spb/wp21_uqo

1record_id,decision,reason_code,reason,property_type_guess,outcome_guess,country_guess,ai_ml_flag28fb62d09e751f9c9ac6b4867faf181a4fa69834c,exclude,E2_no_characteristics,National aggregate Mexican house prices vs macro variables; no property characteristics,unknown,unknown,Mexico,03aa4dd21ef89562a22c3e9bdb3786f1a024bb4334,unclear,UNCLEAR_other,DML capitalisation of taxes/services in property values; unit of observation (municipal vs property) unclear,unknown,transaction,Sweden,14e07cc591c6fea66920e0c868c9d079e9c7f8d24c,include,ELIGIBLE_ML_PREDICTIVE_ONLY,ML house price prediction with AR interface; predictive only,unknown,unknown,unknown,158ff50f352d6819b08901429254c02555f29bf2ef,exclude,E1_no_residential_price,Residential heterogeneity/segregation entropy analysis; price not the outcome,unknown,unknown,China,06ff01a8bc8901c0b7c66958a8dc022e56cb5bf2af,include,ELIGIBLE_HEDONIC,School district effects on commercial vs danwei housing prices in China,condo_apartment,unknown,China,07b2591b867cf257561c201008e1bd70c5bb69b40b,exclude,E8_not_housing_market,Coworking space rhetoric; not housing,unknown,unknown,unknown,0824715798b163e9c81164c2e641b6a800589cea1d,exclude,E2_no_characteristics,Area-level time-series forecasting of prices and volumes with RNN,unknown,unknown,unknown,195feda1b8a6b6f61a53c959195c057d9f42d7e49a,exclude,E2_no_characteristics,National HPI time-series forecasting with macro features,unknown,unknown,United States,110f00153e1a11aff751cce0ac1d8d584adfc2f3843,include,ELIGIBLE_HEDONIC,"Bike sharing effect on house-level listing prices, Shanghai",condo_apartment,listing,China,011b2ca5b926880112da91799e693ad70169f0a4e00,include,ELIGIBLE_ML_PREDICTIVE_ONLY,ML house market value forecasting; predictive only,unknown,unknown,unknown,1125871f97eef8b7d56cc66e1649ca3102bc494e9e5,exclude,E2_no_characteristics,PSM on neighbourhood-level housing characteristics after correctional facility siting; no unit-level hedonic,unknown,unknown,United States,0137137e61015db51053262ac181b480d4924ce46bf,include,ELIGIBLE_ML_PREDICTIVE_ONLY,Random forest house price prediction with property attributes,unknown,unknown,unknown,11450d38cab08dd36b61065a87cca74d3a25cf15e7d,exclude,E8_not_housing_market,Neural network training rule; not housing,unknown,unknown,unknown,11584ce9a41dc472e601cd5b9950e6ff81bf61668fb,include,ELIGIBLE_ML_PREDICTIVE_ONLY,ML house price prediction in Python,unknown,unknown,unknown,116d7aa8d4c74b2d15722ca2a4fd5e36016b9d65b09,exclude,E5_not_empirical_regression,Location-intelligence e-commerce platform; no price regression evident,unknown,unknown,unknown,017a1d448944155043a92099df6473158694642135e,include,ELIGIBLE_ML_PREDICTIVE_ONLY,"ML valuation of formal/informal housing, Dar es Salaam",mixed,unknown,Tanzania,11831e3e1eed4f48bb50490c953ff77f45a0be50276,exclude,E2_no_characteristics,GIS spatial linkages migration flows and area house prices; no hedonic,unknown,unknown,United Kingdom,0192ffae320868c1d23098f5c880ffa95ceb3b3d7d2,exclude,E3_theory_method_only,Agent-based RL simulation of housing market shocks,unknown,unknown,United Kingdom,1203939936e88c9a1c978f871703b3aabf3f2f8b666,include,ELIGIBLE_ML_PREDICTIVE_ONLY,RF/XGBoost house rent prediction; predictive only,rental,rent,unknown,121775dc4f0c0983aa1cbc7ae530f38ce125a1256cb,exclude,E2_no_characteristics,"Survey-based bubble indicators for equity, gold, house prices",unknown,unknown,unknown,02251028e8115867a4c4e6210e22425ee30c4d7bfc6,exclude,E2_no_characteristics,OECD panel ARDL inflation vs housing prices; macro,unknown,unknown,multi-country,023ef26ddd2d4618a26277b45bba61d442685fed9cf,include,ELIGIBLE_ML_PREDICTIVE_ONLY,ML sale price estimator app for Bangalore homes,unknown,transaction,India,124d7678592e66e90720a5e7fc4a8fc482ba1663f6a,unclear,UNCLEAR_other,Foreclosure spillovers on housing prices; unit of analysis and hedonic controls unclear,unknown,transaction,United States,0256b229e0550558f9d8cf71f8ed102b8402d77a4f4,include,ELIGIBLE_HEDONIC,TWFE on property transactions with property characteristics; short-term rentals effect,mixed,transaction,Portugal,02642e67bd03d57a94853543cd5b6faf7d2fc716c1d,include,ELIGIBLE_ML_PREDICTIVE_ONLY,Comparison of ML algorithms for house price prediction,unknown,unknown,unknown,127daf65dd7c289554c16b459a42025ac91b3e26f79,include,ELIGIBLE_ML_PREDICTIVE_ONLY,"MLR vs KNN house price prediction, Jabodetabek",unknown,unknown,Indonesia,128f713572264ac56c9c4aca13c56904d8f47e836ac,include,ELIGIBLE_HEDONIC,"Hedonic specifications of military aircraft noise on housing prices, Gran Canaria",mixed,unknown,Spain,029d8d5366d79a95892c2cdcad05b8040841c7d531e,exclude,E1_no_residential_price,Relocation outcomes as dependent variable; price growth is regressor,unknown,unknown,China,03043a0a43d6cb55702dd93d64e6e7848510866292e,exclude,E8_not_housing_market,Electricity tariff cross-subsidies; not housing prices,unknown,unknown,Australia,031727e65cb483ccea23927180957db6e0c4e7f3a29,include,ELIGIBLE_ML_PREDICTIVE_ONLY,Stacked regression meta-model for housing price prediction,unknown,unknown,unknown,132f985188013feb2551466014b75b5e8b42de0e357,include,ELIGIBLE_ML_PREDICTIVE_ONLY,ML regression model predicting house sale prices from features,unknown,transaction,unknown,1333af0709f3752ca1c3b6903224f3c99341b3e7a54,exclude,E8_not_housing_market,Landlord politicians rhetoric; not price regression,unknown,unknown,Ireland,0346e51001070b404dffff70ec1499b1e3a48e2593f,exclude,E2_no_characteristics,"QARDL housing prices vs GDP, CO2, inflation; macro",unknown,unknown,unknown,035a4dad09d957d5f9fd70b7361f4c01d0efbbe2240,exclude,E2_no_characteristics,Municipal-level property value growth vs sales tax options,unknown,unknown,United States,036eec415b8a5e8a2e9572ed6ad0967293c63d9e6a4,exclude,E5_not_empirical_regression,Qualitative commoning/gentrification essay,unknown,unknown,Canada,037ac615d37078ef3b012caea434ec7d0c9d60320cf,exclude,E2_no_characteristics,FIGARCH volatility of city house price series,unknown,unknown,China,03881093333190e97f28a210bdda34784ca3820c416,exclude,E2_no_characteristics,Synthetic control on aggregate temporary housing rents around Olympics,rental,rent,South Korea,039f3055fd53617327c75cb56b5dc3888ac15e18f21,exclude,E8_not_housing_market,Suburban migration and governance; no price model,unknown,unknown,India,040c1bfd771c6afbcf3b81f42a914679e6b972e73e6,exclude,E3_theory_method_only,Shrinkage estimators for spatial error model; methodological with illustrative data,unknown,unknown,unknown,041e0194a8ec6f97cc08f6d03e43afd05b37442fea0,exclude,E3_theory_method_only,Conceptual inverse-model planning framework,unknown,unknown,unknown,0422e069ae24efe99a514d1a29e37e21a53ba48cdde,exclude,E2_no_characteristics,"Average house price vs economic fundamentals, UK/USA",unknown,unknown,United Kingdom,043db45b6585af6d91680e9dc8d223253bea52b9702,include,ELIGIBLE_ML_PREDICTIVE_ONLY,Regression/ML models for real estate price prediction,unknown,unknown,unknown,1440f0224520307b2dd2be4e6bbbb275f0944da01db,include,ELIGIBLE_HEDONIC,Hedonic approach to natives' preferences on foreign-born share plus field experiment,unknown,unknown,unknown,045cb989f959c3984fa04267feef406a28d263da44d,include,ELIGIBLE_ML_PREDICTIVE_ONLY,Neural network house price prediction with multi-dimensional data fusion,condo_apartment,unknown,China,1460b36f197b797b5d0927f704338eb4f587fa0299b,include,ELIGIBLE_ML_PREDICTIVE_ONLY,"GA-BP neural network second-hand house price prediction, Wuhan",condo_apartment,transaction,China,147c668f47b665583eee00ab23aa66be21c40941906,unclear,UNCLEAR_other,RD of police spending on house prices; unit of observation (city vs transaction) unclear,unknown,transaction,United States,0484e3cfbb9566ac3868ae84688075d57032e06528b,exclude,E2_no_characteristics,Panel VAR monetary policy spillovers; macro,unknown,unknown,multi-country,04947503a540d26e6971c754bdcd066af61d3606fbc,exclude,E1_no_residential_price,Home ownership rates vs marriage; no price outcome,unknown,unknown,unknown,050122e07c191e40cdc3321c3817fb731f2d55466e1,include,ELIGIBLE_HEDONIC,"Spatial econometric mass appraisal of 429 residential transactions, Yinchuan",condo_apartment,transaction,China,0513ea6239298be3f127372796473c81945b087a28e,exclude,E2_no_characteristics,MIDAS forecasting of national HPI India,unknown,unknown,India,052b6c5ee38b07ef993439806dc524301bc79a6888d,include,ELIGIBLE_HEDONIC,"OLS/GWR parkland effects on housing transaction prices, Shenzhen",condo_apartment,transaction,China,05371883a3bd2a3f689987eff1aeec41fbc6fe05aea,include,ELIGIBLE_HEDONIC,"Environmental attributes (sea view, parks) on apartment sale prices, Macao",condo_apartment,transaction,Macau,0546336e4b1644e924ae2551baabd56375635e60a4f,exclude,E1_no_residential_price,Urban spatial cycles land-use policy assessment; no price model,unknown,unknown,unknown,055a96d247980b0840c21f5095c2f6fc9fa55f2e9cc,include,ELIGIBLE_ML_PREDICTIVE_ONLY,"ANN/SVM/logit classification of rental value near historical site, Osogbo",rental,rent,Nigeria,1563a4ebbe1ecf07d053999e5dc66b45a5d9bd38465,exclude,E3_theory_method_only,Robust variable selection for spatial Durbin model; methodological,unknown,unknown,unknown,057a8e9cd510fe3cb74707fd9a1a81f13a7c9f64ab5,exclude,E3_theory_method_only,Satellite image segmentation method for appraisal; no price regression,unknown,unknown,unknown,158b740022e42110567bf68fd05ede8cc53af8f9469,include,ELIGIBLE_ML_PREDICTIVE_ONLY,"ML house price prediction from size, location, bedrooms",unknown,unknown,unknown,159917671a3b29d3cfb8a684377ac6726fb693468fd,include,ELIGIBLE_ML_PREDICTIVE_ONLY,"Ensemble learning condominium price prediction, Bangkok",condo_apartment,listing,Thailand,160cb6b998db6d3c4290c51ee5d68cd4d1e2691f197,include,ELIGIBLE_ML_PREDICTIVE_ONLY,Random forest house price prediction,unknown,unknown,unknown,161d307e4227aaa450448cc6f92c009611073ab61ef,exclude,E1_no_residential_price,City panel: housing prices as regressor of travel frequency,unknown,unknown,China,06233080dafde3c941219f91ca290c7a16156221f3a,exclude,E8_not_housing_market,Financial conditions index; not housing,unknown,unknown,China,163821975318999a19182bad9230a88ef0b43d45980,include,ELIGIBLE_HEDONIC,ML with XAI interpreting apartment prices vs regional characteristics; interpretable effects,condo_apartment,transaction,South Korea,1649744b3fa9eeeb19d80246fb6abab550b0276ccb0,include,ELIGIBLE_ML_PREDICTIVE_ONLY,Comparison of SVR/RF/XGBoost for house price prediction,unknown,unknown,unknown,165da89e9dc1883472073149b34d9613798ec4b83d6,exclude,E2_no_characteristics,Bayesian PVAR of city house prices; macro determinants,unknown,unknown,China,0666df251147348482e626686a7af688e852f8411f7,include,ELIGIBLE_ML_PREDICTIVE_ONLY,Decision tree/LR/RF house price prediction,unknown,unknown,unknown,1674929d4c428d9ac80ed4774b28011b14a7feb576d,exclude,E2_no_characteristics,Provincial aggregate housing price forecasting 1999-2009 with SVR/PLS,unknown,unknown,China,168de85e492d4c71ede92f719c2ae2ac073f4282233,include,ELIGIBLE_ML_PREDICTIVE_ONLY,LR/DT/RF real estate price prediction,unknown,unknown,unknown,1698b99b7c0a65b9b01610eb3d2cf2f54527a64cfe4,include,ELIGIBLE_ML_PREDICTIVE_ONLY,Linear regression house price prediction for Mumbai,unknown,listing,India,170ecd7aa66cb2d68f86b720e7987559e9a8c0754df,exclude,E2_no_characteristics,Census-tract average home value trajectories; growth mixture models,unknown,unknown,United States,071f06c25ac3797097edbfba0499d0151eff5f6870d,unclear,UNCLEAR_other,CART forecasting comparison; abstract does not specify housing application,unknown,unknown,unknown,172fc2f6eafea321324e89cf37e787a95cea0703b75,include,ELIGIBLE_ML_PREDICTIVE_ONLY,LR/KNN house price prediction with lasso feature selection,unknown,unknown,India,1736f747b37298399e30fbe9770da4cc1119260f422,include,ELIGIBLE_HEDONIC,Amenities and agglomeration capitalised in Dutch housing prices; hedonic,mixed,transaction,Netherlands,074d1b33ae8fda9128b5ad5e719016784688fd87172,exclude,E1_no_residential_price,Mass appraisal of land; land-only,unknown,appraisal,Russia,0758b4130b30360630b9f6359917bc5a9117459b657,include,ELIGIBLE_ML_PREDICTIVE_ONLY,Decision tree regressor for Mumbai property prices,unknown,unknown,India,17695e5e3dfaec53f362b2138f7de10b650d2878aa0,exclude,E2_no_characteristics,"Inflation vs national residential price indices, V4 countries",unknown,unknown,multi-country,0777d61981b386e99be54d31f175da6b9213f60f5c7,include,ELIGIBLE_HEDONIC,Perceived neighbourhood quality effect on owner-assessed home values; survey panel,unknown,appraisal,United States,078bb028e30ca2293e10672f2b668c4ba279584ece7,exclude,E2_no_characteristics,Municipality-level monthly panel of housing prices; aggregate,unknown,unknown,Netherlands,0798329139cbfeb35556cbf7eefe4b80e381a9627f5,include,ELIGIBLE_ML_PREDICTIVE_ONLY,ML house price prediction from property attributes,unknown,unknown,unknown,1807c7e089d4656c5ff0da78038f60d6300349c8d54,exclude,E8_not_housing_market,Housing cycle and firm investment; no price model,unknown,unknown,multi-country,08125220943ab063e0fe03168460d2005c02cf25de0,include,ELIGIBLE_HEDONIC,"Multivariate regression mass appraisal of 226 housing transactions, Jinan",condo_apartment,transaction,China,0822f38af04afe4319f348d3789afbeb7c5b267c6e9,include,ELIGIBLE_ML_PREDICTIVE_ONLY,XGBoost house price forecast (Kaggle advanced regression),single_family,transaction,United States,183c0ccfc24ab44ae1818f22e04a8d24eeeb2cb325e,include,ELIGIBLE_HEDONIC,Regression valuation of 315 properties in Evansville testing 12 characteristics,single_family,transaction,United States,084164cbfb574c942f5224d4e5678d223fc3c998197,include,ELIGIBLE_ML_PREDICTIVE_ONLY,"ANN house price prediction, Jabodetabek",unknown,unknown,Indonesia,1857c1042d804dc05284709a441fe214921128b7cb9,include,ELIGIBLE_ML_PREDICTIVE_ONLY,Ridge vs GA-RF on Boston housing dataset,unknown,unknown,United States,186dd7018d575196a58c6946607606d354c3cc37699,exclude,E2_no_characteristics,Provincial panel of housing price index vs social capital,unknown,unknown,Turkey,087c637a826f8ccb62d18fe535adddef55c8e296b72,unclear,UNCLEAR_other,Causal methods illustration (RCF vs SDM) on Green Belt and house prices; unit level unclear,unknown,unknown,United Kingdom,0884372fba4ddb3750bd351dc7ce2d5b0a91afa968e,exclude,E8_not_housing_market,School funding and achievement; not price model,unknown,unknown,United States,089bb590b0ebc4a6b4fb24c4985a07b52e6e428c0f5,exclude,E8_not_housing_market,Bank failures and housing overvaluation; no hedonic,unknown,unknown,United States,09064bcada8e378388c92bdc0ab3eb7a59366fa1b0a,include,ELIGIBLE_HEDONIC,"Tornado damage proximity effect on nearby home sale prices, Little Rock",single_family,transaction,United States,09191045fe72abab4e0956f750f2832fd3c113a3325,include,ELIGIBLE_ML_PREDICTIVE_ONLY,Hybrid regression (LR/SVR/XGBoost) for housing price prediction,unknown,unknown,unknown,192cf589823ddd33522fd7b92a02e139297739e4036,include,ELIGIBLE_ML_PREDICTIVE_ONLY,AI-AVM tree/boosting on 300k Singapore private residential transactions,condo_apartment,transaction,Singapore,19396d445a3237b9dba056b01fbc4f5af6bdc1a81b8,exclude,E2_no_characteristics,ARIMA forecasting of Malaysian house price index,unknown,unknown,Malaysia,094b9ba71953e18672e16d5de7e3209bcfe7c6d3286,exclude,E2_no_characteristics,RG-LSTM time-series house price prediction; no property characteristics,unknown,unknown,China,195068536806271ff0eb91065900cf4fb4bc2f4b233,include,ELIGIBLE_ML_PREDICTIVE_ONLY,ML house price forecasting with preprocessing,unknown,unknown,unknown,1969dcf895f71ae4f4b5b178a4c67ef78d1c8ca8d35,include,ELIGIBLE_HEDONIC,"Regression of house prices on quality characteristics, terrace houses Klang",single_family,unknown,Malaysia,097a34939ebd1d20ba654297f426501ad47056b65a4,include,ELIGIBLE_HEDONIC,Flood event effects on property values across German flood-risk zones; unit-level DiD,mixed,listing,Germany,09891a8ac86818a7900f689711220dc331ec6bb8ef1,exclude,E2_no_characteristics,GSADF bubble tests on city price indexes,unknown,unknown,China,099f0b7b5770ed252d0ad4fd1852ee58f35fe4fb88e,include,ELIGIBLE_ML_PREDICTIVE_ONLY,ML house price prediction system,unknown,unknown,unknown,11008bd8f36fe3f09fb3771c727514bb55dd49d767f9,include,ELIGIBLE_ML_PREDICTIVE_ONLY,"Linear regression with k-fold CV predicting house prices, India",unknown,unknown,India,1101c11e705a12510f4918740f154d27fe1d0c10d98e,include,ELIGIBLE_ML_PREDICTIVE_ONLY,Boston housing dataset LR/RF/SVM,unknown,unknown,United States,1102f4dcb2551d2077bc6c972a5dc4b241743fe294e2,exclude,E2_no_characteristics,City-level panel land financialisation vs housing prices,unknown,unknown,China,0103db331c0f24629fe48021dad0bdeb8a42113ac2ce,include,ELIGIBLE_HEDONIC,DiD with spatial quantile regression on Taipei housing transactions; reconstruction spillovers,condo_apartment,transaction,Taiwan,01047ec177405264ea4fe9a1d925a7a0f33f4d1c6131,include,ELIGIBLE_ML_PREDICTIVE_ONLY,Ensemble/deep learning Miami house price prediction,unknown,unknown,United States,11058ea47f50b206f614f8714fb240bb0073eee242a5,include,ELIGIBLE_ML_PREDICTIVE_ONLY,Regression algorithm comparison for house sales prices,unknown,transaction,unknown,11068346464039bf4731ec2d12feb1b59cd8e813ac95,include,ELIGIBLE_HEDONIC,GWR of transport network centrality on housing prices with big data,unknown,listing,China,0107d7bef759011b7bcd7012fa6f38d2d87b48efb3ff,include,ELIGIBLE_ML_PREDICTIVE_ONLY,ML house price prediction algorithm design,unknown,unknown,China,1108686bb0c38914d25c5205d0fa98c39b8a67d6f337,exclude,E5_not_empirical_regression,Descriptive sociology of Madrid suburbanisation,unknown,unknown,Spain,0109cf6cf0b367fdf26096325e0e2631a761b678f8eb,include,ELIGIBLE_ML_PREDICTIVE_ONLY,GA-XGBoost house price prediction (Ames features),single_family,transaction,United States,1110c55d457f096b1c1e66cba54097b2431a155ad6d3,exclude,E8_not_housing_market,Grey wolf optimizer; not housing,unknown,unknown,unknown,111182f72df403257e27f51c19ed81908a1b468aa78a,exclude,E3_theory_method_only,Discussion comment on aggregation methodology,unknown,unknown,United States,011217dc729925bee104f49fd611ac1f080f27094aab,include,ELIGIBLE_ML_PREDICTIVE_ONLY,"GA/PSO-optimised BP neural network mass appraisal, Weihai",condo_apartment,transaction,China,1113ae1c32cb82be60ec60de9e5f7316eedeb2d02431,exclude,E2_no_characteristics,"Unit root tests on national real house prices, 29 countries",unknown,unknown,multi-country,0114e5367a390abd10b119333e3713260d389383bca3,exclude,E2_no_characteristics,"City HPI interrupted time series, India pandemic",unknown,unknown,India,011542e10e35e88aa6c59763f685d635aa3f934509a0,exclude,E2_no_characteristics,Fuzzy regression of policy factors on Shanghai house prices; aggregate,unknown,unknown,China,011653189da773fd97164d9ef2ff3aada3f80a3c3b86,exclude,E8_not_housing_market,Current account and house prices; macro,unknown,unknown,multi-country,0117409193be85a6addfb8b9ea5cec8954a488a67c26,include,ELIGIBLE_HEDONIC,"RD on transaction-level prices across down-payment boundary, Shanghai",condo_apartment,transaction,China,0118c37b3936fa038b50286214eff27342b60fb3168e,include,ELIGIBLE_HEDONIC,"Multiple regression of house prices on green building specifications, Klang Valley",unknown,unknown,Malaysia,01193dbd8cf65cd7a15c852c612df4bcfcda23e7f329,include,ELIGIBLE_ML_PREDICTIVE_ONLY,SVM/RF/XGBoost on Iowa house price dataset,single_family,transaction,United States,11204379213f1fc2bfce59d0edb44817356863a3a1f4,include,ELIGIBLE_ML_PREDICTIVE_ONLY,Two ML models for house price prediction,unknown,unknown,unknown,1121f6e92a5904d5c9f8e402bd0c9db5cd10c4e894fe,include,ELIGIBLE_ML_PREDICTIVE_ONLY,"MLR/ridge/lasso house price estimator, King County",single_family,transaction,United States,112278ed6dbbf8de1bb4bf2af32a18a530f70953e878,exclude,E2_no_characteristics,Postcode-level price growth vs foreign investment approvals,unknown,unknown,Australia,01239a9259d94766ecbba99acb6ad34c5c615bf58981,unclear,UNCLEAR_no_abstract,"Determinants of residential property values in Greece; no abstract, unit level unknown",unknown,unknown,Greece,01248951b93b5b56260948a7ae6c17527f47b6c797c4,exclude,E2_no_characteristics,Spatial effects and long-run equilibrium of house prices; aggregate (title),unknown,unknown,unknown,0125ce6c1fec05efea4edcf4beafa9e77bb229d6e22c,exclude,E2_no_characteristics,Macro determinants of Hong Kong price booms (title),unknown,unknown,Hong Kong,0126440205e73bb814f65e1e006a9582dc5c823e9e20,include,ELIGIBLE_ML_PREDICTIVE_ONLY,Random forest analysis of Beijing second-hand prices; no abstract,condo_apartment,listing,China,11270d5c85fb2b230c55c4e82a51c1fd2ea5adeac52c,include,ELIGIBLE_HEDONIC,Nonlinear built-environment effects on pre-sale/second-hand prices via ML; interpretable effects,condo_apartment,unknown,China,1128f34b3a1e2f48af6ea9bd6c13d722fba48077ca05,include,ELIGIBLE_HEDONIC,Transit accessibility and NYC proximity effects on NJ residential values; no abstract,unknown,unknown,United States,012935974ce2320bc976b6e930c3a9175e75ce25b55e,include,ELIGIBLE_ML_PREDICTIVE_ONLY,Decision tree regression on multivariate real estate attributes; no abstract,unknown,unknown,unknown,1130b112b1ec8a3e99a2ef543b2c6c1eae57f6ec414f,exclude,E2_no_characteristics,International comparison of aggregate house price determinants 1980-2009,unknown,unknown,Australia,0131385044684fadff9c88fa5f3f6cf4597efc5ba4f7,include,ELIGIBLE_ML_PREDICTIVE_ONLY,"Spark linear models house price prediction, US city",unknown,unknown,United States,1132e12c7df1216b75ad39d2fe6c8fa156d04537b756,include,ELIGIBLE_ML_PREDICTIVE_ONLY,"ML house price prediction; no abstract, title clear",unknown,unknown,unknown,113347c116f45a4345b1c8ea851eea5f1e4de19c4dd0,include,ELIGIBLE_HEDONIC,"Spatial spillovers of house prices in Beijing; no abstract, title implies spatial hedonic",condo_apartment,unknown,China,0134461baa2ed46843009e81369c0cc2cdaa5f0edf1c,include,ELIGIBLE_HEDONIC,Subway proximity price premiums Seoul post-pandemic; no abstract,condo_apartment,transaction,South Korea,01356dfca4df5452e08685ae82c32091c522566b5b2d,exclude,E2_no_characteristics,Text mining of housing price fluctuations; no characteristics,unknown,unknown,South Korea,113634a156ce3d3bde0a16bd869fc392677f973c3578,include,ELIGIBLE_HEDONIC,Spatial hedonic price index construction on Chengdu micro data; no abstract,condo_apartment,transaction,China,0137517eae85083baf23eddf1a034b384644c9b50b82,exclude,E1_no_residential_price,Settlement intention outcome; price as mediator,unknown,unknown,China,0138cdb76d714a8ac7bcf6615085a1fcaa242f2b0ccc,include,ELIGIBLE_HEDONIC,MARS nonlinear effects of apartment physical characteristics on prices; no abstract,condo_apartment,unknown,South Korea,113996278bbdc3c51ba6189674264b5b10d403159abe,exclude,E2_no_characteristics,Interstate aggregate housing cost differentials,unknown,unknown,United States,014090e06b7bb6ecebf1bd06b390d994fc5f50d684a9,include,ELIGIBLE_ML_PREDICTIVE_ONLY,Regression on Boston housing dataset; no abstract,unknown,unknown,United States,11418f782d8d97a57ebaaf57344a6d78709df63e185e,include,ELIGIBLE_HEDONIC,"Expressway proximity effects on property prices by submarket, Hangzhou; no abstract",condo_apartment,unknown,China,0142b0023bd4fb0f3efa2e9a6c3cd1959ac8c9924b3f,include,ELIGIBLE_ML_PREDICTIVE_ONLY,"Data mining of housing price determinants; no abstract, title implies ML",unknown,unknown,South Korea,1143bf9865681ac40358fef441eb2d7310c8fa652b99,include,ELIGIBLE_HEDONIC,Multi-scale spatial heterogeneity in Tokyo rental market; MGWR hedonic implied by title,rental,rent,Japan,01449c435075f7982b32fc7121442af81db890063d6c,unclear,UNCLEAR_no_abstract,Land vs housing price driver in Beijing spatial structure; unit and model unknown,unknown,unknown,China,01452046cade490e25506aded107d8e6e3d5890c2a48,include,ELIGIBLE_ML_PREDICTIVE_ONLY,Deep learning housing price prediction; no abstract,unknown,unknown,South Korea,114673045d240986513a829692a61d88431e2b541bbd,exclude,E2_no_characteristics,Forecasting national real house price index; time series vs ML,unknown,unknown,Australia,1147a8bd68467b333bc91b55c4121279e53c5ab1ee8c,include,ELIGIBLE_ML_PREDICTIVE_ONLY,Boston housing ML prediction; no abstract,unknown,unknown,United States,1148388a8de2981377977b1e070b9c73f6a7e843718f,include,ELIGIBLE_HEDONIC,"Causal ML heterogeneous Airbnb impact on housing prices, Corsica",mixed,unknown,France,11497c18158dc06552fdff710eba792192dc4edc34dc,exclude,E3_theory_method_only,Methodological comment on regression use in recreation research,unknown,unknown,United States,015062b1054f7f05499495778ca937d1b679ab7d46f8,unclear,UNCLEAR_no_abstract,Predicting housing prices under job-distribution scenarios; model type unknown,unknown,unknown,unknown,01516eb3df88f004d3b76d01d44c917cfde37a94f9b5,include,ELIGIBLE_HEDONIC,"Hedonic pricing model of house prices, Bhubaneswar owner survey",single_family,unknown,India,015254892b44fa14ba39e0048010e0534ed7f970190e,include,ELIGIBLE_HEDONIC,Submarket delineation via spatially varying house value-attribute relationships (GWR),unknown,unknown,unknown,0153407faad9ae20aecb0f0bfdc7f26059d6e1c01425,unclear,UNCLEAR_no_abstract,MLR of house price influencing factors; micro vs aggregate unknown,unknown,unknown,China,0154493a558fc60b6ed5772a095693bff9a02e93a35a,exclude,E1_no_residential_price,Bogota urban structure and economic activity location; no housing price model,unknown,unknown,Colombia,0155fd14ae4936f587b2130427533de43d8771b32ccf,exclude,E2_no_characteristics,Monetary policy and real estate price regulation; macro,unknown,unknown,China,01569b0f75821d083f6e02f7348fd14f32e87250553e,exclude,E2_no_characteristics,"Light rail and gentrification thesis; neighbourhood-level change, not unit hedonic",unknown,unknown,United States,015773aef05853fe5bc9d29ad276670945adb4514a84,exclude,E8_not_housing_market,Municipal cost of urban services; not housing prices,unknown,unknown,Spain,0158fa0f8599d21759a9074c1819c26916a5ca2d1ff6,exclude,E5_not_empirical_regression,Mapping housing issues in shrinking Russian cities; descriptive,unknown,unknown,Russia,015925eeb1891a59de6ff01ced50b8eabad125625969,exclude,E8_not_housing_market,Land use/land cover change; not housing,unknown,unknown,Brazil,0160d62b21c5a1bd0007db21d83d7bd877640304ae7b,exclude,E8_not_housing_market,Metrology key comparison; irrelevant,unknown,unknown,unknown,016199a8bfd74474cdd02675ab6f0472b1e89fddc3de,exclude,E3_theory_method_only,Editorial on spatio-temporal methodology,unknown,unknown,unknown,0162da4629d53acc0b95cf8c75519377b4a0e4f5349d,exclude,E2_no_characteristics,Macroprudential policy effectiveness; macro panel,unknown,unknown,multi-country,016359e6eb01eaba33ef87ac142b20948a0d62af002e,exclude,E2_no_characteristics,Income/rental ratios as investor signals; aggregate,unknown,unknown,United States,01643b4f3fc1877047dd5e83a91b72f72be0cf422abe,exclude,E8_not_housing_market,Metrology key comparison; irrelevant,unknown,unknown,unknown,016593f5f275e85401ef3ab8219c3b3a95c83e5e5b6b,exclude,E2_no_characteristics,Green finance development and real estate prices; macro,unknown,unknown,China,0166e334c8e8bbfaf7089e1691d934b98df3c593b375,exclude,E8_not_housing_market,Metrology key comparison; irrelevant,unknown,unknown,unknown,016754e194c39a605704a765d48fa07ee8e165527f0c,exclude,E2_no_characteristics,VEC model of money supply and house prices,unknown,unknown,China,0168260bf7c305416b70c402e3f71ea54a15cc68ae07,exclude,E2_no_characteristics,"Municipal-level housing values vs migration, Cundinamarca",unknown,unknown,Colombia,01693d7265ad4ad9bfaed1aa402411619ba8e0b3cea3,exclude,E2_no_characteristics,"Immigrant concentration and housing market zones, Barcelona; aggregate/descriptive",unknown,unknown,Spain,0170411be354fe6760b0aaf9f811e21745a6a64dbaeb,exclude,E2_no_characteristics,Regional economic modelling essays; no unit-level hedonic,unknown,unknown,United States,0171e6f4c481aed9ea19397a2305dd6f117b346da348,exclude,E8_not_housing_market,Documentary film review,unknown,unknown,United States,01722f79fbcd8496f0e43981a843bb173b11a1713669,include,ELIGIBLE_HEDONIC,"Correlation-regression of housing value on area, floors, distance, heating type, Kostroma",condo_apartment,listing,Russia,0173dc9d287b9443746d85f13a05a9f9a46bf9934de3,include,ELIGIBLE_ML_PREDICTIVE_ONLY,Kernel principal component regression for house price prediction,unknown,unknown,Indonesia,11746a012daba742bf04502b35ae5ff4cb773ec6e865,exclude,E2_no_characteristics,"Aggregate US housing prices vs income, rates and tax-credit dummies",unknown,unknown,United States,0175cd0253cfb462617f4645af2f8995b6e986e4ecc0,exclude,E1_no_residential_price,Homeownership rates and education; no price outcome,unknown,unknown,United States,01767414dba8d219b9bd23af2cafcb3486a4bff78f3f,exclude,E5_not_empirical_regression,Market health index via clustering and AHP,unknown,unknown,China,01772e593eab46c48f98f1b7c1470f355911f9333927,exclude,E5_not_empirical_regression,Descriptive survey of household mobility and housing policy,unknown,unknown,Nigeria,017850f372d620332a2f9e17c0ffd5215d6a54642b09,exclude,E3_theory_method_only,Appraisal framework/protocol proposal,unknown,unknown,United States,0179d8cad0ce827b80811da6934abb2a21976e0bf037,exclude,E1_no_residential_price,Mixed-methods exclusion study using land plot tender prices,unknown,unknown,Ethiopia,0180db5246785befa0babf1ebcb480ca61136333ec37,exclude,E8_not_housing_market,Protest art essay,unknown,unknown,Taiwan,0181c137f0b0cbd9f1b9162a40f83abec7b65e44a38d,exclude,E2_no_characteristics,Descriptive review of PRC housing finance instruments,unknown,unknown,China,01828272aafa0a4fa1eb4afb53f1adde88695fa8e133,exclude,E8_not_housing_market,Food price and obesity commentary,unknown,unknown,United States,0183880bd6cddb821c525f1a2faee4bef1fa57f6fbab,include,ELIGIBLE_ML_PREDICTIVE_ONLY,MARS with coordinate descent for house price prediction; model selection focus,unknown,unknown,unknown,11844286323a5fd86880194b1e200225f51d7b424955,exclude,E8_not_housing_market,Wellness target area identification; not housing,unknown,unknown,China,01852d677de3cfd045c91d321d7614bfe7d7374a7677,exclude,E5_not_empirical_regression,Survey-based gentrification implications; no price regression,unknown,unknown,Nigeria,01869f2804394335ac6c50ab2545d0d7542c9889095d,exclude,E8_not_housing_market,Park accessibility equity; not housing prices,unknown,unknown,China,0187a44e7aed3423e176960d0a271bac4b7f3e9345ea,exclude,E2_no_characteristics,"Bankruptcy filings, flooding and aggregate real estate prices",unknown,unknown,United States,0188ab421f36054740378ab9eea35d4975b032ed3786,exclude,E5_not_empirical_regression,Descriptive analysis of real estate market transformation,unknown,unknown,Ukraine,0189329bb3dc33477735c2ff16b854fd6b136c64c641,exclude,E1_no_residential_price,Listing recommender system; no price outcome,unknown,listing,United States,1190f8e1e2babfc7f3b3cfb1398cf6ccf32ee9555da5,exclude,E8_not_housing_market,Urban vitality MGTWR; not housing prices,unknown,unknown,China,0191e32d9467d2bf0eeab61b844a88273e31ecf072ce,exclude,E2_no_characteristics,"City-level DiD of purchase restrictions on prices, 70 cities",unknown,unknown,China,01922500435517851839a440c3ed1b622c7026d31ea0,exclude,E8_not_housing_market,SHAP-based bias visualisation tool; not housing price model,unknown,unknown,United States,1193821c7c8a2588b7ae9f1f80054af85ce7459e02c5,exclude,E2_no_characteristics,Regional clustering of average prices per sqm,unknown,unknown,Russia,0194c894e24053234d7cf094457d1d462afc0926b24e,include,ELIGIBLE_HEDONIC,"Urban regeneration effects vs property characteristics on property values, Thessaloniki",condo_apartment,unknown,Greece,0195b30bfa280a7eb60ab11555ebe68a21456def243e,exclude,E5_not_empirical_regression,Literature-based urban models applied descriptively to Lae City rentals/prices,unknown,unknown,Papua New Guinea,01967f2bf023b3d439708384cd22f59dacc0eb34e47f,exclude,E8_not_housing_market,Elderly park accessibility; not housing prices,unknown,unknown,China,01973a57fd406b1d115e6daf7efd1e4e8b65bb78a78d,exclude,E5_not_empirical_regression,Conceptual discussion of value-adding factors,unknown,unknown,unknown,019873cf15fc74c9b503593e3262d2f2599b23431ff8,exclude,E8_not_housing_market,Rail fare elasticity; not housing,unknown,unknown,China,01999cc434f4150dcfa0ac932f84ccacef53747360f7,exclude,E8_not_housing_market,Green space exposure mapping; not housing prices,unknown,unknown,China,02007ef4eedbf9493a9c073f65b4c92444d77fbca1b7,exclude,E8_not_housing_market,Pollinator plants in yards; not housing prices,unknown,unknown,United States,0201f4bc80dc0fc2e84dcb6087bbed9633773fafd225,include,ELIGIBLE_ML_PREDICTIVE_ONLY,Deep learning forecasting of Taiwan real estate prices and transactions,mixed,transaction,Taiwan,1202f4ea3a3d9eb41ac85106b96d60420a09bd5e2efa,exclude,E8_not_housing_market,VA health care commentary,unknown,unknown,United States,020343707ce9bf1a5edda9c026533304a23a876f7bc6,exclude,E5_not_empirical_regression,Qualitative historic preservation study,unknown,unknown,United States,02048693ed425af8a70191afb3965f7e523795ec0a4b,exclude,E8_not_housing_market,Settlement land suitability; not prices,unknown,unknown,Indonesia,0205ee67e73f03cb165e84273ceb9ebb4e1afb65cd78,exclude,E8_not_housing_market,COVID activity intensity; not housing prices,unknown,unknown,China,02069505a193d47635f22db1b773af0498ec343b93f7,exclude,E8_not_housing_market,Asset prices and consumption; macro,unknown,unknown,South Korea,0207c5c5b27f62f2583a9f92bd0ab0784d4a5aa176bb,exclude,E2_no_characteristics,State-level panel of consumption and real estate prices,unknown,unknown,Brazil,02088f802cedf0194e383e1e3f20434319a8b5ef3cb4,exclude,E8_not_housing_market,Built environment and safety reports; not housing prices,unknown,unknown,Poland,02095a762049137ff4af2808bd8f1802e61447712eb1,exclude,E2_no_characteristics,City vs district average price relationship; aggregate,unknown,transaction,Taiwan,0210ec00a40b6e2db64e3fa41ad635c40a386ed4f664,exclude,E2_no_characteristics,Migration and national/gateway-city house prices; aggregate shift-share,unknown,unknown,multi-country,02116e76780cbf3d9676153d69ac2e6283349ca3a1ea,exclude,E1_no_residential_price,Growth of housing units; no price outcome,unknown,unknown,Kenya,02120075e16cbc9af664e37b61ad4ff49204b7c52cc1,exclude,E1_no_residential_price,Deep learning human detection in listing images; no price,unknown,listing,Turkey,121351fec5dc61f239c8af9d175c8844af2033fc82c2,unclear,UNCLEAR_other,"CAMA calibration of cost models with regression, DC; coefficient reporting unclear",unknown,appraisal,United States,021405d375330971b5777aae4d558b014fe54cdb4f35,exclude,E8_not_housing_market,Under-five mortality; irrelevant,unknown,unknown,India,0215889cef78b79e6b652dbdbdfe32662634133c161e,exclude,E8_not_housing_market,Climate action plans and health; irrelevant,unknown,unknown,United Kingdom,0216a4fbe0dd8416e192c5c25cb20591800aaa1726b0,exclude,E8_not_housing_market,Slum improvement strategies; no price model,unknown,unknown,India,0217e2de70c7171c641626731f33fa8ec2d44c6045bf,exclude,E2_no_characteristics,Regional MLR of real estate prices and economic vitality; aggregate,unknown,unknown,China,02187df6403cc193a2a8c827a0226bf7b6f51d167dc1,exclude,E8_not_housing_market,Gerontology; irrelevant,unknown,unknown,Netherlands,0219d878bc9e4cba01c320b4224158e5204ea90eeb42,exclude,E2_no_characteristics,"Macro-level energy performance and house price dynamics, EU",unknown,unknown,multi-country,0220b44f73fc573200e80cf0ddb6774509ea739328be,exclude,E8_not_housing_market,Rail transit station typology; not housing prices,unknown,unknown,China,0221ee17f4a1b08c38e1b6a7fbc86b0591880d1da5e3,exclude,E3_theory_method_only,New probability distribution family illustrated on house price data,unknown,unknown,United States,02223b7191ea3f341bbcb56408fb68ead611d7814d69,exclude,E5_not_empirical_regression,Survey of landfill impacts on communities; no price regression,unknown,unknown,Nigeria,0223fbd80736b8ce278fb94e52b36185d9dd90c38b09,exclude,E4_review_or_meta,Review of transport capitalisation studies,unknown,unknown,unknown,02242688814b8b98959676334acd789df663fc23027a,exclude,E5_not_empirical_regression,Purchase intention determinants; not price model,unknown,unknown,Indonesia,02259827bd1e175e365bec82083b549e3084f63656a8,exclude,E8_not_housing_market,Population-land-housing coupling; not price model,unknown,unknown,China,0226b1ca6daedffeea77b4cedf22b4a1b1f334b30bce,exclude,E5_not_empirical_regression,Landfill proximity implications; descriptive/survey,unknown,unknown,Guyana,02277ad7709d9581c80938bb80f48809a9933a385c77,exclude,E8_not_housing_market,Type 2 diabetes geography; irrelevant,unknown,unknown,Malaysia,02282af4d59a63c9e1659697b161d1d8a1d60a404bf8,exclude,E8_not_housing_market,Ride-hailing use; irrelevant,unknown,unknown,Indonesia,02292a6484b6880541094b4b22ee5c2a676ce13f2eea,exclude,E1_no_residential_price,"Socio-spatial differentiation outcome, not prices",unknown,unknown,China,0230de7ab1d0428f6604e47466d4b166816677aaf17d,exclude,E8_not_housing_market,Green exposure during running; irrelevant,unknown,unknown,China,023135817e1568467d660c0e8623286d835b8c69215f,exclude,E8_not_housing_market,Neighbourhood SES and cognition; irrelevant,unknown,unknown,United States,0232a95f643197c2b660024c059c6bba8bd7401f03c6,include,ELIGIBLE_HEDONIC,"Price feature (hedonic) model of park effects on house prices, Chongqing",condo_apartment,listing,China,0233f6d50c3f01cbd467962f64aac0f6f064dfcf303c,exclude,E8_not_housing_market,Infant mortality spatial regression; irrelevant,unknown,unknown,India,02342e8a79e9e27bc1e3561a8a28091a2690a217ef4c,exclude,E8_not_housing_market,Reverse mortgage structure; HPI only,unknown,unknown,Taiwan,0235f70ecfeeaac97d50819602ec0687390ab719ff9d,exclude,E5_not_empirical_regression,Architecture and sense of home in public housing; qualitative,unknown,unknown,Malaysia,023673900be1d7b3db59ac68b02075d7cd86b6d23740,include,ELIGIBLE_ML_PREDICTIVE_ONLY,"AI algorithms predicting housing prices, Surabaya",unknown,unknown,Indonesia,12373806fc2c86bf76336a6c67e9a3a8e9a75e650c4f,include,ELIGIBLE_HEDONIC,"GTWR of housing price differentiation drivers, Qingdao",condo_apartment,unknown,China,0238c1649012cb9b02e1caffbaebc042505f59a446f3,exclude,E1_no_residential_price,Park accessibility patterns related to prices; price not modelled as outcome,unknown,unknown,China,0239692a81de8e97be9c90aa3bc1994e32a920647be4,exclude,E8_not_housing_market,Birth rate GTWR; irrelevant,unknown,unknown,China,0240a51f76fd76555fedd91e244c6e58ebc3fac76346,exclude,E8_not_housing_market,Talent settlement intentions; irrelevant,unknown,unknown,China,024150a8b50474ed1b5af4eccea786a90f296e7c2428,exclude,E5_not_empirical_regression,Community training activity report on ML for property prices,unknown,unknown,Indonesia,12426efecb1a3e88fca5c1a56a0ff559968117eeff57,exclude,E2_no_characteristics,FDI and housing market stability; macro,unknown,unknown,Malaysia,024361debbcb817597da7c1b94772ac9fd9560ecacfe,exclude,E2_no_characteristics,Affordability indicator in regional capitals; aggregate,unknown,unknown,Poland,024479e318a2733e4a965e06647abaa74e15edeac58f,exclude,E2_no_characteristics,PCA/polynomial regression on 11 city average prices,unknown,unknown,China,0245d9de0ae75242c3ae0a2c1b2f102935a41fd6249c,include,ELIGIBLE_ML_PREDICTIVE_ONLY,Deep learning house price prediction,unknown,unknown,China,1246ee4a73efc5ad67b4400db23b09eeacbeb4812f86,include,ELIGIBLE_HEDONIC,"Explainable AI mass appraisal with interpretable effects, Korea residential",condo_apartment,transaction,South Korea,1247a3d6c640ddd044492b41999311b06dbe1b5ff52c,include,ELIGIBLE_HEDONIC,"Regression of residential rental value on aircraft noise, Maiduguri survey",rental,rent,Nigeria,0248c6422899339cf7b2a676fba4b8e0f160eca4136b,include,ELIGIBLE_HEDONIC,DiD/RD on house sale prices to estimate loss aversion; unit-level,single_family,transaction,United States,02496e370b66e4904206e1a16baefa54639bb731e7cf,exclude,E8_not_housing_market,Inflation expectations; irrelevant,unknown,unknown,India,02507730a8d59ef1c2edf4280f2bceef6ca8c1972812,exclude,E8_not_housing_market,Rural contracted land disposal; irrelevant,unknown,unknown,China,02519875dd434e8bd2cbb5c0a3885307d2fbbab308e6,exclude,E8_not_housing_market,Disability and ageing; irrelevant,unknown,unknown,Mexico,02523023bb0c59b92724510c2baa43d5c0cef7038262,include,ELIGIBLE_HEDONIC,"Spatially heterogeneous effects of reservoir/dam proximity on house sales, Connecticut",single_family,transaction,United States,0253b5436b1245aaa29cbbdbff01ce5b815d942ebf83,exclude,E8_not_housing_market,SVR accelerator algorithm; not housing,unknown,unknown,unknown,12549bd166858991ed89e221a8fb56169533ad4f2ece,include,ELIGIBLE_HEDONIC,Nonlinear ML assessment of street-view visual environment on property prices,condo_apartment,unknown,China,12554505071928eb7c047e48b89c95c0aaafba9a5550,exclude,E8_not_housing_market,Sports facility accessibility; irrelevant,unknown,unknown,China,0256792de905e26db923cc495f4df0c6cb502f55aaf2,include,ELIGIBLE_ML_PREDICTIVE_ONLY,Retracted deep-learning house price evaluation model; predictive,unknown,unknown,China,1257f6fc45c0ef3285996689674c9cfbb3c8e6491820,exclude,E3_theory_method_only,Feature coding theory in ML; no housing study,unknown,unknown,unknown,1258812fa5e0891b51b647184994ecedbf2306ac51ea,include,ELIGIBLE_ML_PREDICTIVE_ONLY,"XGBoost/RF apartment price prediction, Belgrade",condo_apartment,listing,Serbia,1259e3fae4b613cb00e51d86af175cdd8ab46c0ea644,exclude,E2_no_characteristics,"Cointegration and GSADF bubble tests, Kenya",unknown,unknown,Kenya,0260719da1ab6dc879c18a913b430d30392463307ad8,exclude,E8_not_housing_market,Macroeconomic imbalance procedure; irrelevant,unknown,unknown,multi-country,0261adfbb4e413a9e73aa0535da6a86a9561f6902492,exclude,E1_no_residential_price,Housing purchase decision outcome; no price model,unknown,unknown,China,0262c4530550ffe4c8833ae5f7ce65c15cde4d19767c,exclude,E2_no_characteristics,Comparative description of Beijing and Washington market aggregates,unknown,unknown,China,02637b5fd87c28c6295cbb1446d83f58278d8ae025d2,include,ELIGIBLE_ML_PREDICTIVE_ONLY,"ML prediction of house selling prices, Jakarta/South Tangerang",single_family,listing,Indonesia,12649960c6a38ff73ff0d2c4ef194a52833524b69a57,include,ELIGIBLE_ML_PREDICTIVE_ONLY,Statistical and ML prediction of rental prices from urban data,rental,rent,unknown,126544adc7031733c69e5a5f3bfaafc0f121ba07eed4,exclude,E3_theory_method_only,Agent-based model of slum formation; simulation,unknown,unknown,unknown,02666cef8d547d15165863844d240e936d1efa91edc7,exclude,E8_not_housing_market,Livability of high-rise buildings; no price model,unknown,unknown,Nigeria,0267e5a03620c206f16a19fddf4ed7dfe6663bafd7ec,exclude,E2_no_characteristics,"ARDL macro determinants of housing prices, Malaysia/Singapore",unknown,unknown,Malaysia,02689ce363f5b627e69de54e30ac1f1d31c3e56f3951,exclude,E8_not_housing_market,MBS prepayment/default risk; irrelevant,unknown,unknown,Turkey,02699e00dfd089dca40befbcf5aaeda4364373e32dc3,exclude,E8_not_housing_market,Taxation and cost of living; irrelevant,unknown,unknown,Malaysia,0270d692f7288ff0495dd871e357c8dd58bc9575727e,exclude,E2_no_characteristics,"Housing access and economic growth, EU macro",unknown,unknown,multi-country,0271c24db66393a73ad98b832c58b1a2db5738e1957b,exclude,E8_not_housing_market,Special feature introduction on COVID-19 in Turkey,unknown,unknown,Turkey,0272d29def971aa3bd1b64672ff45e725f24b52a3b6a,unclear,UNCLEAR_other,Rental values compared across two Lagos border communities; regression on attributes unclear,rental,rent,Nigeria,0273eb20c4e32e41208031fd85047fe11031253943d6,exclude,E2_no_characteristics,Regional causal relationships of housing market fluctuations,unknown,unknown,South Korea,02747b5fac902299872781620948c9eb739fc8f3997b,unclear,UNCLEAR_other,Zoning effects on property values in Oman; empirical design not described,unknown,unknown,Oman,0275266ac2a413267733d6680beb3c4fe26a80601b23,exclude,E5_not_empirical_regression,Conceptual spatial-justice perspective on greening and gentrification,unknown,unknown,unknown,0276922f998abd65e29da008f8bef799d74593b84a64,include,ELIGIBLE_ML_PREDICTIVE_ONLY,"ML house price prediction, DHA Karachi",unknown,listing,Pakistan,1277ab8cf2bdd57a6477bd02fab8d181e186e42a6d32,exclude,E2_no_characteristics,Deep learning on prefecture-level HPI panel with macro indicators,unknown,unknown,China,1278c5e0a5be265cc8d68457911db73f2d996b1cdb5d,exclude,E2_no_characteristics,RD of policy mechanism on aggregate housing prices,unknown,unknown,China,0279a7d7d518e27311e61bc9a8dde2eab286b81e3cde,include,ELIGIBLE_ML_PREDICTIVE_ONLY,ML predictive tool for real estate analysis,unknown,listing,unknown,12801f07d92a2d64f3e61dbfc427448b78696064e391,include,ELIGIBLE_HEDONIC,"Functional relationship between crime incidence and housing rents, Medellin neighbourhood",rental,rent,Colombia,0281f8f27f637e2ef66e57a8f1668d3ca1b9bfc85cb0,exclude,E4_review_or_meta,Review of multimodal ML in real estate appraisal,unknown,unknown,unknown,1282b266e62fe8f2fc1666440419c3fe4180a98d2707,exclude,E8_not_housing_market,Mortgage prepayment determinants; irrelevant,unknown,unknown,South Korea,02838d6f40adf73664f3999206f22cf1924a12dcd267,exclude,E8_not_housing_market,"Airbnb nightly prices, London",unknown,unknown,United Kingdom,02846d1f9334c7b1e9a5c3083aceb02085828371661a,exclude,E2_no_characteristics,City-type housing price factors and macro control; aggregate,unknown,unknown,China,0285ca4682f093e926cb942c787275fd09ab9265d92b,exclude,E8_not_housing_market,Elderly housing service business model; ANOVA,unknown,unknown,South Korea,028675a6485daf6c288200fc332c28b7abb1bebc0f01,unclear,UNCLEAR_other,SEM path analysis of property value and transit accessibility; unit level and data unclear,unknown,unknown,Indonesia,0287d964cf81c48bf4d67240575c62dbb4fcb05dae4c,exclude,E4_review_or_meta,Review of ML/DL housing price forecasting methods,unknown,unknown,unknown,1288c1c06879bbd671d63e05c737e134d01c273b3e2b,include,ELIGIBLE_ML_PREDICTIVE_ONLY,Linear regression on Boston housing dataset (crime rate),unknown,unknown,United States,02892ba4dc4628fc2c9cf04c3ffb150a87f3bc52eb18,include,ELIGIBLE_ML_PREDICTIVE_ONLY,ML house price prediction Bandung (title metadata mismatched),unknown,unknown,Indonesia,1290d1c948d264dac23935c09f10d88dd082602f66c9,include,ELIGIBLE_ML_PREDICTIVE_ONLY,Random forest on Boston housing prices,unknown,unknown,United States,12913efaf30e3fdc005ea2b4a3512399b6dc6974264f,exclude,E1_no_residential_price,Housing agent performance outcome; no price,unknown,unknown,Taiwan,0292d92e10e081a1dbbddb9aa9999e09c3862dd93840,exclude,E3_theory_method_only,Theoretical search-and-matching model of housing markets,unknown,unknown,unknown,0293cfde6915517f8fd980b0367c6f9dbca5f7baa860,unclear,UNCLEAR_other,Social utilities vs price-based preferences for home attributes; method unclear,unknown,unknown,unknown,029460d9a8ae5a49f5b5eac9723b50a073f1ef33fac0,exclude,E2_no_characteristics,Household loans and housing prices time series,unknown,unknown,South Korea,029565d9687d64ddb49df322bdfad1d6c80e6ad36636,include,ELIGIBLE_HEDONIC,Explainable ML valuation on 1153 residential listings with interpretable outputs,mixed,listing,Italy,12964f6fa8477e0f0d6c532fb2bf49e6f7a11e0860f0,unclear,UNCLEAR_other,Two-stage ML condominium price index forecasting from micro data; coefficient reporting unclear,condo_apartment,transaction,Germany,1297cc26367596a08763be0f136ae2db47ce6d6bcf14,exclude,E5_not_empirical_regression,Stated preference WTP experiment on credit constraints,unknown,unknown,United States,02983e22e2e4200a385586271d0056806ec1a9d0d607,exclude,E2_no_characteristics,Present value model tests on Hong Kong price series,unknown,unknown,Hong Kong,029994366bb23458480f07b64e5b6f9cbf042da33b71,include,ELIGIBLE_HEDONIC,MLR of housing prices on multiple attributes incl. age,unknown,unknown,unknown,0300d73122f18f2fc6e88c58885e906c13d19dcd95a0,exclude,E3_theory_method_only,Simulation of blockchain adoption on price dynamics,unknown,unknown,unknown,0301db31754132ba4c08b18fbe8b322189a07da4ef46,include,ELIGIBLE_ML_PREDICTIVE_ONLY,LR/RF/GB house price prediction,unknown,unknown,unknown,1302dcb1dc3b71d03383e58ad01d05df54f38cae5512,exclude,E8_not_housing_market,Bankruptcy filings and hurricanes; irrelevant,unknown,unknown,United States,0303ca6eb93d8cad004dfb1dbfaf872cd1d40b593b79,exclude,E2_no_characteristics,ARDL macro determinants of regional HPI,unknown,unknown,Turkey,03045fed3d04e25387ad452d124dc200ed351b9a1525,exclude,E8_not_housing_market,Bus ridership; irrelevant,unknown,unknown,United States,03055cd98ed2ae6029f43c034327d3bd0ff5fdefc976,include,ELIGIBLE_ML_PREDICTIVE_ONLY,Metaheuristic-optimised BP network for house price prediction,unknown,unknown,China,13069997b189d1b1db09bcd6685170f001fc37c02a66,include,ELIGIBLE_ML_PREDICTIVE_ONLY,MLR and random forest on Boston housing dataset,unknown,unknown,United States,1307db0a6726dbecbc88e20dee9cd8141be0bea2bd0d,exclude,E1_no_residential_price,Housing supply prediction; no price outcome,multifamily,unknown,Malaysia,03083d413d83eb0d87bcfc7e3b07ba405ac9b516db48,exclude,E1_no_residential_price,Residential differentiation and spatial justice; no price model,unknown,unknown,China,03098d96da3e3efe6fbafc93136db16409200b281ee6,exclude,E8_not_housing_market,Street safety perception CNN; irrelevant,unknown,unknown,China,1310ea2a4ef5a345eaf502a345d1ab7a207a1f8fb460,exclude,E5_not_empirical_regression,Descriptive big data in real estate investment,unknown,unknown,China,03116d83eb8f86dfbea58c35e5fd3c10213103c156cb,exclude,E8_not_housing_market,Child protective services referrals; irrelevant,unknown,unknown,United States,03129ffc586f651b3035ba2f9b5866eb0451f65ecbd1,include,ELIGIBLE_HEDONIC,"Multilevel model of 12,228 multifamily attached housing transactions, Busan",multifamily,transaction,South Korea,0313d72eccd75ed1a2435c718310120633a3a6e23965,exclude,E4_review_or_meta,Review of ML/DL housing price prediction models,unknown,unknown,unknown,131428818d27f380d2060451ca0c102eca6b4a020897,exclude,E8_not_housing_market,Household debt determinants G7; macro,unknown,unknown,multi-country,0315bf5e071cf2e57282a9243345a3da467edf1fd50a,exclude,E2_no_characteristics,DiD on metropolitan housing price indices around corporate relocation,unknown,unknown,United States,0316104bd4a8f4a36a1959c10f8c9721691d25a69344,include,ELIGIBLE_ML_PREDICTIVE_ONLY,"ANN optimizer comparison on 3,001 house listings, Pekanbaru",single_family,listing,Indonesia,1317c181e7511d727b79f219d28a38a187c48c581102,exclude,E8_not_housing_market,Portuguese external imbalances; macro,unknown,unknown,Portugal,031883aa251387b01c894d0241279ae0ee1e2da23b53,exclude,E2_no_characteristics,"BRICS HPI panel vs COVID, inflation, rates",unknown,unknown,multi-country,03194b59e1e5c66091609bd65d9f3681ccfd5fbc7390,include,ELIGIBLE_ML_PREDICTIVE_ONLY,MLR on Kaggle Boston housing dataset,unknown,unknown,United States,03207c96947cd1757b80a22af52aa821463e6a63d68b,exclude,E4_review_or_meta,Review of wind farm effects on house prices in Poland,unknown,unknown,Poland,0321edd222f8c89bdf34b560a44b9091d2c544558107,include,ELIGIBLE_ML_PREDICTIVE_ONLY,LR/SVR/RF/XGBoost New York housing price prediction,unknown,listing,United States,1322dd66ababd8c0664a0448b289b5e02a3f5a89778c,exclude,E2_no_characteristics,Area-level OLS of green gentrification and socioeconomic factors,unknown,unknown,United Kingdom,0323538168405467d5179fb363d0e5fe8e7cf715b1b8,exclude,E2_no_characteristics,Metro-level median house prices vs COVID factors,unknown,unknown,United States,03247aa0fe95a2fc31b97bdda4535535c59d199fc10c,unclear,UNCLEAR_other,Effect of housing site development projects on local prices; unit of analysis unclear,unknown,unknown,South Korea,0325dc35a0cc02a20045ba88b28fb9c28cd847fa4673,include,ELIGIBLE_ML_PREDICTIVE_ONLY,"Classification of house price ranges with spatial features, Istanbul",unknown,listing,Turkey,13265555039dff073c5150fe86e0865ebf54c43f247c,exclude,E3_theory_method_only,Bayesian quantile PLVCSAR model; methodological,unknown,unknown,unknown,03274262498469e92b69370c27821a2fd7bec69f36d5,exclude,E8_not_housing_market,Earthquake preparedness behaviours; irrelevant,unknown,unknown,United States,03287d1cab9cb4a23353a91e331ad601c8e52aeb0810,include,ELIGIBLE_HEDONIC,"MLR and neural network on second-hand housing data, Shenzhen Bao'an; MLR coefficients",condo_apartment,listing,China,1329701f7563ea70de153f3bb30c96bc37a70ccaaec5,include,ELIGIBLE_ML_PREDICTIVE_ONLY,RF/DT/GB comparison on Boston housing dataset,unknown,unknown,United States,1330b7797999153edec8212df5ef5955cc5c1ee405b3,include,ELIGIBLE_ML_PREDICTIVE_ONLY,ML prediction of Delhi residential prices with metro proximity,unknown,transaction,India,133196a3b0599430241ba644e3cad294e999b0c5562b,exclude,E2_no_characteristics,Paris rental price index time-series forecasting,rental,rent,France,1332c970dcc688eb2f5bd1529a98ed4de09ee1882ae8,exclude,E8_not_housing_market,Household debt accumulation OECD; macro,unknown,unknown,multi-country,033369288e963b8055b19e0fd077000b14eb34270ae1,include,ELIGIBLE_HEDONIC,"Transaction and flipping hotspot effects on prices controlling housing attributes, Taipei",condo_apartment,transaction,Taiwan,0334b99a736d75227e6fa23783d72f55fa3764a3aeb8,exclude,E3_theory_method_only,Fuzzy residential choice/valuation model; conceptual,unknown,unknown,China,0335a8dcb4a47847d7ad3630981d5ab5b4f61e00cddc,exclude,E8_not_housing_market,Urban structure and insomnia; irrelevant,unknown,unknown,China,03363b46300724c1e5ee1c33d1686e3898c7227985d2,exclude,E8_not_housing_market,Municipal incorporation and segregation; irrelevant,unknown,unknown,United States,033789320da66f3ce980a47b29c40bdd0d9763125dd3,include,ELIGIBLE_ML_PREDICTIVE_ONLY,CNN/DT/KNN house price prediction,unknown,unknown,unknown,1338be7ea8aa07f1367587ad13335eec8d39dd87890c,exclude,E8_not_housing_market,Hospital HIE network density; irrelevant,unknown,unknown,United States,0339e8684a8e2253ff3510422571ee7417560dabc237,exclude,E5_not_empirical_regression,Interviews with practitioners on housing price characteristics,unknown,unknown,Indonesia,0340d681bec1fde1191e7859067c4344bf6668a677c6,exclude,E8_not_housing_market,Psychological stress index; irrelevant,unknown,unknown,China,0341b82770dd55b61c748bb1256b94e14cbfab24fbf4,include,ELIGIBLE_HEDONIC,"MRA of GBI certification effect on 471 condominium prices, Penang",condo_apartment,transaction,Malaysia,0342c7c9f06acf19f85e5a725174eed9e05f5e25899a,exclude,E1_no_residential_price,Home ownership rate as outcome; prices are regressors,unknown,unknown,Indonesia,0343be87397676bb4f77c364fea6fd08e8f0307a5c1a,include,ELIGIBLE_ML_PREDICTIVE_ONLY,EDA and ML house price prediction methods,unknown,unknown,India,134428dbdfbf34eec16aaa34379de6b962423aa01e40,exclude,E2_no_characteristics,Price/volatility spillovers across national housing indices,unknown,unknown,South Korea,0345515097927936d6d77ff03b359c8752bcf7686ca7,exclude,E3_theory_method_only,System dynamics model of Malaysian house pricing,unknown,unknown,Malaysia,0346d251156a74382116423042e77ed9a324244b3f33,include,ELIGIBLE_HEDONIC,"Effect of micro-scale school commuting environment on housing prices, Hwaseong",condo_apartment,transaction,South Korea,0347e03d80e040fcfa4d7726a71678be31e8ea726edd,include,ELIGIBLE_HEDONIC,"Premium effects and thresholds of green space types on housing prices, Beijing",condo_apartment,listing,China,03488a9d051a7613126b8a3e0280336f2550eb73da44,exclude,E5_not_empirical_regression,"Qualitative study of tourism and residential change, Bogota",unknown,unknown,Colombia,034972c362e57b15f04ce280b4b5be844eea81106696,exclude,E3_theory_method_only,PSO optimisation of neural network parameters; no housing study,unknown,unknown,Indonesia,135044cc6a69608e568400d47a5060f5f149a6b424d9,exclude,E2_no_characteristics,"Macro factors vs HPI, Spain and Croatia",unknown,unknown,multi-country,03514ef7ce4f14445bf9a33984435f44780b61bbb8ff,include,ELIGIBLE_ML_PREDICTIVE_ONLY,Lasso-based house price prediction website,unknown,unknown,India,1352bf73d1d45094818d0c1a77e6b22d3690145b5480,exclude,E2_no_characteristics,Regional economic determinants of housing affordability,unknown,unknown,Indonesia,0353d64de7fa7d1821442ef9373246ebb3eeab4027f6,exclude,E8_not_housing_market,Socio-spatial differentiation of tourist town; irrelevant,unknown,unknown,China,0354693c070e6cdaf6a78755a8e3c1d814d520eaeae3,exclude,E5_not_empirical_regression,Essay on green gentrification factors and strategies,unknown,unknown,unknown,0355fc847b78bc07a9ffe8e773b4002a2d0a4bf91ff7,exclude,E2_no_characteristics,Area-level Airbnb density vs housing prices and equality,unknown,unknown,United Kingdom,03564e338f7890627c293cd5480dec800ffcec7fef84,unclear,UNCLEAR_other,"Temporal stability of buyer location preferences, Szczecin; hedonic vs survey unclear",unknown,unknown,Poland,0357a090a9e2f62d50d7c4f9b35da3141a7a1e038603,include,ELIGIBLE_ML_PREDICTIVE_ONLY,MLR on California 1990 block-group housing dataset,unknown,unknown,United States,0358cc28b911caa807254240448f06edd4a66e8b8665,exclude,E2_no_characteristics,Regional price volatility FTB vs former owner-occupier indices,unknown,unknown,United Kingdom,035959996b186a37311460696472ae433850e2f1b2ae,exclude,E1_no_residential_price,Determinants of gap speculation investment; no price outcome,condo_apartment,unknown,South Korea,0360ade6ed1d19786ee39dbd2cd53c21e16e7912f0c1,exclude,E2_no_characteristics,"Momentum effects in district apartment price indices, Seoul",condo_apartment,unknown,South Korea,0361a16279862032dff3238dd72d8e2f29e3e2c8435e,exclude,E8_not_housing_market,Homeownership and health; irrelevant,unknown,unknown,Canada,0362c7b6f4e2f6a7f59f7730fb5b1f9d4b475ac104b6,exclude,E1_no_residential_price,Geo-embeddings for housing search recommender; no price model,unknown,listing,Brazil,1363b8bb4f416318e6d4d89cc89b686bd16d95048ac3,exclude,E2_no_characteristics,Grey correlation of supply/demand/macro indicators on Haikou prices,unknown,unknown,China,0364ec7b52328bae99bbb22d4e8a7dd5b9a8c52e95ad,include,ELIGIBLE_ML_PREDICTIVE_ONLY,ML prediction of home rental prices in Indian metros,rental,rent,India,13653ff76d95b8a6880a949651b0091fe38ecc60876f,exclude,E8_not_housing_market,Immigrant residential concentration; not price model,unknown,unknown,South Korea,0366bda7e22d4e2610c5e517c48b14c12014a9406cac,include,ELIGIBLE_ML_PREDICTIVE_ONLY,ML house price prediction model,unknown,unknown,India,1367f921b44c7e05451da0abd8af2356c3fde4c9cdac,exclude,E2_no_characteristics,SVAR comovement of house and jeonse prices,unknown,unknown,South Korea,036884034faff74c1615cf1da620804dd2b3dac85333,include,ELIGIBLE_HEDONIC,"MGWR of facility influences on housing price for submarket classification, Shenyang",condo_apartment,listing,China,0369e1956f8e931ad44da89538d9ee744bb53b1fe0cd,exclude,E2_no_characteristics,SVM on aggregate factors of urban commercial housing prices,unknown,unknown,China,1370389784401469f3cec8da4c2b856ddd829015f4b2,exclude,E8_not_housing_market,Credit misallocation and density; irrelevant,unknown,unknown,China,0371c596173442bd65b7157b5598f010579f3a3fe6af,exclude,E2_no_characteristics,"Monthly aggregate house prices during COVID, Sweden",unknown,unknown,Sweden,03722978e64c8b75224a83ddd496a45e744aa32769d7,include,ELIGIBLE_ML_PREDICTIVE_ONLY,RF/XGBoost/LightGBM/DL house price prediction comparison,unknown,unknown,unknown,13732f61b315ee49e0c729d63ab20c92f944a341b7c8,include,ELIGIBLE_HEDONIC,Street environment composite metric from segmentation in property valuation model,unknown,unknown,unknown,1374bbc85c0376ef4c6974813a189124a40708684478,include,ELIGIBLE_HEDONIC,"Hierarchical growth models of repeat-sales prices with house attributes, Kaohsiung",mixed,transaction,Taiwan,037587c74ee4b2aeb5165af9342a5d3b2e1122f0d25b,exclude,E2_no_characteristics,District-level panel of jeonse prices vs supply shocks,rental,rent,South Korea,0376e6446985cde76fcd6e8a310458e6c8469fe46372,include,ELIGIBLE_ML_PREDICTIVE_ONLY,ML regression models for Guangzhou housing prices post-COVID,condo_apartment,listing,China,13772a5e3fbeddc0ce665850613799e472a784b05070,include,ELIGIBLE_HEDONIC,Longitudinal effect of rail trails on housing values,single_family,transaction,United States,03784d0303ee931ed16d4c65f4c3bcba92abdf0be729,exclude,E2_no_characteristics,EU panel of property tax and house prices,unknown,unknown,multi-country,0379cc861b3ff0cd2c0f8f8bfe2549b8c9c5aa95432a,exclude,E5_not_empirical_regression,Essay on urban revitalization and heritage,unknown,unknown,Brazil,03802924f21d7d62f40497b2af3354e9938d715420fe,exclude,E5_not_empirical_regression,Resident survey on ring road effects; no price regression,unknown,unknown,Poland,038170c25ec0aad99bd59c2df0eacba1d1f3cef53c2c,exclude,E5_not_empirical_regression,Satellite-feature clustering of submarkets; no price regression,unknown,unknown,Spain,1382cf6dbb072821792ae38236a6cb3980e99b9cb8b2,exclude,E1_no_residential_price,Teacher housing affordability; no price regression,unknown,unknown,Australia,03836f837eb072914b1501bb722a2c224c23e93fcfc0,exclude,E1_no_residential_price,Household consumption outcome; housing price as regressor,unknown,unknown,Taiwan,0384d0498e1331aede705a6bca174d284b6ac4e9ed72,include,ELIGIBLE_HEDONIC,"Econometric models of 13,835 Athens valuation reports with structural and macro variables",condo_apartment,appraisal,Greece,0385feb5c9e07f5478abebc4bec2ac818b953238f35a,exclude,E3_theory_method_only,Proposed equilibrium price model for affordable housing; conceptual,unknown,unknown,Malaysia,0386c73f2d05039f1812b77b6d6ab09f1fc36d1217f6,include,ELIGIBLE_ML_PREDICTIVE_ONLY,Automated ML property pricing system,unknown,unknown,unknown,1387a4ac7b936f71017ed4364dfb9ade3f89f293bea5,exclude,E2_no_characteristics,Census-tract median home values vs recovery residences,unknown,unknown,United States,0388dd435164f5c3ce7577ddeade4763af693a7e18e3,exclude,E2_no_characteristics,China macro dynamics and housing prices 2002-2022,unknown,unknown,China,0389f6054682589d21e7a4cb5ecb744ac85384b37b16,exclude,E3_theory_method_only,Conceptual framework for AI-augmented valuation,unknown,appraisal,United States,1390de0523702e2eebe77da4b6ff416c73a2f2ba257e,include,ELIGIBLE_HEDONIC,"MLR with interactions on 4,600 US housing sales (living area, year built, waterfront)",single_family,transaction,United States,03918b3f3a2bc764ad2eb5fc96d5acd25ed14bf4ee97,include,ELIGIBLE_ML_PREDICTIVE_ONLY,Lasso and other ML house price prediction,unknown,unknown,India,1392beac88618c5e28b95084ffc99e1d3a9fc6ad8353,exclude,E8_not_housing_market,Island community sustainability survey; irrelevant,unknown,unknown,Croatia,0393579b29185c6a16af482e706d2a82a2f2d79819e5,include,ELIGIBLE_ML_PREDICTIVE_ONLY,Deep learning with AEDA tuning for house price prediction,unknown,unknown,unknown,1394b2a27edffca125304777469c2ab1e77ece301558,exclude,E2_no_characteristics,US macro indicators and housing prices 1982-2018,unknown,unknown,United States,039555c940d832ef8dcdad2835c8fc50397dc9fa7c33,include,ELIGIBLE_ML_PREDICTIVE_ONLY,XGBoost + ResNet18 satellite feature fusion for Greater Jakarta prices,unknown,listing,Indonesia,139676f161e1c15ab1d813cee869a310096fbaf4725f,unclear,UNCLEAR_other,Institutional single-family rental owners and housing prices; price unit of analysis unclear,single_family,transaction,United States,03979956aba8c110f602a88fd2b3743617f75e16f997,include,ELIGIBLE_ML_PREDICTIVE_ONLY,Forward selection and PCR prediction on Ames housing data,single_family,transaction,United States,039831d195fbe803bb066a9fb0cae093a628f2a6bafd,include,ELIGIBLE_ML_PREDICTIVE_ONLY,MLR on 1000 California 1990 block groups,unknown,unknown,United States,0399b8b23f0dcf1a4b3bb6fccf6cd81535d931b9ca3d,exclude,E1_no_residential_price,Residential mobility plans; no price outcome,unknown,unknown,South Korea,040039f20b64c3740a48ef1cc318f2e8fe9304b0a720,exclude,E2_no_characteristics,Monthly macro drivers of Hong Kong price boom,unknown,unknown,Hong Kong,0401872e9688c02319984f92a71aaeb850d6fee0ec70,exclude,E2_no_characteristics,Dissemination-area average housing values; aggregate spatial regression,unknown,unknown,Canada,0402991834b04e43800cbdf1e4b9c99d804f3729f1ca,include,ELIGIBLE_HEDONIC,"Taxi-travel-time GWR of public housing prices, Singapore",condo_apartment,transaction,Singapore,0403a461004b46cd73f66a89290e5cfd637527079bca,exclude,E8_not_housing_market,General ML in finance overview,unknown,unknown,unknown,140495805c397eb60cbc179b0ec443b4d81119139b97,exclude,E8_not_housing_market,CFD numerical scheme; irrelevant,unknown,unknown,unknown,0405f59be55ef71dbbb241f895d939bfe981c245fd84,include,ELIGIBLE_ML_PREDICTIVE_ONLY,ML regression comparison on Ames Iowa data,single_family,transaction,United States,1406c18751edf30a3d6a24bad808d08747e396f9d7f1,exclude,E8_not_housing_market,Taxi demand GWR; irrelevant,unknown,unknown,China,040759deef5440599497c8f622abbe85f977745df929,include,ELIGIBLE_ML_PREDICTIVE_ONLY,Linear regression vs random forest house price prediction,unknown,unknown,unknown,14086b33b5003b996cd04e647ce3a57c9b0aa30781c0,include,ELIGIBLE_ML_PREDICTIVE_ONLY,ML comparison on Seattle housing prices (Kaggle),single_family,transaction,United States,14094eea76f80dfaacd7412ecc66186284658da6c224,exclude,E8_not_housing_market,Nonemployer business growth; irrelevant,unknown,unknown,United States,0410f3686557fef80eaec287abc31c8f6144a37fa150,exclude,E2_no_characteristics,Euro area house prices vs fundamentals and financial stress,unknown,unknown,multi-country,041176bfb38e634b9191cdbf366d57ede28296fd9cf7,exclude,E1_no_residential_price,Determinants of second-home shares in municipalities,unknown,unknown,Spain,041295df7befc028f3dece860acaa22d70e24895e508,exclude,E8_not_housing_market,"Airbnb listing price prediction, Hong Kong",unknown,unknown,Hong Kong,141331762742cc42aa49ed71699e44ecc8655603ee42,exclude,E1_no_residential_price,Renter sub-tenure choice; no price outcome,rental,unknown,South Korea,04145a954502f7eb3f82037afa45e4edbfa98e3b0207,exclude,E2_no_characteristics,Macro/banking determinants of Serbian price index,unknown,unknown,Serbia,041573fca727a82541fadd8fc432dbc43b0a13b655b4,exclude,E2_no_characteristics,Planning norms and housing price variation across Italian areas; aggregate,unknown,unknown,Italy,0416765e06c5e5f4ddc7dbbc22ffe233712dca5dd0a2,exclude,E8_not_housing_market,Gentrification and infant mortality; irrelevant,unknown,unknown,United States,041784258eb0b1c420878660b749c8faa7b9c82ad8f6,exclude,E8_not_housing_market,Interregional migration after job loss; irrelevant,unknown,unknown,Finland,0418333ddb60656ff6f0c1a37bf648c52963531a765b,exclude,E1_no_residential_price,Housing voucher residential area choice; no price outcome,rental,unknown,South Korea,0419432fe7d36188d6b08a832caf4c2458d2f2896e2a,exclude,E4_review_or_meta,Text-mining meta-analysis of Jeonse research trends,rental,rent,South Korea,0420eb83b823dc7d4cd79368947127d94433b85b297b,exclude,E3_theory_method_only,Semiparametric distributional single index model; theory,unknown,unknown,unknown,0421338dafefad9fa8d851728e3181a761435b4fedf8,exclude,E2_no_characteristics,Provincial panel of housing prices vs mortgages and disasters,unknown,unknown,Indonesia,0422241304a775a062c63bb456442add0736606521fa,exclude,E2_no_characteristics,Aggregate Portuguese housing prices vs tenancy and finance,unknown,unknown,Portugal,0423ebc2a6ebe3af4daa29c29d4aaf4557cd2a2ab21c,include,ELIGIBLE_HEDONIC,"DiD on housing sales prices with housing controls; school zone downsizing, NZ",single_family,transaction,New Zealand,04243aa7f030a4381b77e86adc6c4f71f107c8ae0bdf,include,ELIGIBLE_HEDONIC,Nuclear plant proximity on 540 single-family sales plus municipal assessed values,single_family,transaction,United States,04252439f3f8e34b93bdf0936fce03d12a51bdbd5948,exclude,E2_no_characteristics,LightGBM on municipal-level demand/supply/policy factors,unknown,unknown,China,14260563f027cf714e008ab3994408f3e369f4c1ed3b,include,ELIGIBLE_ML_PREDICTIVE_ONLY,ML house price estimation with feature importance,unknown,transaction,unknown,142777ca6815783b79bdf1bb76e3135c5029837c8fbe,exclude,E3_theory_method_only,Statistical framework for dynamic zoning/anomaly detection,unknown,unknown,unknown,0428739575eb7e537e43a525d9a0f8a402b6b0ad981c,exclude,E1_no_residential_price,Remote work and commercial real estate; no residential price model,unknown,unknown,United States,0429ce1c455ab32efd54f544601631d21401dc955aff,include,ELIGIBLE_ML_PREDICTIVE_ONLY,VMD-RF hybrid feature extraction for house price forecasting,unknown,unknown,unknown,14302a3ca691000fce1fa3c6fc5cd98dc6be6c8d00b1,exclude,E1_no_residential_price,Internal migration patterns and housing market; no price model,unknown,unknown,South Korea,0431bdd62d525d876160f3b7e2ed449cfdc9badd077c,exclude,E3_theory_method_only,Smooth-transition spatial regime model; methodological,unknown,unknown,unknown,0432af4adff7998470e679ae436b0e2df6402a90ee46,exclude,E8_not_housing_market,Human trafficking detection; irrelevant,unknown,unknown,unknown,14337bcb8b3bbc9e3a09a3716c642441a58c44994ca6,exclude,E8_not_housing_market,Non-performing loans determinants; irrelevant,unknown,unknown,Greece,0434dbe2948d5376907de536fb31d03bd93789812d82,include,ELIGIBLE_ML_PREDICTIVE_ONLY,"ML forecasting of rental prices from scraped listings, Tunisia",rental,rent,Tunisia,143576591d68dd676906fcc0bb6c7e76c51b0e4f055e,exclude,E8_not_housing_market,Mortgage borrowing and chronic disease; irrelevant,unknown,unknown,United States,0436eea4dc71870988f4197b0622d678030e65c32bc7,exclude,E2_no_characteristics,VAR of macro variables and Macau residential values,unknown,unknown,Macau,0437496341a43811427014a9dcda0319cebcd0a98aa3,include,ELIGIBLE_ML_PREDICTIVE_ONLY,Extra trees regression for house price prediction,unknown,unknown,unknown,1438c53314afe50ea8b0557d58f6721f502db4ca1629,exclude,E2_no_characteristics,Consumer house price expectations across EU; aggregate,unknown,unknown,multi-country,0439b5a8b98a03bc42b7cdbaa84e59bf834a57df01c0,exclude,E8_not_housing_market,Federal policy response to credit crunch; irrelevant,unknown,unknown,United States,0440d5cf4474cfb10fc567f3625da0991c5d33732aa9,include,ELIGIBLE_ML_PREDICTIVE_ONLY,"Ensemble ML property price prediction, Irbid (title metadata mismatched)",mixed,listing,Jordan,144153ea15fce9e460ecc4775eb8468116885f1da9b3,exclude,E8_not_housing_market,Furniture design preferences; irrelevant,unknown,unknown,China,0442b51ce3e749dfb9501d9d73fad1587e07a329c9b9,exclude,E2_no_characteristics,ANN forecasting of real estate sales price index,unknown,unknown,China,1443414567c350c28d32edccd04fa8c72f8847644043,include,ELIGIBLE_ML_PREDICTIVE_ONLY,Random forest house price prediction in RapidMiner,unknown,unknown,Indonesia,1444a0e49e6348f59aac8fc321beb7cf18a780bbb911,exclude,E8_not_housing_market,Test-time augmentation method; irrelevant,unknown,unknown,unknown,14457ce0ce0a1a351c3be6e43b20702afad3ceeada7c,exclude,E8_not_housing_market,Tourism seasonality and growth; irrelevant,unknown,unknown,Spain,0446f49dedbf7b2f17cb72917a83bf82eab9adeeab59,include,ELIGIBLE_ML_PREDICTIVE_ONLY,Random forest regression on Kaggle property dataset,unknown,unknown,unknown,1447b1b619e720e2b99c46068570f3d9d3b944589bb0,exclude,E5_not_empirical_regression,Social innovation for safe housing search; no price regression,unknown,unknown,unknown,04481165fd19265663d89986a4cf836d053c46a71996,unclear,UNCLEAR_other,"Spatial/spatiotemporal error dependence in AVMs; theory plus application, coefficient reporting unclear",unknown,transaction,United States,0449b0c1fb4826e41db24d5926154604901bd02c7423,include,ELIGIBLE_ML_PREDICTIVE_ONLY,MLR on California housing Kaggle dataset (block groups),unknown,unknown,United States,04506d43c92115595a6e9320d3384d63529c7c8e7d3d,exclude,E2_no_characteristics,Provincial spatial panel of urbanization and housing prices,unknown,unknown,China,045185884e2de28869e46d9a7e5971591e70b40e44d1,exclude,E2_no_characteristics,RD of major events on community-level average prices; no characteristics,condo_apartment,transaction,China,045285d857380079e0586bf9e2de77b6bf63518cc948,exclude,E2_no_characteristics,"Bayesian VAR of macro factors and housing prices, Russia",unknown,unknown,Russia,04533c9caf715802e4b04d9f81994bbb50af4c642127,unclear,UNCLEAR_other,GWR market values used to benchmark self-reported valuations; hedonic coefficients may be reported,unknown,appraisal,Poland,045493190686f11cdfca6207ea210add39da132cb244,include,ELIGIBLE_ML_PREDICTIVE_ONLY,Hybrid ML house rental price forecasting,rental,rent,India,14554fe1edbcedb401433d121acfaca6b564e2e54912,exclude,E2_no_characteristics,Spatial autocorrelation and kriging of district prices; no characteristics,condo_apartment,listing,China,0456afd23eb66b586a85d873581cd4d707be5252f2a0,exclude,E5_not_empirical_regression,Essay on neighbourhoods in housing markets,unknown,unknown,unknown,04577c8035c6809554a64fd4842c09d249fe44aa20d2,include,ELIGIBLE_HEDONIC,"MLR of house prices on bedrooms, bathrooms, grade, view (King County-type data)",single_family,transaction,United States,0458f61af9182b02e88d64f0b234e7e4dbdeea13a001,include,ELIGIBLE_HEDONIC,"OLS and MGWR of urban vegetation effects on housing prices, Chicago",unknown,unknown,United States,04594c5e35bb2c2eecfdae466de3e69408e994ba4c75,exclude,E3_theory_method_only,Conceptual paper on house acquisition behaviour,unknown,unknown,Malaysia,04604e466a17fb2cf5a4adc290cec91b0f1aaedbabd1,include,ELIGIBLE_HEDONIC,"MLR of rental prices on 10,000+ Lianjia rental listings, Guangzhou",rental,rent,China,0461dc11cbfaccfc2b053ca030b6c7e8031ad2bfa026,include,ELIGIBLE_HEDONIC,"MLR of house prices on 115 houses, Denpasar vs Jakarta",single_family,unknown,Indonesia,0462a658f1206c981ca29b7dee7dec99dc7b24b457ee,exclude,E1_no_residential_price,Crime on street segments as outcome; no price model,unknown,unknown,United States,046331361244b2b00e040d7debcd55672569e95554dd,exclude,E5_not_empirical_regression,Clustering of neighbourhood types; no price regression,unknown,unknown,United States,0464f68fd42aced280f4e2b1576620c43e4e1470d159,exclude,E2_no_characteristics,Visual what-if analysis of aggregate housing time series,unknown,unknown,United States,14657dd6f1e69a7a0886c972c7966f758bc8e289253c,exclude,E8_not_housing_market,Household debt ARDL; irrelevant,unknown,unknown,United States,0466c66f5c787afea2e3a2b8b378cc2188e6013ee22f,include,ELIGIBLE_ML_PREDICTIVE_ONLY,Feature selection (RFE/GA) for ML house price prediction,unknown,unknown,unknown,146783fd3fee5484e20aba8c9cf1a788ef885495821b,exclude,E4_review_or_meta,Literature review on monetary policy and housing bubble,unknown,unknown,United States,0468367887ce2c655ba1fc1da17180adc3b9c3f1858c,exclude,E4_review_or_meta,Review of AI techniques in AVMs,unknown,appraisal,unknown,146955423d61dd1b3f0bf993da53a1dc1b1951698e74,exclude,E3_theory_method_only,Deterministic chaos model of housing prices; simulation,unknown,unknown,China,047050cd1d6d89ad6aec7466ffeb9b54a8ce685d6e9c,exclude,E2_no_characteristics,Neighbourhood-level trends in second-hand prices; descriptive,unknown,unknown,Spain,0471ed09f6866fe64aaec6f23c271b81286ead443347,exclude,E1_no_residential_price,Residential land price assessment; land-only,unknown,unknown,China,14722b4d204e6766efd485e5733f0afbdc042d85f0cb,exclude,E1_no_residential_price,Purchase decision outcome; price is regressor,unknown,unknown,Indonesia,04732e14fafc9e252e40d7b977a06c91db6619aac698,exclude,E1_no_residential_price,Residential mobility and unemployment outcomes; price is regressor,unknown,unknown,Taiwan,04742794fe93cf1856116aead15e9624918e942285ad,exclude,E2_no_characteristics,Neighbourhood-level gentrification trends in property values,unknown,unknown,United States,04758378f1d912a57b54da70a61e0f005d48001a3408,exclude,E8_not_housing_market,Refugees and housing shortage discourse; no price model,unknown,unknown,Australia,04764b2486febbcf1067bb316559cd8185fb5a45e9a0,include,ELIGIBLE_ML_PREDICTIVE_ONLY,ML on Boston house price dataset,unknown,unknown,United States,147752306d5d3cbbd9af7273df88dad689e6309a38bd,exclude,E5_not_empirical_regression,Decision support system for housing choice; no price regression,unknown,unknown,Indonesia,0478f752e72dff96f69cbda6ded7247913f1310cd941,include,ELIGIBLE_HEDONIC,"Cox-type regression of heavy-tailed housing prices on property and policy factors, Tianjin",condo_apartment,unknown,China,0479ef43ed7fc044986bf9a69476fc842879adb8f2eb,exclude,E8_not_housing_market,Fertility rate outcome; irrelevant,unknown,unknown,South Korea,0480d2ad1eff2bb501f051295ba868648d26f7f771a7,exclude,E2_no_characteristics,Prefecture-level spatial Durbin panel of housing prices,unknown,unknown,China,04812e7190fdf8580f197e355fa037beceb0892847a7,exclude,E8_not_housing_market,Fertility rate outcome; irrelevant,unknown,unknown,China,0482ecb8bacfa12ff5fad71503a1b459329f9f420bc4,include,ELIGIBLE_HEDONIC,"Two-stage clustering and kriging mass appraisal of second-hand housing valuations, Medellin",mixed,appraisal,Colombia,04833e7332fd9f58a586c3c9d445ed437ca462b753f4,exclude,E5_not_empirical_regression,Mixed-methods survey of flood risk and property values; no regression evident,unknown,unknown,Nigeria,048497a431e9949aba829ecf025df482b5f731c4c3ba,exclude,E8_not_housing_market,Macroprudential VAR; irrelevant,unknown,unknown,Indonesia,0485539a3302ac7a56a96b5d8cd19129689a8490f814,exclude,E8_not_housing_market,Urban green space growth predictors; irrelevant,unknown,unknown,China,04869d0dd482d11668944e21153d5e05cca723d2254f,exclude,E1_no_residential_price,Household formation outcome; no price model,unknown,unknown,China,0487313dfd95a7e0ead61e66948f327799f756cfc245,include,ELIGIBLE_ML_PREDICTIVE_ONLY,RF/XGBoost/SVR/ANN on King County house sales,single_family,transaction,United States,1488a1b7322c5d16c49a86342a6acdce41dc4882c32b,include,ELIGIBLE_ML_PREDICTIVE_ONLY,"LR/RF/GB prediction of affordable housing prices, Petaling Jaya",unknown,unknown,Malaysia,1489508096b5c069147b5ed29acaa84d60b09d11e63e,exclude,E5_not_empirical_regression,Resident perception survey with multinomial logit; no price regression,unknown,unknown,Malaysia,049092718bc7b3b8f25d68058f82ee2b19a8000630f2,include,ELIGIBLE_ML_PREDICTIVE_ONLY,ML classification app for residential prices across Indian cities,unknown,unknown,India,1491ca257557f3718964753fac26792bfb9d472b2d5c,exclude,E8_not_housing_market,Land subsidence GWR; irrelevant,unknown,unknown,China,04929e03cca3c14bd64b56e858d50129d7cf526a6d64,include,ELIGIBLE_ML_PREDICTIVE_ONLY,Enhanced regression technique for house price prediction,unknown,unknown,unknown,1493a5050719ab7d00f255f95d1baa5589b39118508d,include,ELIGIBLE_HEDONIC,ML valuation of Moscow secondary market with Shapley interpretation,condo_apartment,listing,Russia,1494cf7e5777ace1f775abfb4c43b163dda1352a6063,include,ELIGIBLE_HEDONIC,Geographic RD of school district premium on Guangzhou housing,condo_apartment,listing,China,0495a76c77fe27a907a79c6983a43c91d3ba04b45a76,exclude,E2_no_characteristics,MLR of purchase restrictions on aggregate Shanghai prices,unknown,unknown,China,04969ca358b99e4f5465a0aeaa938741b17ddb56dbd2,include,ELIGIBLE_ML_PREDICTIVE_ONLY,Gradient boosting on transaction data with feature contributions; predictive,condo_apartment,transaction,China,149724c448fab0501539d4dac7ac6d712dca829981b4,exclude,E2_no_characteristics,"GARCH/VECM of quarterly housing prices, Korea",unknown,unknown,South Korea,04989ac1b308913eb222115dad5102d1517d18245d72,include,ELIGIBLE_HEDONIC,"Spatial hedonic of house prices on characteristics, crime rates and star schools, Taipei",condo_apartment,unknown,Taiwan,04993493dbf1b68b2391cd34bbe6db2325637f0d11eb,exclude,E8_not_housing_market,Burglary and environment GWR; irrelevant,unknown,unknown,Japan,0500d28c93f15091e564b3897e561c0652d8c5ea7635,include,ELIGIBLE_ML_PREDICTIVE_ONLY,Preprocessing and ML/DL/AutoML on Ames housing data,single_family,transaction,United States,15015408d8a8b1e9e29b6b38c0d002423e0c45e012a0,exclude,E8_not_housing_market,Migration outflows after assessment-limit portability; irrelevant,unknown,unknown,United States,050239d5c22f1be5baaf32decd226fe97eb269dc665c,include,ELIGIBLE_HEDONIC,"Fuzzy RD on individual property transactions; property tax effect, Chongqing",condo_apartment,transaction,China,05032d751fc0b22eccb1619e42885503c4b375305346,exclude,E2_no_characteristics,VECM of macro factors on Tirana house price index,unknown,unknown,Albania,0504730ff7c122de12ce15062db20663021c26be889b,unclear,UNCLEAR_other,UrbanSim OLS real estate price model for Lyon; spatial unit and coefficient reporting unclear,unknown,unknown,France,05057f50f7507d0816864e029da4808c78f120116ba6,include,ELIGIBLE_ML_PREDICTIVE_ONLY,"Regression modelling for house price prediction, Java",unknown,listing,Indonesia,150674468b5133889de393760ea45645b2dce9a80818,include,ELIGIBLE_ML_PREDICTIVE_ONLY,ML sale price prediction (titled review but builds models),unknown,transaction,unknown,150745215252ead8c85d5b03572956aa87130ffe6a7e,exclude,E2_no_characteristics,"Spatial panel of five-city housing prices, Guanzhong",unknown,unknown,China,05085c44228eab8defddfb00d8e4526f3123e75db18a,include,ELIGIBLE_ML_PREDICTIVE_ONLY,Advanced regression and AutoML (TPOT) house sale price prediction,single_family,transaction,unknown,15096ec286075cc79f13d39cd02738557bcd5cb08a3f,include,ELIGIBLE_HEDONIC,"Multilevel model of walkability and apartment prices, 1,832 householders Busan",condo_apartment,unknown,South Korea,05106aac8be4886f5ad5c962ffa19defe11abc151a81,exclude,E8_not_housing_market,NPL determinants PIIGS; irrelevant,unknown,unknown,multi-country,051197f31e10003707306832d397074386a94f12ef39,include,ELIGIBLE_HEDONIC,"OLS of logged housing prices on crime trajectories at street-segment level, Tel Aviv",unknown,transaction,Israel,0512bf84a226d199471074feb325dabe786163df315b,unclear,UNCLEAR_other,Comparison of accessibility measures in property value regressions (1978); empirical detail unclear,unknown,unknown,United States,0513768894e40c1ad4c0be4821db372ae199252fed64,include,ELIGIBLE_ML_PREDICTIVE_ONLY,Linear regression with KNN deviation correction for house prices,unknown,unknown,unknown,151486f2ddd012cb723848c2dd3c201a6fc8a80b1058,exclude,E8_not_housing_market,Mortgage prepayment hazard model; irrelevant,unknown,unknown,South Korea,051563b8d283c7979bfd3be047e085b03a7f5e27f190,include,ELIGIBLE_ML_PREDICTIVE_ONLY,"Neural network architecture for land and house price valuation, Seoul",unknown,unknown,South Korea,1516af9fbd307eed2741803c50fb9a7030de55caecc1,exclude,E2_no_characteristics,City-level housing price differences in western provincial capitals,unknown,unknown,China,0517f2ccd05869601ee7ac8f142e70e6ac429b9431cc,include,ELIGIBLE_ML_PREDICTIVE_ONLY,"XGBoost/RF/BiLSTM house price prediction, Beijing",condo_apartment,listing,China,1518617738a89ff272112e6f8804b981aa1981f5a232,include,ELIGIBLE_HEDONIC,"Local polynomial regression of single-family prices and location values, Denver",single_family,transaction,United States,05197567f31bec28fb34f0e2b7adb02c5cb497803344,include,ELIGIBLE_ML_PREDICTIVE_ONLY,Optimised ridge and lasso real estate price prediction,unknown,unknown,unknown,1520e4cdee30928282bdc1086712cb40640d9a0250af,exclude,E2_no_characteristics,"Neighbourhood-level DiD of TOD on income, education and house prices",unknown,unknown,Belgium,0521cfd025983e48b065823ded15da792750d8e54d71,include,ELIGIBLE_ML_PREDICTIVE_ONLY,LR/DT/RF house price forecasting,unknown,unknown,unknown,152267341a92a39c9538053d502402f1346d0856e24f,exclude,E8_not_housing_market,Explainability complexity measures; not housing study,unknown,unknown,unknown,152326fb15986f0480b2d6254e988108f90b486b4b3b,exclude,E2_no_characteristics,"Econometric modelling of regional housing prices, Russia",unknown,unknown,Russia,052454d9981a76902db55ddf8b659b0acdc34fb36f94,exclude,E2_no_characteristics,Household-level housing wealth appreciation; no property characteristics model,unknown,unknown,China,0525e9880dcaa7d82c10e1cb04ea0ed0261e161aa2d0,include,ELIGIBLE_HEDONIC,"House price capitalisation of highway tunnelling externalities, Maastricht",mixed,transaction,Netherlands,0526ffd8090aa7d0a4b6fc0ffd54b35386ae3a7f2c27,include,ELIGIBLE_HEDONIC,Quasi-experimental property value impacts of Kalamazoo Promise,single_family,transaction,United States,0527d926fec602739e8bad051835b8a3e33a2eca5823,exclude,E1_no_residential_price,Buyer attention and search behaviour; no price model,unknown,listing,United Kingdom,05283f7f4aecfce6aa1081db207641ba6ac4e0fbdd4a,exclude,E8_not_housing_market,Mortgage rate type choice; irrelevant,unknown,unknown,South Korea,0529af624359e2e44f3855a502c7fd34dd0039180b6e,include,ELIGIBLE_ML_PREDICTIVE_ONLY,Comparative ML regression for house price prediction,unknown,unknown,unknown,1530f428e61245946863e0c4f89b563678fde786e9a2,exclude,E2_no_characteristics,Bank-level mortgage lending and property prices,unknown,unknown,China,0531ed0a78a570106d2134318c26ae73122626b2145f,exclude,E1_no_residential_price,Purchase decisions; price is regressor,unknown,unknown,Indonesia,05326aa259d69df8435f746df77bb63443ce66398e25,include,ELIGIBLE_ML_PREDICTIVE_ONLY,"GWR/ML housing price evaluation, Chengdu",condo_apartment,listing,China,1533cde72f5792891cdc73b2cf8d1c2497fb5ac0abc9,exclude,E2_no_characteristics,City panel threshold regression of housing price and inventory,unknown,unknown,China,0534b2f53171261d88227971135a32f878e88c52de6a,include,ELIGIBLE_HEDONIC,Two-stage clustering with interpretable LR per cluster for house prices,unknown,unknown,unknown,15357c113058e883735c4c3f2f82c128fbde6dede7ab,exclude,E4_review_or_meta,Review of house price prediction methods,unknown,unknown,unknown,1536ffbb197247ac9a8dd59ae39b894d0327e0a28e2b,include,ELIGIBLE_ML_PREDICTIVE_ONLY,ML vs DL house price prediction comparison,unknown,unknown,India,15374c26c5f9aa96b69719a4056dd793d85a14f3d22d,exclude,E8_not_housing_market,Garbled CNN/CIFAR abstract; not a housing study,unknown,unknown,unknown,15389ccca9972f19364d89b03ace388ea867d6dad158,exclude,E2_no_characteristics,Local authority spending capitalisation test; authority-level,unknown,unknown,United Kingdom,05393675c783b48fa906d2f3a7dc33dc44a756bafafc,exclude,E5_not_empirical_regression,Conceptual chapter on housing consumption,unknown,unknown,unknown,0540689b324dea3dfa29ca7fb470f439d401a80ff7d8,exclude,E8_not_housing_market,Money supply and inflation; irrelevant,unknown,unknown,China,05412473b9ce03abe870ae7a62c32ec6bec16fe9da35,exclude,E1_no_residential_price,Tenure decisions; no price outcome,unknown,unknown,Malaysia,0542396076375d6cd79ed372ba61a61eb6720a867852,exclude,E3_theory_method_only,Spatial forecast combination method illustrated on Boston data,unknown,unknown,United States,0543cdbc248aa205bf4aed3f640817782cd591d8cfb9,include,ELIGIBLE_ML_PREDICTIVE_ONLY,Hybrid ML estimation of home values from tangible characteristics,unknown,unknown,unknown,15443f99b0c0ab35cd5ad518c08d8d18b9d463880b1e,exclude,E8_not_housing_market,GAN interior design; irrelevant,unknown,unknown,unknown,1545ef8d025b8ac2e6e62c13aa98306d9347999b5e65,exclude,E2_no_characteristics,"Municipal-level property prices vs land use and socio-economic variables, Apulia",unknown,unknown,Italy,0546f0afe7a2306421dbf9243c036efd4ef8cdf1804f,exclude,E2_no_characteristics,Neighbourhood-level price growth and volume vs elevator renovation,condo_apartment,transaction,China,0547701435345515507aa8fa70f12b34db85b1527cba,exclude,E2_no_characteristics,State-level price trends under COVID migration,unknown,unknown,United States,0548474b2dd56d422c5715b06eb053e7391e307246db,include,ELIGIBLE_ML_PREDICTIVE_ONLY,"ML prediction of apartment rents from 8K listings, Bangladesh",condo_apartment,rent,Bangladesh,1549d20c31b1c855b9712f843362c88385e7178e263c,include,ELIGIBLE_ML_PREDICTIVE_ONLY,LSTM/GRU with spatial sequences on California housing data,unknown,unknown,United States,155038adcc87b867b6537719185fd94cb53c5ceeca55,include,ELIGIBLE_ML_PREDICTIVE_ONLY,ML regression with feature selection for house prices,unknown,unknown,unknown,1551c80bc6baf2099facb6c55075a4967362226de03c,exclude,E2_no_characteristics,Household returns on homes by wealth; no property characteristics model,unknown,unknown,United States,055284cc4497992f80cf457a97f63d050c3843dd1ff9,include,ELIGIBLE_HEDONIC,"RDD plus DID on apartment actual transaction prices; regulation effect, Suwon",condo_apartment,transaction,South Korea,0553b6c37cc2179253126198a3a00409f3c3ac156ea2,include,ELIGIBLE_ML_PREDICTIVE_ONLY,Blending ensemble forecasting of Singapore resale prices,condo_apartment,transaction,Singapore,15541a5a200dbc6d4af47cb6e8d5c7885680aada9563,include,ELIGIBLE_ML_PREDICTIVE_ONLY,ML house price prediction from local criteria,unknown,unknown,India,1555a9dd3756c8a9da7d31089cf0201faf6976973330,exclude,E8_not_housing_market,Airbnb host pricing; short-term rentals,unknown,unknown,United States,0556fadb017374e641cd4843bba0cc36b31469581842,include,ELIGIBLE_ML_PREDICTIVE_ONLY,Linear regression prediction of Indian property prices,unknown,unknown,India,15572d3a81176d43e7136a171c0bfd15b8e2502b8bdd,exclude,E5_not_empirical_regression,Essay on capital flows and London housing,unknown,unknown,United Kingdom,0558bd4437daf3848828ea0bb1b6e0b2bbcf9a2ea862,include,ELIGIBLE_ML_PREDICTIVE_ONLY,"ML rental forecasting with night-light features, Houston",rental,rent,United States,1559719db44873381028e7b7229f5c71ff278d8f22fd,exclude,E2_no_characteristics,Stacked LSTM time-series house price prediction,unknown,unknown,unknown,15603c304f8406f95b0529b93977f78882d6777c8c62,include,ELIGIBLE_HEDONIC,SHAP and causal ML (EconML) feature effects on Ames housing prices,single_family,transaction,United States,1561752564cdb552ae2068b7197cd7e2fe2ef503224f,include,ELIGIBLE_ML_PREDICTIVE_ONLY,ML regression on real-time Chennai housing data,unknown,listing,India,1562518f84ffc2f5e7f4cdc678100c49e9f29ac8a661,include,ELIGIBLE_HEDONIC,"OLS/FE/spatial error hedonic of natural amenity proximity, Mesa County",single_family,transaction,United States,0563c0285c8d75a4a7cd52a5fcfa6f7b18560e6bda34,exclude,E2_no_characteristics,"Macroeconomic determinants of house prices, Ghana",unknown,appraisal,Ghana,05643a7ce89dccd88ec3ee0fc51171fe9b601afa984e,exclude,E2_no_characteristics,Census-block average values vs assessment cap benefits,unknown,appraisal,United States,0565691a54d7a71befee9d921962fb33c6d730b6d18f,unclear,UNCLEAR_other,House factors vs price appreciation rate on NYC transactions; outcome is growth not level,unknown,transaction,United States,0566378bd5318a998eee2957848dcb751215e77b26a8,exclude,E2_no_characteristics,ML on HPI index dataset; no property characteristics,unknown,unknown,unknown,1567b45ba2a7d39afb1478a67deccfb5c13268a7b185,exclude,E5_not_empirical_regression,KPI feature selection via ANOVA; no price regression,unknown,unknown,India,0568d8bb5ab5f11f3763d0620e3c189547e89a43ab74,include,ELIGIBLE_ML_PREDICTIVE_ONLY,Gradient boosting/CatBoost/DT/KNN house price prediction,unknown,unknown,India,15695604257b0816bf097e65107bc1857e085e62449e,include,ELIGIBLE_ML_PREDICTIVE_ONLY,Java UI ML house price predictor,unknown,unknown,India,1570019dcbed2177b0821fa32b9e0be094225713210f,include,ELIGIBLE_ML_PREDICTIVE_ONLY,SVM/RF/GBM property price and rent prediction system,mixed,unknown,India,1571f49964fbd5288e4080d6312bd49d893b2b5afa1e,exclude,E1_no_residential_price,County-level share of young buyers; no price model,unknown,unknown,United States,0572a1f36eb885c0468bb91b36bd860a9dd4d42e8d5a,exclude,E3_theory_method_only,Partial equilibrium analysis of flat tax proposal,unknown,unknown,United States,0573e8e5deb90a4d93e340847f95014ef4457dd98db8,exclude,E5_not_empirical_regression,Data descriptor of 873 sales with geospatial variables; no regression,single_family,transaction,United States,0574300b584d637ac8516983e443fec9bc6112704424,exclude,E1_no_residential_price,Labor costs as outcome; housing price is regressor,unknown,unknown,China,05754fd2f155d8b84454913ebc2404ff2a757ad176ac,include,ELIGIBLE_ML_PREDICTIVE_ONLY,Deep learning valuation of demolished houses,unknown,appraisal,China,15763816f0b120aa18a8235b6f88c91dc5595fca3e5d,include,ELIGIBLE_ML_PREDICTIVE_ONLY,TF-IDF/K-means and ML analysis of Guangzhou second-hand prices,condo_apartment,listing,China,15778b017b4528a8b9fab27104a8af1538d95ab2ca8c,include,ELIGIBLE_HEDONIC,Stacking regressor with explainable AI for house price estimation,unknown,unknown,unknown,1578c335e16627a261fa9397ed6c2e942f91c71d8948,include,ELIGIBLE_ML_PREDICTIVE_ONLY,"Bayesian submarket model forecasting prices, Hangzhou and Chengdu",condo_apartment,listing,China,1579357a9063d77609f7e7c5a7eedd6c092a06c711cc,include,ELIGIBLE_ML_PREDICTIVE_ONLY,ML comparison for Zillow-style valuation,unknown,appraisal,United States,15803e02f40124714e937f79164ce91d5de7a5359b45,include,ELIGIBLE_ML_PREDICTIVE_ONLY,Hyperparameter-optimised gradient boosting house price forecast,unknown,unknown,unknown,1581d4b82e34d799044cfc3abbe13a0e5718709300f2,include,ELIGIBLE_ML_PREDICTIVE_ONLY,Ridge/Lasso/XGBoost on Shenyang second-hand transactions,condo_apartment,transaction,China,1582d024cc05ea9de680b925af59108c7f5662f6b08a,exclude,E2_no_characteristics,Aggregate US housing price trends with macro predictors,unknown,unknown,United States,1583c6ab53169b6675e2dc378d7c2b42ba29826c52e2,exclude,E2_no_characteristics,Repeat-sales index method for Moscow/St Petersburg,condo_apartment,transaction,Russia,05845d797e7c3e5f84a3d32402072a64ec260ecfd1e1,include,ELIGIBLE_HEDONIC,"Multivariate regressions on 100 residential transactions; zoning reform effect, Lower Hutt",single_family,transaction,New Zealand,0585c848aba62c741d1da852b57c249479ac9592545e,exclude,E4_review_or_meta,Review of ML house price prediction; no abstract,unknown,unknown,unknown,1586b9fb7c6cd2bfb2eba65f1ef6a05576cb289aa644,include,ELIGIBLE_HEDONIC,"Hedonic price function for housing valuation; no abstract, title clear",unknown,unknown,unknown,0587e4411ae0de611ce218c067e51a6ff3f375746960,include,ELIGIBLE_HEDONIC,HLM of apartment complex characteristics on housing price; no abstract,condo_apartment,unknown,South Korea,05881dda013c837d038176b68d4da3be24c9f26e2787,exclude,E2_no_characteristics,HPI forecasting Turkey ARIMA/ANN; no abstract,unknown,unknown,Turkey,1589acd945a225c6801bacec2b1df9418c4067093ec2,include,ELIGIBLE_ML_PREDICTIVE_ONLY,ML analysis of housing price predictors; no abstract,unknown,unknown,unknown,15904d495eac2da3050de423475cadc63d50355bea75,include,ELIGIBLE_ML_PREDICTIVE_ONLY,"Boosting ML house price prediction, Norwich; no abstract",unknown,unknown,United Kingdom,15915643cd081c3df44f2002a85bd0fd1681f08fe6eb,include,ELIGIBLE_HEDONIC,Explainable ML of urban housing prices across three cities; no abstract,unknown,unknown,unknown,15928802a8ce5b544ffc926bde91241db94e5da9e147,include,ELIGIBLE_ML_PREDICTIVE_ONLY,Neural ODE model for housing price prediction; no abstract,unknown,unknown,unknown,159374d547d03ce09414cd47d49258d08d24dec223de,include,ELIGIBLE_HEDONIC,GTWR determination of house prices; no abstract,unknown,unknown,unknown,05942bc5488e24b916f691201ab5eea7753c17e6634b,include,ELIGIBLE_HEDONIC,"Housing price characteristics in Moa-Town planning areas, Seoul; no abstract",mixed,transaction,South Korea,0595e85a70d80c8be7df5bb231edecac21f80be1f8eb,include,ELIGIBLE_ML_PREDICTIVE_ONLY,Advanced ML house price prediction; no abstract,unknown,unknown,unknown,1596b9e94cc5a90b6472a16be368f1a7bbb01e160d6a,include,ELIGIBLE_HEDONIC,ML estimation of air quality impact on housing prices; no abstract,unknown,unknown,unknown,1597c8005d27e59d7d848f2d85545764c2383d3b971c,include,ELIGIBLE_ML_PREDICTIVE_ONLY,ML rent prediction service; no abstract,rental,rent,South Korea,159825e869cd520053b7cfecc97bc31ece95e4a5538c,exclude,E2_no_characteristics,Regional housing prices vs extinction risk and unsold stock; aggregate,unknown,unknown,South Korea,0599a6809c22f61c5adc84d96325ddb94c578ae5671f,include,ELIGIBLE_ML_PREDICTIVE_ONLY,Regression models for house price analysis; no abstract,unknown,unknown,unknown,1600133a95ca47bfe525e626ce7eb4415e3a95b28962,include,ELIGIBLE_HEDONIC,Spatial hedonic of energy efficiency in Belgian residential rents; no abstract,rental,rent,Belgium,0601c1e5e2e2b9fedd42bb0685e00654a9517fe9b5b7,include,ELIGIBLE_HEDONIC,Capitalisation of new metro line in housing values; no abstract,unknown,unknown,unknown,06023b17c175fc7f33e8c6315201e51fb05cca078290,include,ELIGIBLE_HEDONIC,"School premium with paired resale and rental data, Beijing; no abstract",condo_apartment,transaction,China,0603bc308b21c8dd70acbe73301e4fd2377b6dee99e6,include,ELIGIBLE_ML_PREDICTIVE_ONLY,Logistic regression predicting rental value classes; no abstract,rental,rent,unknown,06045f71ea9cc14ebc4faad6ac1550425b029f971585,exclude,E3_theory_method_only,Spatial sampling design for price monitoring sites,unknown,unknown,China,0605f921b7fccb7005698623728f4733ec4c71394770,exclude,E2_no_characteristics,ML hybrid forecasting of Canadian house price indices,unknown,unknown,Canada,16066b241feeb364dcce50a9f03065d861fc49ade0e3,include,ELIGIBLE_HEDONIC,School district characteristics on Beijing housing prices; no abstract,condo_apartment,unknown,China,06076a217ba877ebd8cd5f2a7ef827179015a6baad48,exclude,E2_no_characteristics,Macroeconomic determinants of China housing prices,unknown,unknown,China,06086ef81330a7f0cacb5895b9044b9186752b8b6ca3,include,ELIGIBLE_HEDONIC,"HLM of new-town development characteristics on housing prices, Korea; no abstract",condo_apartment,unknown,South Korea,0609e47607abc037df7d0c313fc6915c93afe9ccdc35,include,ELIGIBLE_HEDONIC,Economic value of neighbourhood perception on housing price via multimodal deep learning,unknown,unknown,unknown,1610d9fa106183aded621bf9bd1360b0c270a09b8388,include,ELIGIBLE_ML_PREDICTIVE_ONLY,Random forest house price prediction comparison; no abstract,unknown,unknown,unknown,1611e1c7e9d11d1d6278657df06ec19b746641e91d07,include,ELIGIBLE_ML_PREDICTIVE_ONLY,ML regression algorithms for Vietnam house prices; no abstract,unknown,unknown,Vietnam,16128894dd807b2cfee518f061bb78e6e7efbe6ccae6,include,ELIGIBLE_HEDONIC,"Spatially heterogeneous flood hazard effects on housing prices, Nanjing; no abstract",condo_apartment,unknown,China,061329399980a79a3cc83a2d476a1ce2f95351454956,include,ELIGIBLE_HEDONIC,Spatial heterogeneity of air quality on Seoul apartment transaction prices; no abstract,condo_apartment,transaction,South Korea,061452c8fa55a0ed0bb40c1e037ca9872f9c71cb03c7,include,ELIGIBLE_HEDONIC,Crime and space syntax vs multifamily housing price; no abstract,condo_apartment,unknown,South Korea,06158f72296c18778095ffd4f8c8eb7f7daada213995,exclude,E2_no_characteristics,ASEAN-5 panel determinants of housing prices,unknown,unknown,multi-country,06169e46606f7b873f0756426c87bc65176f8ff1ec17,exclude,E2_no_characteristics,Fundamental determinants in industrial countries; macro,unknown,unknown,multi-country,0617a9be06db7ea0495065c6debd81a5ac7de60169f2,exclude,E2_no_characteristics,Securitization vs investor demand in price dynamics; macro,unknown,unknown,United States,0618bbc3f71e886e62ef93f84a71606313153e007821,exclude,E8_not_housing_market,Mortgage default determinants; irrelevant,unknown,unknown,United States,061999bc73e746c604b97c47dc731713e4829edc4e0a,include,ELIGIBLE_ML_PREDICTIVE_ONLY,ML/DL house price prediction with regression metrics; no abstract,unknown,unknown,unknown,162098a4a425e617331c573c6afed69795f67664625a,exclude,E2_no_characteristics,Home price trends by mortgage/borrower characteristics; aggregate,unknown,unknown,United States,0621be2acc6f8ff66e14ab23b9409759601e62501bcf,exclude,E2_no_characteristics,Monetary regimes and Japanese residential prices; macro,unknown,unknown,Japan,0622be36f220f0b46419f8ddc07e017a92f5689e995d,unclear,UNCLEAR_no_abstract,Hybrid multi-regression house price forecasting; micro vs index unknown,unknown,unknown,unknown,1623b811571347dea0a67edce3dba6a7e116324b0640,include,ELIGIBLE_HEDONIC,GP vs GLS spatial index models on single-family home prices; no abstract,single_family,transaction,United States,06247d7686d660649f020e961e479e2e0f3a7fb4d444,exclude,E2_no_characteristics,"City-level determinants of housing prices, 35 Chinese cities",unknown,unknown,China,06258a10afbba0fb0c5e4ef5144fe0adff886780ea8b,include,ELIGIBLE_ML_PREDICTIVE_ONLY,Gaussian process + Bayesian optimisation forecasting of Jiaxing residential prices,unknown,unknown,China,16263f257566c8d450c808d8a8d78a188f5e7829f356,exclude,E2_no_characteristics,Time-series and ML housing price prediction; no characteristics implied,unknown,unknown,unknown,1627231363209ba68b9aa5c5a3003ecbe1db61296d71,unclear,UNCLEAR_no_abstract,ML-based price index from sample house prices; coefficient reporting unknown,unknown,unknown,South Korea,162864fafde5ded40d609de1ae8b5ef20c0e42882b9c,exclude,E2_no_characteristics,Forecasting Australian real HPI (variant of record 144),unknown,unknown,Australia,16298bdfaecc85eb64ed1feba397b68107ff52fef85f,include,ELIGIBLE_HEDONIC,"Urban railway attributes on apartment prices, Incheon; no abstract",condo_apartment,transaction,South Korea,06308b9d632fe59e5c3aa0ea9442aa831e15a6f50a4e,include,ELIGIBLE_HEDONIC,Online shopping convenience and retail proximity on Shenzhen housing prices; no abstract,condo_apartment,unknown,China,0631fe9e4c0d765cfdc05ea37a8e8bcd80943b013b5b,unclear,UNCLEAR_no_abstract,"Spatial statistics of house price variability, Dongguan; regression unclear",unknown,unknown,China,06327071ffd0881a6bf7b61ba98a7b4d297b2e31e118,exclude,E8_not_housing_market,Capital expenditure contagion; irrelevant,unknown,unknown,United States,0633ff68ce4812f51920af5137ea0ef8b1cec6e42261,exclude,E8_not_housing_market,Bioethics essay; irrelevant,unknown,unknown,United States,06349a6d5a31cd4f57d50f7d67f27a9eaf55586e5c81,exclude,E8_not_housing_market,Political chronicle; irrelevant,unknown,unknown,Australia,063523b334178afeac4b04bc5a59299df12e06f88886,exclude,E8_not_housing_market,Urban park multifunctionality; irrelevant,unknown,unknown,China,063648a2a9abc3f2a760faf64fbdddf34fb534b66302,exclude,E2_no_characteristics,"Descriptive multifamily market metrics under COVID, Oregon",multifamily,unknown,United States,06378dd1f1231f4fb7bef4fedc16b9c324762d079d5c,exclude,E8_not_housing_market,Clinical trial enrollment; irrelevant,unknown,unknown,United States,0638a04a58dc26af3431e4e3da3518c3c3b808c67b7d,exclude,E8_not_housing_market,Foreclosures and crime; irrelevant,unknown,unknown,United States,06397e893d9c09c80aaac6989225c1212b70d906574e,exclude,E3_theory_method_only,Review of western price theory for real estate,unknown,unknown,China,06400ed24bb36d42ae4122fdef341a99c7e05c43f170,exclude,E8_not_housing_market,Micro-territorial income indicator; irrelevant,unknown,unknown,Spain,0641534a286f8e2e99b1a12e40a7bb6297c41cf1b3e0,exclude,E8_not_housing_market,Book review; irrelevant,unknown,unknown,Spain,064228db41af9f1b67282c43848a3cb4ef831cdf83ec,exclude,E8_not_housing_market,Housing design discussion; irrelevant,unknown,unknown,China,064362fba0b1ede9ea01b040185735e6bad32a23064a,exclude,E8_not_housing_market,Journal editorial,unknown,unknown,unknown,0644f8cd79f7165ac74243582d9fde9ffc5d24772c6f,exclude,E1_no_residential_price,Development project risk/return; no price regression,unknown,unknown,Italy,06454488f2767b0104a54d2f2d130ad2b1905ebe096f,exclude,E8_not_housing_market,Central bank monetary policy report,unknown,unknown,Colombia,064645baf00f69a7c4fecd7894bc237e20ad5e93e9da,include,ELIGIBLE_HEDONIC,"Heathrow runway announcement effects on residential property prices, Greater London",mixed,transaction,United Kingdom,0647b3bf74587270c251f487dd013e05506b54fddacc,exclude,E5_not_empirical_regression,"Descriptive market problems and countermeasures, Linyi",unknown,unknown,China,06483fd3b8923ac39e73951c830825be153e924f9d3b,exclude,E8_not_housing_market,Metaphor in economic text; irrelevant,unknown,unknown,China,0649cef76f0068eb0c38d4e099a6478b8ff6a8b06339,include,ELIGIBLE_HEDONIC,"GWR of infrastructure effects on 3,504 Moscow flat prices",condo_apartment,listing,Russia,06505089f9bd568c68019b7f90ef3bdc4323125e700d,exclude,E8_not_housing_market,Energy-burden underwriting framework; irrelevant,unknown,unknown,United States,1651b0d51fe65141e370661902af948c04e62edff65e,exclude,E2_no_characteristics,Macro analysis of Nigerian urban prices 2010-2025,unknown,unknown,Nigeria,0652f72a9b8f9152597cdaab7aaee67fefacff01ceb1,exclude,E8_not_housing_market,Mortgage uptake determinants; irrelevant,unknown,unknown,Kenya,0653d624366d50eac24b3a81ded5bd4ff4c3da58b90b,exclude,E2_no_characteristics,Asymmetric macro determinants of Greek house prices,unknown,unknown,Greece,065442c9a7e7f4e719f905e935227bc6986283657fea,exclude,E8_not_housing_market,Special issue introduction,unknown,unknown,Malaysia,06552af08113f7a8d5fe56293541696538cce5f7e1ab,include,ELIGIBLE_ML_PREDICTIVE_ONLY,ML house price prediction,unknown,unknown,India,1656e8dc0e684d1cf0ef4b9a9d75b8804bb69e58405e,include,ELIGIBLE_HEDONIC,"Multifamily proximity effects on single-family selling prices, Tallahassee",single_family,transaction,United States,06578429e05c723295a3940e231e8ebc76a90a8c447a,exclude,E2_no_characteristics,"Thesis essays on trade, exchange rates and housing; macro",unknown,unknown,unknown,065898eb7f096d1a2289ccb58679d1e006bb0bce7ebe,exclude,E8_not_housing_market,Park promotion marketing; irrelevant,unknown,unknown,United States,06593398615210a40ff309b2ba515689202ec325d6a4,exclude,E2_no_characteristics,Macro determinants of Turkish housing prices,unknown,unknown,Turkey,066080106dffb0df99aad015ebc8d189ec22ea60179d,exclude,E8_not_housing_market,Garden plant demand elasticities; irrelevant,unknown,unknown,United States,06613f9d3656180e3ede316217ed7730fe9471310f30,exclude,E2_no_characteristics,"Spatial VAR diffusion of city house prices, East China",unknown,unknown,China,066287b935592dd33aa720d3f9393c65f2e1d98d4b40,exclude,E8_not_housing_market,Road connectivity of urban fringe; irrelevant,unknown,unknown,India,0663876eae43cf96a7dfa471d309316629469062911d,include,ELIGIBLE_ML_PREDICTIVE_ONLY,Linear regression ML real estate price prediction,unknown,unknown,Indonesia,1664c64bf80c31e7eb4ac81783c13593b181b78cb490,exclude,E8_not_housing_market,Mortgage lending market review; irrelevant,unknown,unknown,Russia,06656e6af0215c423a57c5d41c8628d71feb9be7c10c,exclude,E8_not_housing_market,Journal editorial,unknown,unknown,unknown,0666