakistan,0396f084219ee5bd9d324e45e663034539ed51beff33,exclude,E8_not_housing_market,Migrant integration HLM,unknown,unknown,China,0397ae16455bdfeebc77c36b1f3edba9f89367649824,exclude,E5_not_empirical_regression,Willingness to participate in vacant farmhouse market survey,single_family,unknown,China,03985654b870d4405044056c4067b2b3fc923b7165be,unclear,UNCLEAR_other,High-tech firm density and housing prices in GBA; aggregation level unclear,unknown,unknown,China,039915d546c405ff9f384798bdab2f1e3abd5a9291a1,exclude,E8_not_housing_market,Trace element source identification,unknown,unknown,Iran,0400a6d0804a3049a8287e419ee2478573a055829bdb,include,ELIGIBLE_HEDONIC,Regionally GWR of Beijing housing prices with education factors,condo_apartment,unknown,China,040133e69e85247e0e15edd217bc316de2f81c21fc0f,exclude,E5_not_empirical_regression,Real estate development strategy discussion; no price regression,unknown,unknown,China,14021d955a19c330944ffad880a332a1cb5b55d7a37b,exclude,E8_not_housing_market,Arable land use pattern evolution,unknown,unknown,China,0403a4db66f288023ce3007107b8f84f9367c0e90e47,exclude,E5_not_empirical_regression,Qualitative study of oil and gas extraction and small property owners,unknown,unknown,United States,04049c38392e828165a8c6124d118d697f3ddd8129d9,exclude,E8_not_housing_market,Income estimation with CNN; house price only an input,unknown,unknown,United States,1405d608c6872d6d6583cee90c7d20c1ef67d56d5745,exclude,E8_not_housing_market,Neighbourhood exposures and child brain volume,unknown,unknown,United States,04062e13b238a0fdd970e264ffbb13ae73f05e8c2182,include,ELIGIBLE_HEDONIC,Built environment effects on Shanghai transaction prices across spatial clusters,condo_apartment,transaction,China,0407f167d0cc2e990295c3a70461e3b6d2e5b6d505a1,exclude,E8_not_housing_market,Digital signage spatial characteristics,unknown,unknown,China,0408570b61483ab1d03857407d0e0559e02cbe0520f3,exclude,E8_not_housing_market,Airbnb customer satisfaction sentiment,rental,listing,Netherlands,0409ffe19ef2e33a6e4e3685785056ada2c65ff2ae67,exclude,E8_not_housing_market,Medical service accessibility inequality,unknown,unknown,China,0410f6355f6d796f324b0aa183bad31df03418c1ff38,unclear,UNCLEAR_other,Manufaktura complex influence on surrounding property; empirical design unclear,unknown,unknown,Poland,04114ce712df0f85f9ee756944167082b6851552d10c,exclude,E5_not_empirical_regression,Practitioner discussion of PFAS and real estate damage; no regression evident,unknown,unknown,United States,04123260b5763ddd41cd7a76b070f6f6217d78c21aa1,exclude,E5_not_empirical_regression,Willingness to pay for reconstruction residences; stated preference,unknown,unknown,Japan,04136392012560ad50ccdc2690be636fe30a7e9a6b49,exclude,E8_not_housing_market,Urban forest phylogenetic diversity,unknown,unknown,Puerto Rico,0414aca6cc30a34bc2afacc0bfbd51191916586e8698,exclude,E8_not_housing_market,County opioid dispensing,unknown,unknown,United States,04154cabdc330e092acabe670ddd4fa6c53bf921db64,exclude,E1_no_residential_price,"Perceived determinants of residential land values (land-only, survey)",unknown,unknown,Sri Lanka,0416163a1e2233d261dc83973863a535ff32bdbc3919,exclude,E5_not_empirical_regression,Descriptive changes in downtown housing markets,unknown,unknown,Poland,0417b19a4b2e0a5444cc3454e406df917dda516db414,exclude,E8_not_housing_market,Private dental clinic distribution,unknown,unknown,China,04182f440e1c9a09e52924e786467c9e01bb95eec9af,exclude,E8_not_housing_market,Central bank strategic silence,unknown,unknown,unknown,04192e8599439d33c6ee491fe69e03ddfc1159fa0246,exclude,E6_duplicate_version,Earlier version of Haifa wild animals and property values study (see 2018 SSRN record),condo_apartment,unknown,Israel,04207fe37a38138af56180f31def64e34e1f61d7de77,include,ELIGIBLE_ML_PREDICTIVE_ONLY,Regression models for house price prediction; accuracy only,unknown,unknown,India,1421832e6f7f1e3f0be1ae36c1f0b9adf7a071a15c46,exclude,E8_not_housing_market,Travel-related heat exposure,unknown,unknown,China,14227f252e98cbfc765201a47857cc782cb733ea75f7,exclude,E8_not_housing_market,Employment centres and commuting time,unknown,unknown,South Korea,0423b08e10ef3468724d81e8819cbe6a7e12bb51240c,exclude,E8_not_housing_market,Private e-bike mobility,unknown,unknown,China,0424a8361723d27a163108c36779a49323e1a1ffb9ff,include,ELIGIBLE_ML_PREDICTIVE_ONLY,GeoAI mass valuation model on LADM profile for Great Britain,unknown,appraisal,United Kingdom,1425451ce51ac09496734c8817fde1708c834682f4e3,exclude,E8_not_housing_market,Food waste and diet quality,unknown,unknown,United States,0426aef02816fdd297caece399a75ab9eb31bd024ec6,exclude,E8_not_housing_market,Digital signage audience classification,unknown,unknown,China,1427810a9cf68bb6665ec1b80044e434a516c1f4ffdb,exclude,E8_not_housing_market,Circular economy governance spillovers,unknown,unknown,Europe,04287d720d03f070a188f835742813c63047cf0c3f9c,include,ELIGIBLE_ML_PREDICTIVE_ONLY,ML of social overhead capital facilities on Korean housing prices; effects form unclear,condo_apartment,unknown,South Korea,1429b3fdfbd585aa1f06e645bea515ac4e15a1e0148b,exclude,E8_not_housing_market,Religious places spatial evolution,unknown,unknown,China,04308285c64ff4f25bcb865858df6cebed7233fedb55,exclude,E2_no_characteristics,City-level price and rent deviation from fundamentals,unknown,unknown,China,0431257b53b8439c8135e8306325d592117f951f99af,include,ELIGIBLE_ML_PREDICTIVE_ONLY,Apartment price estimation from classified ads and geocodes in Amman,condo_apartment,listing,Jordan,14326653073f36f91f417483a00f1e9f7784f5139102,include,ELIGIBLE_HEDONIC,Multiple regression of apartment values and foundry pollution disservice,condo_apartment,unknown,Italy,0433e7a547f64b1e27fd8bc5306c7b0f67a94cad19b4,exclude,E1_no_residential_price,"ML estimation of building usable area, not prices",single_family,unknown,Poland,14340e8ea76cf6036d5cb5aee397f4bffefcfdbbcbd6,include,ELIGIBLE_ML_PREDICTIVE_ONLY,Text mining and ML of green features on rental values of 389 listings,rental,rent,South Africa,1435b1203923f561909463d777893f5a8b9962437278,include,ELIGIBLE_ML_PREDICTIVE_ONLY,ML house price forecast comparison; accuracy only,unknown,unknown,unknown,1436f3bf12c7c903d2eae7ba97f32b506850ec57d136,include,ELIGIBLE_ML_PREDICTIVE_ONLY,"AVM adverse selection with 84,905 Oslo apartment transactions",condo_apartment,transaction,Norway,1437ab6cea631fa8dbe29e917b2c78ef50959bf30eff,include,ELIGIBLE_HEDONIC,OLS and GWR of dwelling transaction prices on attributes in Poznan,condo_apartment,transaction,Poland,043874dcccd85bf2f164d137e196c56da9391da5222d,include,ELIGIBLE_ML_PREDICTIVE_ONLY,Neural network of police-station distance on rental prices,rental,rent,South Africa,1439ff5814bff8b84308a92d9c3a78788cafc8b5a77a,exclude,E8_not_housing_market,Prediction-powered inference tutorial,unknown,unknown,unknown,1440ccb4adf578a1398e942219b3e38f90c3ce52d1bf,include,ELIGIBLE_HEDONIC,Confiscated mafia assets effect on nearby property values,mixed,unknown,Italy,044173f6ad0cfe50fd4f9938d57900a75a91bb9a4b9e,include,ELIGIBLE_ML_PREDICTIVE_ONLY,Deep learning price forecast with 27 variables across 28 Egyptian cities,unknown,unknown,Egypt,14425f89970555b31e1798b47a89ec00e1c3e366d091,exclude,E5_not_empirical_regression,Delphi and AHP ranking of house quality characteristics,single_family,unknown,Malaysia,0443b08ca69d7053a8e9c90f5a90e628061e10da0923,include,ELIGIBLE_HEDONIC,Price effects of house cohort ambience on house prices,unknown,transaction,unknown,0444edd785d2ee888ca78237a0107d2b417fca3fc29c,include,ELIGIBLE_ML_PREDICTIVE_ONLY,ML housing price models with reconstructed noise pollution features,unknown,listing,Greece,14459b685ab6730eaa424ec676aeae43988a462d2660,exclude,E8_not_housing_market,Online Gaussian process learning algorithm,unknown,unknown,unknown,1446838ddf4c4c072730d1242528bba13902e690c986,include,ELIGIBLE_HEDONIC,"Multiscale SVC model of 72,466 Tokyo apartment rents on characteristics",condo_apartment,rent,Japan,0447602e1fb4b1e820fd13056357b14a38759c9354ab,include,ELIGIBLE_HEDONIC,DiD of metro station inauguration on Tehran residential property values,condo_apartment,unknown,Iran,04484ee3c7717db58b1ec87b34f06f913235e6cbae72,include,ELIGIBLE_HEDONIC,Sea level rise exposure and O'ahu property transaction prices,mixed,transaction,United States,0449a9a8dddc24209da2e0314d74cc9ecd2229b976ee,include,ELIGIBLE_HEDONIC,"Multiple linear regression of Bandung house prices on area, rooms, facilities",single_family,listing,Indonesia,0450e54758e50de8667d0c6e558ef10bf6589e77107e,exclude,E2_no_characteristics,Neighbourhood-level Airbnb activity and prevailing housing prices,unknown,unknown,China,145179d980c86de9e3e0a9329f59c12e7828bb1c431a,exclude,E2_no_characteristics,Equilibrium property prices and overvaluation in Czech regions,unknown,unknown,Czech Republic,04526235fbc7f5bb1d0e0991db299fc456133b53ee95,exclude,E1_no_residential_price,"Forecasting trading volume, not prices",unknown,unknown,South Korea,1453937404ec1229cc64fcc294843ee42350fd92560c,exclude,E2_no_characteristics,Regional panel of mortgage deduction policy and prices,unknown,unknown,Belgium,045487378638f6f7d0ea6b932d009cc5d2729102e593,exclude,E8_not_housing_market,Bank credit risk stress testing,unknown,unknown,China,04557caee4aadfe955fa3cd0c4e6c37861eadda7ede6,exclude,E8_not_housing_market,Affordability and ownership logit survey,condo_apartment,unknown,Malaysia,04563a290c46b59dbe3bee9eb1e3767475540cc443b7,exclude,E2_no_characteristics,Community-level price growth RDiT; no property characteristics,unknown,unknown,China,0457e76b723a135c0f89473101662e6fc9fd97d0977d,include,ELIGIBLE_ML_PREDICTIVE_ONLY,XGBoost vs random forest house price prediction in Jabodetabek,unknown,listing,Indonesia,1458c5eff9499d055f5e031e7bf0b46aeb4ab8dcdb14,include,ELIGIBLE_ML_PREDICTIVE_ONLY,Random forest regression for house price prediction,unknown,unknown,unknown,1459c4ee95a98b9526e6c775066ad12a5e8dcc31fa2e,include,ELIGIBLE_ML_PREDICTIVE_ONLY,Stacking ensemble optimisation for housing price prediction,unknown,unknown,China,1460faa1d688377647cbb692f2d2d7e64eee396ff6d5,include,ELIGIBLE_ML_PREDICTIVE_ONLY,ML house price prediction in Surabaya post-pandemic,unknown,listing,Indonesia,1461988702e701cefa5c41597ef5db70876a7f8ef7d7,exclude,E2_no_characteristics,Macro time series of US housing price index,unknown,unknown,United States,0462d2b0ab77175d7715a021363e1b6ea755fa5a7d67,include,ELIGIBLE_HEDONIC,Urban wilderness effect on nearby home prices in Knoxville,single_family,transaction,United States,04636912b0e080d411078b058c3f942b219bcf1d9d72,exclude,E8_not_housing_market,Investor return chasing,unknown,unknown,United States,0464cd19ddf7eaaf394a62a98d9d83e3a4c7d145761f,unclear,UNCLEAR_other,"Spillover of segregated housing areas on nearby prices; project description, design unclear",unknown,unknown,Sweden,0465758a901297c082af4ca00b813f701fa1fbdeabc7,include,ELIGIBLE_ML_PREDICTIVE_ONLY,CatBoost with hyperparameter tuning on King County dataset,single_family,transaction,United States,1466b5a8c3df663b85ec70ba2d9ee5bcb99d011d927e,include,ELIGIBLE_ML_PREDICTIVE_ONLY,ML house price prediction with feature selection in Jinan,condo_apartment,listing,China,1467bb585e3b1bd1ac160b05cf31245217236fd66b46,include,ELIGIBLE_HEDONIC,Hedonic value of construction quality and maintenance in King County,single_family,transaction,United States,0468eeedb48b06f3660101615bf3de6b27e1951880ee,include,ELIGIBLE_HEDONIC,Spatial quantile hedonic of boil water notices on single-family sales,single_family,transaction,United States,0469b2c0dfc88e3d9fd9f04842764cd9e032d5f39423,exclude,E2_no_characteristics,Comparison of neighbourhood home value indicators,unknown,unknown,United States,0470ab196df26194b3225a5a0975cd51ad710f5d37ae,exclude,E2_no_characteristics,House price convergence with demographic distance,unknown,unknown,unknown,0471c975137190a72c5375447530819a02db2a0d6fbe,include,ELIGIBLE_ML_PREDICTIVE_ONLY,Deep learning for house price prediction in real estate trading,unknown,transaction,unknown,1472852acacfeb2b48a4a5c2a0be7e04ecdda05d9f07,include,ELIGIBLE_HEDONIC,GWR of living SOC accessibility on Busan detached houses and apartments,mixed,unknown,South Korea,0473cf13f86bf0a960f63bcc18e02e9eaa08bc2c5b73,include,ELIGIBLE_ML_PREDICTIVE_ONLY,Optimisation techniques for deep learning house price prediction,unknown,unknown,unknown,1474501f1410f163a308d7b6a092d2adffec19465ac2,exclude,E8_not_housing_market,Yelp social learning and restaurant quality,unknown,unknown,United States,0475634bec8b578e4be9738d8fe68e463bb89ac76ce7,include,ELIGIBLE_HEDONIC,HLM of house and neighbourhood characteristics on Taipei house prices,condo_apartment,transaction,Taiwan,0476f252380207b85f2c07f3ae2c70817bd93310a211,exclude,E2_no_characteristics,City panel of infrastructure spending and property values,unknown,unknown,India,04779c241e331ee1f36bf77f74eb1b29d12a817fbca5,exclude,E8_not_housing_market,Airbnb price determinants in New York,rental,listing,United States,0478ee29e8f8dc538ea83411050af0d9177cdbad9b4d,include,ELIGIBLE_ML_PREDICTIVE_ONLY,ML house price prediction for home selection,unknown,unknown,unknown,147999bc7ac9ccb7813da35fe003ff6e7e077196a041,exclude,E8_not_housing_market,Anchoring in household price expectation surveys,unknown,unknown,Sweden,0480b92ac1251e29013dc2fbf276d3317cad843dd278,include,ELIGIBLE_ML_PREDICTIVE_ONLY,ML prediction of apartment prices from attributes and location,condo_apartment,unknown,unknown,1481e7de23fdbf68fe5930da5eac02236f86018d72c6,include,ELIGIBLE_ML_PREDICTIVE_ONLY,Deep neural network on Boston house price dataset,unknown,unknown,United States,14829506ae1fbe9151332d35795cdaa05259db376dcc,include,ELIGIBLE_ML_PREDICTIVE_ONLY,AutoML with genetic programming on Petaling Jaya house price dataset,unknown,unknown,Malaysia,1483c4ec945f03e2d427bc119a1dea692dea9e06917b,exclude,E8_not_housing_market,Jobs-housing balance and commute flows,unknown,unknown,Mexico,0484266fbf57e3f931ee12c0a2f189676d152e2db050,include,ELIGIBLE_HEDONIC,Density and dwelling size determinants of multifamily home prices in Portland,multifamily,transaction,United States,0485c33ba8238ad4b0bb55ca5075b23da0628531d732,include,ELIGIBLE_HEDONIC,Degree days and capitalisation of heating/cooling attributes in housing prices,unknown,transaction,United States,0486e408c0b40841065d0b2eef1d581bfec02823f049,include,ELIGIBLE_HEDONIC,WTP for houses and condos within 2 miles of Warm Springs BART station,mixed,transaction,United States,048778753eb78a8f8440566608f39b7bfb9e12910aae,unclear,UNCLEAR_no_abstract,Kaifeng housing prices and regional integration; design unknown,unknown,unknown,China,04886c487bea2a2814c03d866b091cec343fd6039a6b,include,ELIGIBLE_HEDONIC,Proximity effects of wildfire fuel treatments on house prices; title clear,single_family,transaction,United States,0489287e461e7c01925f22341155132b3b9b157bf9ab,include,ELIGIBLE_ML_PREDICTIVE_ONLY,PCA with deep neural network for house price prediction; title clear,unknown,unknown,unknown,1490550f4cfd1d368ff54ed62baddf069097c531ccdb,exclude,E2_no_characteristics,Forecasting aggregate real US house prices,unknown,unknown,United States,0491965f2234f38cd18c8f4d6363a914aef179db03b8,include,ELIGIBLE_HEDONIC,Transaction prices on Zillow estimates controlling for house and neighbourhood characteristics,single_family,transaction,United States,14924346f8504f85ba6583335d3f37e0d08c1f0f19b6,exclude,E1_no_residential_price,"Outcome is manufacturing activity, house prices a regressor",unknown,unknown,unknown,0493e595f90da1c380b652dedd130adb7a3f462b1686,exclude,E2_no_characteristics,Bubble detection in G7 house price series,unknown,unknown,G7,0494f3d8fb09231a923339d673bdef8251853cc33271,unclear,UNCLEAR_no_abstract,"Real estate attributes, income gap and price trends; design unknown",unknown,unknown,China,0495afd97faa83868b9dfa1076408fe014055df02a69,include,ELIGIBLE_HEDONIC,Apartment attributes on sale prices in Riyadh; title clear,condo_apartment,transaction,Saudi Arabia,04966adb473abb925a5e83cd6278443aa09deffd7ee3,exclude,E8_not_housing_market,Drivers of housing finance in Kenya,unknown,unknown,Kenya,0497cbc09b1a9eda30bea7dd2429ab563d1cbefc6b7c,exclude,E2_no_characteristics,MLR of demand and supply macro factors on housing prices,unknown,unknown,China,0498337a3be923b9f47a8be2f2a80b1598ab6aca6910,exclude,E8_not_housing_market,Pre-diabetes hotspots,unknown,unknown,United States,049956494cbdae8af81697e839076186a1ac0cd07374,include,ELIGIBLE_HEDONIC,Crime types on LA County transaction prices with spatial controls and IV,mixed,transaction,United States,05008d2c318441fe6d61e5a37021bc2908139d8fbc64,exclude,E8_not_housing_market,Gentrification and firearm injuries,unknown,unknown,United States,0501b033134c36f6e43706d80a7aa388ff4f9afa7520,exclude,E8_not_housing_market,Negative equity trend prediction,unknown,unknown,United States,1502f845f4f170b902741f2f15df1362f7ba759bb1cb,exclude,E2_no_characteristics,Macro determinants of Malaysian house prices 1991-2016,unknown,unknown,Malaysia,0503b5305495553d75174bc5226c64eb35f78f16db04,exclude,E8_not_housing_market,Sociology epilogue on small cities,unknown,unknown,United States,05049fdf009cff897bc1331833e5180ac591faa0a9fa,exclude,E8_not_housing_market,E-waste in construction bibliometrics,unknown,unknown,unknown,0505cb11f9f56c9495e9207e7fd73f3ee935f94e1ff8,exclude,E8_not_housing_market,Urban park equity in Shanghai,unknown,unknown,China,0506a907bca8d93164bc6a58954d25c4d949e6fcbc6e,exclude,E5_not_empirical_regression,Descriptive comparison of neighbourhoods with and without Waitrose,unknown,unknown,United Kingdom,050744784adc8638d5ab0117abff6d97bec1b534e8cf,exclude,E8_not_housing_market,Brownfield remediation and tract socioeconomics,unknown,unknown,United States,0508c8d7cf372496fb213ca7847401570d38582338d2,exclude,E2_no_characteristics,UK housing cycle characteristics,unknown,unknown,United Kingdom,05099095003ffc06eca53d0fe6110393fdd6b400fe3e,unclear,UNCLEAR_other,Boosting predictions with domain knowledge; housing content not evident,unknown,unknown,unknown,15103ecdf7609271fea5608cc5d2bbcdbd86bdadfd8f,exclude,E8_not_housing_market,Street centrality and land use intensity,unknown,unknown,China,05111e91e28b3280421b3cdeee9899a68c1361c74375,exclude,E8_not_housing_market,Toponymic image-building,unknown,unknown,Russia,05127fe9a8a74405e6cde8ab02fa8c5b37b29e7d37b2,exclude,E8_not_housing_market,Housing booms and health of older Americans,unknown,unknown,United States,0513e16f8b3f5504168f65400bdccdb0fe5471728fdd,include,ELIGIBLE_ML_PREDICTIVE_ONLY,Multimodal AI valuation model from online advertisements,unknown,listing,unknown,151488e4303ab44af2b9a635da7c01a34209174ab551,exclude,E8_not_housing_market,Neighbourhood housing prices and mortality,unknown,unknown,South Korea,05153cdd5d905644ffb220fb5c9b9cb6071706d01d31,exclude,E8_not_housing_market,Catering industry spatial distribution,unknown,unknown,China,1516e214bad02ba010faf5d9c3edf93dffcb558da3f2,unclear,UNCLEAR_other,Building space organisation of two Krakow developments and prices; regression unclear,condo_apartment,unknown,Poland,051742ba305d4c89d2757f2bbe4c16bb9dc82a49c883,include,ELIGIBLE_HEDONIC,SAR and GAM of green space proximity on Cheongju residential prices,condo_apartment,transaction,South Korea,05189fdd03c1504c10587859693c9ffb24b73d795a9e,include,ELIGIBLE_HEDONIC,Quasi-experimental quality-adjusted house price effects of industrial heritage redevelopment,mixed,transaction,Netherlands,0519eae1fa4ec6c484c49ce8dd326e72c864d666b498,exclude,E3_theory_method_only,SGWR computational efficiency and software; no housing application evident,unknown,unknown,unknown,05204f8107aff5823e5fe4f9f6b68e189318ad920658,exclude,E1_no_residential_price,Outcome is housing vacancy rate,condo_apartment,unknown,China,0521f3395ef15815e2214034f12ebdc28c7285867a3a,exclude,E8_not_housing_market,Graduate migration determinants,unknown,unknown,China,0522cc15e0dfd4c098e06ddf94c44d79f227912a68f2,exclude,E2_no_characteristics,County-level weather and house prices panel,unknown,unknown,United States,052397faf0425bd93478994383f40b54ddfb3298cba3,exclude,E1_no_residential_price,Economic performance equity in station areas; no price model,unknown,unknown,China,0524dc47571c5b54e8fcfd84e029450ec61f0f66c303,exclude,E8_not_housing_market,Helplessness sentiment during lockdown,unknown,unknown,China,05257bc91ca7aac577f7ff42e5d87963d6c8d911b665,exclude,E8_not_housing_market,Built environment and COVID recovery,unknown,unknown,China,0526b470391c84b290e7cb605a3cb407e2cf0411c916,exclude,E2_no_characteristics,Monetary policy shocks on NZ housing market aggregates,unknown,unknown,New Zealand,052795ababec66c3036bf01889120701ed9327673ce0,exclude,E8_not_housing_market,Urbanization and affordable housing land coordination,unknown,unknown,China,0528303e04942037b7fc2fc530828eb5ab99016dd3ec,include,ELIGIBLE_ML_PREDICTIVE_ONLY,ML prediction of future housing prices; accuracy only,unknown,unknown,unknown,1529ca144f14e7eda372b76b59491326ad60b868d753,include,ELIGIBLE_HEDONIC,Nonlinear capitalisation of school qualities on sales and rental prices via ML,condo_apartment,transaction,China,1530b50bcfae5c5711c4bec621921cb3f613699ca294,exclude,E3_theory_method_only,Theoretical search and matching model of price dispersion,unknown,unknown,unknown,0531e5091b49f06a0d3d6b13e819cb810effb10ea465,exclude,E1_no_residential_price,Outcome is unemployment rate at MSA level,unknown,unknown,United States,0532dd2785313906142a3c87a8f90aad691ae1288c14,include,ELIGIBLE_HEDONIC,Genetic algorithms and quantum computing for marginal prices of housing characteristics,condo_apartment,listing,Italy,15333bc91d035defcabcc896f89c0c25215537aacc8b,exclude,E8_not_housing_market,Neighbourhood instability and violence,unknown,unknown,United States,05347263680a1a038cb537cd2718946e24114b8ae1f2,include,ELIGIBLE_HEDONIC,Urban park effects on Changsha transaction prices in 2020 and 2023,condo_apartment,transaction,China,0535a9e7b0e77edc93bfa2ce0c8358d0cc677291305a,exclude,E8_not_housing_market,Intercity car-hailing demand,unknown,unknown,China,0536d1f63ff45bdb8672552a8577fe4bd9e702ec174d,include,ELIGIBLE_ML_PREDICTIVE_ONLY,RNN with genetic algorithm on 5.4 million real estate records,unknown,unknown,unknown,15370556a5599546a67e6954aa723774cdfafac335d8,include,ELIGIBLE_HEDONIC,Capitalisation of realized car and transit accessibility in Canadian housing prices,mixed,unknown,Canada,053852e57a1a55769261329615cd2052c48bd9bd1b38,exclude,E8_not_housing_market,Preferences for city-centre living survey,unknown,unknown,South Korea,05394de8a99bf100e28715f5d6f82774815bd2d6650d,include,ELIGIBLE_ML_PREDICTIVE_ONLY,Ensemble learning house price prediction; accuracy only,unknown,unknown,unknown,154075f3be3646f879a139ce08cd63ad0e1e3a74ccd5,exclude,E5_not_empirical_regression,Questionnaire logistic regression of crime and housing investment,unknown,unknown,Nigeria,054161ab07b06606a74eb148d72446fd2be718e4b01a,exclude,E8_not_housing_market,Urban mobility determinants,unknown,unknown,China,0542f32005097eb48ee17eec2f3c4f84376159294837,exclude,E5_not_empirical_regression,Spatial correlation of vibrancy-centre accessibility with housing prices; no hedonic model,unknown,unknown,China,0543f8fecd11695987c1e0f29361763d65871a1272eb,include,ELIGIBLE_ML_PREDICTIVE_ONLY,GBRT and XGBoost house price prediction optimisation,unknown,unknown,unknown,1544423514ecaa586cf87219f5b1b879de8e9c225cf0,exclude,E5_not_empirical_regression,Kansei engineering perception of prestige,unknown,unknown,Spain,05457b6f20aae991c7e86b252b29d3aa5ad32d110c23,exclude,E8_not_housing_market,Determinants of construction demand,unknown,unknown,Australia,054653c497af7f467497c2bb427abf9122f3fc4e6b7c,exclude,E2_no_characteristics,Owner-estimated values on expectations; no property characteristics focus,unknown,appraisal,Italy,054784e034ebd3d51ad7a43b9ee7a05bdf9ddcee7564,exclude,E8_not_housing_market,Statistical testing of prediction algorithms,unknown,unknown,unknown,1548ee96d0e7a91826424bef527f36a42752b589d224,exclude,E1_no_residential_price,New housing construction supply response,unknown,unknown,China,0549468f24fc8fc96c2ea3fe7721dcab7d11f1adfa20,include,ELIGIBLE_HEDONIC,"Factors influencing 80,000 Taipei transaction prices incl. policy and rates",condo_apartment,transaction,Taiwan,05508bbe530fffd86e858488ca4a04253ad4e0a6b2e4,exclude,E2_no_characteristics,Time-series forecasting of Sofia housing prices,unknown,unknown,Bulgaria,05511cbdf7f0f997ee3da2127dbb3c2e026c16ec662e,include,ELIGIBLE_ML_PREDICTIVE_ONLY,Spatially weighted conformal prediction for AVM uncertainty,unknown,unknown,unknown,1552fbe8548c89ee46ca6468c1cc9e57c0c5a6af1a39,include,ELIGIBLE_ML_PREDICTIVE_ONLY,Weighted regression ensemble for house price prediction,unknown,unknown,India,1553baaec29e29c5f374e6501b179a01b6732b900c04,include,ELIGIBLE_ML_PREDICTIVE_ONLY,Boosting models on King County house price dataset,single_family,transaction,United States,1554e9e73ead1d60e4bd020d4ec92dbe95eebfe0762d,exclude,E8_not_housing_market,High-speed rail and consumption structure,unknown,unknown,China,055550b770be3980d88d8f40641c8ff78c06bf2317b1,include,ELIGIBLE_ML_PREDICTIVE_ONLY,Gaussian process regression valuation of Lijiang residential property,unknown,unknown,China,15564aa8caff5f11a1c2986cddd8bd1ba6e3e457c42b,exclude,E2_no_characteristics,ARDL of housing policies and Malaysian house prices,unknown,unknown,Malaysia,0557d4234858d553d0f42b37b21d49090126382e1733,exclude,E2_no_characteristics,City panel of immigration and urban housing prices,unknown,unknown,Indonesia,0558ad81ba69861b213822b59cdbe3a85fbee38aa116,exclude,E8_not_housing_market,PPP financing platforms,unknown,unknown,China,0559ceddd47683104acf14b3b3363d0843983e7a79cd,exclude,E8_not_housing_market,Property state and land supply in Hong Kong,unknown,unknown,Hong Kong,0560c968aee072b3778a6e8832f9bbd33398e466d511,include,ELIGIBLE_HEDONIC,Qualitative-variable models of Warsaw apartment offer and transaction prices,condo_apartment,listing,Poland,056159256c0a62b571fd4deb6268c8fa9ca7a96266fe,exclude,E8_not_housing_market,Rent burden by immigrant status,unknown,unknown,United States,0562f94619c229e58b9b862cc414623b81162426ad7b,exclude,E8_not_housing_market,Lead service line replacement equity,unknown,unknown,United States,0563fbc07523e1163aba60b0610914815fae3e0fbe46,include,ELIGIBLE_HEDONIC,Fixed-effects price premium of property management certification,condo_apartment,transaction,Hong Kong,0564661a4535483a58845f8bd5f220c63a9bc4075e58,exclude,E2_no_characteristics,LPPLS bubble detection in Chinese metropolises,unknown,unknown,China,0565d9076a1590ae075b8ad8d8be3b1df7d65bd269d6,include,ELIGIBLE_ML_PREDICTIVE_ONLY,"Comparison of four valuation methods incl. ANN on 24,781 bank-owned properties",mixed,appraisal,Spain,1566c72939e9d4a74a8e2bb4f7f31840b58b6fe8f82f,exclude,E2_no_characteristics,District-level housing price differentiation with geo-detector,unknown,unknown,China,0567b325828e23e167c2be02c54492ef18c06f07cb9f,exclude,E8_not_housing_market,Housing loan default prediction,unknown,unknown,India,15689b2d45736a7733783d51884fa5196ebdf1499baf,exclude,E8_not_housing_market,"Housing, street and health framework",unknown,unknown,unknown,0569b1dfd94d1679356da4745f38b2021b83df3dc11b,exclude,E1_no_residential_price,Spatial housing demand function for Recife; no price outcome,unknown,unknown,Brazil,057096e0ec640b350c1ec477b4a65c34f99c77d53503,include,ELIGIBLE_HEDONIC,Determinants of South London residential values incl. transmission lines,mixed,unknown,United Kingdom,057158563c3a6449027ecf641c7726d34d6cc91d2a93,exclude,E3_theory_method_only,Spatial autocorrelation modelling across 561 variables; methodological,unknown,unknown,United States,0572457f8b25f789f1bb3e25a9824862ae1aaca4c2f4,exclude,E2_no_characteristics,International synchronicity of house price indices,unknown,unknown,multi,05739ff09c1e37da9c1a4280e01b0a0249aa8f1cd17d,exclude,E2_no_characteristics,Macro cointegration of Malaysian residential prices,unknown,unknown,Malaysia,057465b8dc51a260078bf728b6a726a0e791cb09629d,exclude,E8_not_housing_market,Willingness to pay for flood insurance,unknown,unknown,Thailand,057532c1cd47836c2100e79770f6bce215bd48903e96,exclude,E3_theory_method_only,Simulation of affordability and productivity in England,unknown,unknown,United Kingdom,05769e7ab4a4550ac76b2e863a6f5ac4e84d53b113d4,exclude,E2_no_characteristics,MLR of city average sales prices on macro indicators in Jinan,unknown,unknown,China,0577cd316c303cb1024fdf65f51f5d8fbe9b673944b4,exclude,E2_no_characteristics,Terrace house price index on inflation and rates in Penang,single_family,unknown,Malaysia,0578bc005e140deb2394c7a5dfba0f2bb0648f2f8f13,exclude,E8_not_housing_market,Presidential election forecasts,unknown,unknown,United States,0579a74dcde3d3f15d8253b6e915046fae427ae91082,unclear,UNCLEAR_other,"Location, affordability and amenity on Chinese housing values; data and method unclear",unknown,unknown,China,0580354284b564059f8232fd974f92ea9958c463f7fd,include,ELIGIBLE_ML_PREDICTIVE_ONLY,Multimodal spatial representation model evaluated on housing price forecasting,unknown,unknown,unknown,1581445898473dc375739ebc1a3f2eca542de5062854,include,ELIGIBLE_ML_PREDICTIVE_ONLY,Comparative ML algorithms for house price prediction,unknown,unknown,unknown,1582a4a30b6a1583e401dba9ca9bbe79745cd4fdfa7a,include,ELIGIBLE_HEDONIC,Assessed-value regressions of ADU presence on Los Angeles parcels,single_family,appraisal,United States,058377f3a1deb2c3b9e8703548840034d0920ab52994,include,ELIGIBLE_HEDONIC,Retail service access capitalised in NYC residential sales prices with IV,mixed,transaction,United States,05842b1d3717efdab1f6e8e9081464737bc38060da5d,include,ELIGIBLE_ML_PREDICTIVE_ONLY,ML real estate forecasting system for Indian property values,unknown,unknown,India,1585d06c5551991c13921d2c5b2e3492ebf7526a9bd3,exclude,E8_not_housing_market,Regional labour mobility in Spain,unknown,unknown,Spain,05864f15678162fcfe537dfdb1bc9ab064f354953c2a,exclude,E8_not_housing_market,Out-migration of welfare beneficiaries in Paris,unknown,unknown,France,0587cb863c5bc8e9b488ebd40ea4cd9dd4ed10a895df,include,ELIGIBLE_ML_PREDICTIVE_ONLY,Decision tree vs linear regression house price accuracy,unknown,unknown,unknown,15882d7f130b935d88f8e6331808b3ca723c2f192064,unclear,UNCLEAR_other,HOA restrictions vs amenities on property marketability; price outcome unclear,mixed,transaction,United States,0589fc5bc85c76c69374f7265703f89bb906bb6b0689,unclear,UNCLEAR_other,Scalable spatiotemporal varying-coefficient model; housing application only illustrative,unknown,unknown,unknown,0590f27075fa11f5ae37f80daecb2a72406132b1f8f6,exclude,E1_no_residential_price,Residential land prices in Nanjing (land-only),unknown,unknown,China,059171ac66a3e6a6e2422b2c881d3156a364df02c7d3,include,ELIGIBLE_ML_PREDICTIVE_ONLY,ML with kriged residuals for Warsaw apartment price prediction,condo_apartment,listing,Poland,15925ec63f2ec16098bd6378adf4021304219cc7820a,exclude,E8_not_housing_market,Broadband and student test scores,unknown,unknown,United Kingdom,0593c3337bcbcfb69d4f9f3d651af53a8b0f19c0fb67,exclude,E4_review_or_meta,Overview of forecasting methods for housing prices,unknown,unknown,unknown,159480a5b36041bb40434b0f26d08ff02ad0f2a009d7,exclude,E8_not_housing_market,Migration determinants theory,unknown,unknown,United Kingdom,0595e8d334146df3126332832d3e5734ff88a8a17493,include,ELIGIBLE_HEDONIC,Variables affecting residential tax-base values around Jakarta MRT; DiD,mixed,appraisal,Indonesia,059673a5a07c14b9eaa2f16f2aed52543289c7f14317,exclude,E5_not_empirical_regression,Teaching dataset description of 104 homes and rail trail,single_family,appraisal,United States,0597e87fc9647ef15c29aa82b112fd85bb656732c47e,include,ELIGIBLE_ML_PREDICTIVE_ONLY,ML automated valuation service case study for Aberdeen,unknown,listing,United Kingdom,15983a1fbb33da06a3c5f3e4be0091954df9e0687b7f,exclude,E8_not_housing_market,Wind-speed forecasting with ELM,unknown,unknown,unknown,1599e8bae31e062b39fcfae928507d80a388b7fd2bc1,include,ELIGIBLE_ML_PREDICTIVE_ONLY,MLR vs random forest house price estimation in Jabodetabek,unknown,listing,Indonesia,16007510ef6ee69a6e713f65993ee266878dd26c49e8,include,ELIGIBLE_HEDONIC,Gated community premium under amenity uncertainty from school boundaries,single_family,transaction,United States,06016d49cc5766f594279354788417b8a7c4d2e06c0c,exclude,E8_not_housing_market,House prices and household consumption,unknown,unknown,China,06022f637117ce496a443127e83c8988b856d6045568,exclude,E8_not_housing_market,Concept paper on feedback loops in ML systems,unknown,unknown,unknown,16039c6a53540cebed3529d6e3a0fbb11bb2376ee69d,exclude,E4_review_or_meta,Comparative review of housing policies,unknown,unknown,China,0604ab5dc83d2fa2ebbd72d7238968a1f2f003282eb8,include,ELIGIBLE_ML_PREDICTIVE_ONLY,Deep learning vs ML comparison for house price prediction,unknown,unknown,unknown,1605eb037c4b7e5fe61ea35f8a860594543cd2a53c56,exclude,E1_no_residential_price,Outcome is metropolitan economic activity,unknown,unknown,United States,06069da63085da8df15bc0095fde429139b95a305c5d,exclude,E2_no_characteristics,Repeat-sales local price comovements in Manhattan,condo_apartment,transaction,United States,0607dbc22646dd6ae067fa0471b51335dee3a86eb54a,include,ELIGIBLE_ML_PREDICTIVE_ONLY,PCA-based RBF neural network house price prediction,unknown,unknown,China,160849748964576f4eaaa601b9c5592f1b09db8a9fa7,include,ELIGIBLE_HEDONIC,Sale prices near spent nuclear fuel storage and property tax rates,single_family,transaction,United States,06095ee3485a5ae0086c7a844b8533bd0d3e4e9e9395,include,ELIGIBLE_HEDONIC,Image segmentation features with GWR for Nanjing housing prices; title clear,condo_apartment,unknown,China,1610d23b2d0782b8b90f0f4c85914657780935095d30,include,ELIGIBLE_HEDONIC,Hedonic model of eco-park impact on adjacent apartment prices; title clear,condo_apartment,transaction,South Korea,0611207e3d65ca15e0f4066b5480307854be13a3ac6a,include,ELIGIBLE_ML_PREDICTIVE_ONLY,Big-data ML analysis of housing price dynamics in a Chinese city; title only,unknown,unknown,China,16122e07e31e3a38b997ea0aa3c6e6512941251cc326,include,ELIGIBLE_HEDONIC,Effect of paid residential parking on housing prices; title clear,condo_apartment,transaction,unknown,0613bae103bb56a4e867202bee4c80298f07a96ec567,exclude,E8_not_housing_market,Rent burden determinants,unknown,unknown,United States,0614bbc1441970dc7f872d2f0a37b1bda004762f50ce,exclude,E2_no_characteristics,ANN prediction of Malaysian house price index,unknown,unknown,Malaysia,1615e2134ce08ed4558757de069f5eea19bd83d50760,unclear,UNCLEAR_no_abstract,Community resilience and house prices via ML; aggregation unknown,unknown,unknown,United States,161656fb7e702c21566b02d4e6581b546bb844325228,exclude,E3_theory_method_only,Methodological comment on urban house price determinants,unknown,unknown,unknown,0617d393c65c0539a395ce8258e13c614e7749703528,exclude,E2_no_characteristics,Housing price indices for small spatial units,unknown,unknown,unknown,06189a88c0eef784fe1bd5a8c84513cd4963de8e4197,include,ELIGIBLE_HEDONIC,Multilevel hedonic of traffic noise and air pollution on housing prices; title clear,unknown,transaction,unknown,0619ebf80cfd13e864f1b2482c19826f76b660340cb1,unclear,UNCLEAR_no_abstract,Spatial differentiation of Yangzhou housing prices; design unknown,unknown,unknown,China,0620e6f814bd1b9579d4b8b8bd837b804d6fc45b1591,include,ELIGIBLE_HEDONIC,Quantile regression of land use regulation across home price distribution,single_family,transaction,United States,06217c19f9988af184fb4878f1387e1716bdb8814cc5,include,ELIGIBLE_HEDONIC,Spatial multilevel model of Hangzhou housing rent determinants; title clear,rental,rent,China,0622316c30d2e4f2d221113acdec03718479dcb6fd54,include,ELIGIBLE_HEDONIC,Mixed land use impact on Qingdao housing prices; title clear,condo_apartment,unknown,China,06231e4327e93f1787b12468bedf76325864b1996ff5,include,ELIGIBLE_HEDONIC,Hedonic WTP for reducing residential radon; title clear,single_family,transaction,unknown,06243fede3437f05f8b8058d3a20adbd20f2ed9e0858,exclude,E2_no_characteristics,Regional growth and regional housing prices 1977,unknown,unknown,United States,0625ff938e08700c1a83ddb3670199d1b2f9ea7bd80c,exclude,E8_not_housing_market,Vegetation GPP in Beijing,unknown,unknown,China,06265f3aa80189f514038e63f0fff65efbb4bd6bf7ae,exclude,E8_not_housing_market,Housing loan default in India,unknown,unknown,India,06272b76051dba4aa3717c132029de813000bcb4f62a,exclude,E1_no_residential_price,Assessment equity ratios via GWR; outcome is valuation ratio,unknown,appraisal,unknown,0628cbe22e39a5c675fa0a242d856aed571c08638f33,include,ELIGIBLE_ML_PREDICTIVE_ONLY,"RF, GB and XGBoost comparison on 1,642 Yogyakarta house prices",single_family,listing,Indonesia,1629e16104daf2657a49700986ad92033c4af003bb02,include,ELIGIBLE_HEDONIC,"MGWR of 12,924 residential samples along Qingdao metro lines",condo_apartment,listing,China,06302661cf8b87138bea845c729bf21335a2eadce031,include,ELIGIBLE_HEDONIC,Microgeography of pipeline hazard externalities on residential prices,single_family,transaction,United States,063189b96d5689ea679003aa52a35d73e0b1da69e05b,exclude,E8_not_housing_market,COVID-19 and urban thermal environment,unknown,unknown,Canada,0632a8317276d6b372bd4baa6d5e37d252974b3d92b5,exclude,E2_no_characteristics,Neighbourhood average price spatial autocorrelation in Tehran,unknown,unknown,Iran,063307cd26d2e72bba4908f9c5bf654a42480ff2a8da,exclude,E8_not_housing_market,Older adult care institutions distribution,unknown,unknown,China,0634df399efb2d475d58683b28ff674da8c7150546a0,exclude,E8_not_housing_market,Exposome study of BMI,unknown,unknown,Netherlands,06355c2b1e21701b7451eded3afacf3ec427c82cc2f3,include,ELIGIBLE_HEDONIC,Street greening structure from street view on Tianjin housing prices,condo_apartment,unknown,China,1636628322968508ab7cf6a3b2451273591998e10da5,exclude,E8_not_housing_market,Telemedicine disparities,unknown,unknown,United States,0637c52a969cb0b6334c29e2719183e003313b8c0c80,exclude,E8_not_housing_market,Industrial park vitality,unknown,unknown,China,0638881cd34465754e6d220098adbe47ba0fb35c54b7,exclude,E8_not_housing_market,Metropolitan expansion and migrants,unknown,unknown,China,063955ae1b21d2a56b0d7cdbe5f6ec97ab06865bc1b4,exclude,E2_no_characteristics,Neighbourhood-level ecological walkability and home values,unknown,appraisal,Canada,064063f18f50e72aa07849e0ef5b775fc0c39a740632,unclear,UNCLEAR_other,Estimation model for highway impacts near Genoa; property value model unclear,unknown,unknown,Italy,0641464ed9f3036b124d236efefebfca78d0d8554d8c,exclude,E2_no_characteristics,Chaos theory analysis of house price bubbles,unknown,unknown,United States,06422c5c44bfff9f8b0b5676e4d443b97123a5c96f67,exclude,E8_not_housing_market,Seasonal green exposure inequality,unknown,unknown,China,164359a0e8d0957c6dadf5b55800e76492155a1325d1,exclude,E8_not_housing_market,Urban spatial environment and COVID outbreaks,unknown,unknown,China,0644c828862389034afb7d2104d67535ddef1b307808,exclude,E5_not_empirical_regression,Questionnaire study of landfill proximity and housing prices,unknown,unknown,Pakistan,064590bf51e1887239db4648cac241aff125d68e070a,include,ELIGIBLE_ML_PREDICTIVE_ONLY,Stacking regressor hybrid ML for housing price prediction,unknown,unknown,unknown,164692b46b1af05d9ee61c610c34906cea2b29aba1f7,exclude,E8_not_housing_market,Assisted living supply trends,unknown,unknown,United States,0647468cef6abc4a4e7be447e289eb51b23ff72fc847,exclude,E5_not_empirical_regression,Descriptive trajectories of Budapest housing estates,multifamily,unknown,Hungary,0648beed0618a53d099ecb801015c9f65a264ab9aa4b,exclude,E8_not_housing_market,Ride-hailing demand and walkability,unknown,unknown,China,0649dca2a237bc7638f5e0f8140b1a81efcac2f30db4,exclude,E8_not_housing_market,Millennial ownership preferences logit,unknown,unknown,Indonesia,06504b2f8e9c3bd35a6e6c8ac9a364e17931431bb092,unclear,UNCLEAR_other,Listing keywords linked to HDB resale transactions; hedonic use unclear,condo_apartment,transaction,Singapore,16519276e951ce39074954a3e4f645cec48038bc933f,exclude,E2_no_characteristics,City-level real estate market trends with SHAP; aggregate data,unknown,unknown,China,1652fa1652e6bd70bcbbd15e3ddebd6065aac247b07f,exclude,E2_no_characteristics,Club convergence of city house prices in Turkey,unknown,unknown,Turkey,0653379ee94a23d72f975e5e8368a9c6fae5415ca4d9,exclude,E8_not_housing_market,Residential crowding GWR,unknown,unknown,Egypt,0654585bc33e1bc3e9624e91b1b35979ef185b1b45b1,exclude,E8_not_housing_market,Residential water demand pricing,unknown,unknown,Pakistan,0655b35db8df7b0dd28e73bee4f666e733319810c154,exclude,E8_not_housing_market,Talent recruitment and construction growth,unknown,unknown,China,065668491ee58e67b617fb56891b208facc9ee1f50d4,exclude,E8_not_housing_market,Bike-sharing feeder usage,unknown,unknown,China,0657a7eeae5be5eff85cf1b7e698d364a330b76dfb03,include,ELIGIBLE_HEDONIC,Facade colour preferences extracted from condominium transaction prices,condo_apartment,transaction,China,06582912682629aefb4466757ce014b89135bfd438bd,exclude,E8_not_housing_market,Energy efficiency of roof replacement,unknown,unknown,Colombia,0659b76b0faf831efa560e7e6d96d16e41f00bb7ecc4,exclude,E3_theory_method_only,Agent-based simulation of neighbourhood composition and prices,unknown,unknown,unknown,066038e5179e651516fce504171b6e7b28d22ab659c9,include,ELIGIBLE_ML_PREDICTIVE_ONLY,Non-parametric ML AVM from heterogeneous data sources,unknown,appraisal,Italy,166169087bd68f024aad73ece485dc00ff4f7e52e031,exclude,E8_not_housing_market,International capital flows to Spanish real estate,unknown,unknown,Spain,0662679e5b619ebfafaf1306e587e1f1b76ff8bde9ce,exclude,E8_not_housing_market,Ambient population and theft,unknown,unknown,China,06636d25ea5c0f2537ded1b730a685568d47111d8843,exclude,E8_not_housing_market,Bike-metro transfer and built environment,unknown,unknown,China,166430122d02d0675d02293f0e2c44c4da12818ecffe,exclude,E8_not_housing_market,Low carbon city planning in Adelaide,unknown,unknown,Australia,06652afbfbf9faedd876fb4aecaa1efe644f7f511ac9,exclude,E8_not_housing_market,Public transit and gentrification progress,unknown,unknown,United States,0666