record_id,decision,reason_code,reason,property_type_guess,outcome_guess,country_guess,ai_ml_flag
d9c0cb125b53a1e7f25af5ed5f62b3a2a35f2d02,include,ELIGIBLE_HEDONIC,Spatial regression of Athens house prices on structural/locational traits plus short-term rentals,mixed,listing,Greece,0
e2af7a0e3d0cf44a6704c4df7427ea1f8f7260aa,include,ELIGIBLE_ML_PREDICTIVE_ONLY,"Random forest + PCA house price prediction, accuracy only",unknown,unknown,Indonesia,1
ae06a771b74ebe1d41351c839629c376f78c006c,include,ELIGIBLE_HEDONIC,"Foreclosure spillovers on nearby housing values, unit-level hedonic models",single_family,transaction,United States,0
dbeff8a45649f69192b7d0f6d925e175605cb832,unclear,UNCLEAR_other,GTWR estimation/inference method; house price application likely but unconfirmed,unknown,unknown,unknown,0
63b91dab70d44cf9aab1f8fa177b9bfcc5d94809,exclude,E1_no_residential_price,"Outcome is streetscape perceptions, housing price only a covariate",unknown,unknown,South Korea,1
eb8db1d91a5b529b1d7ba8aa50228d63084a76b3,exclude,E8_not_housing_market,"Urban sprawl index determinants, no housing prices",unknown,unknown,South Korea,0
3257c35310edf02c867d8e91483b790ff8577ed0,include,ELIGIBLE_ML_PREDICTIVE_ONLY,"Modified XGBoost house price prediction, accuracy metrics only",unknown,unknown,unknown,1
7ff195b8b2e3fc7dea421e5eda9bfb48182ae9e8,exclude,E2_no_characteristics,"Inter-city information spillover in housing markets, aggregate data",unknown,unknown,China,0
598bd3fec6ed44b743198f2608748e5a5669b5b2,exclude,E8_not_housing_market,"Public service accessibility inequality, no housing prices",unknown,unknown,China,0
3795efc0d0fb59adea0f9cd681e1962dde9c5adb,exclude,E8_not_housing_market,"Homeownership and wealth distribution, state-level",unknown,unknown,United States,0
7811ee9a7c63f0b5142320f41305d4d8c4527545,exclude,E2_no_characteristics,City-level VAR of land supply and housing prices,unknown,unknown,China,0
f949a4cf065b922bd089dc601b1c9c022fd09d08,include,ELIGIBLE_ML_PREDICTIVE_ONLY,Explainable graph neural network predicting Scottish house prices,unknown,unknown,United Kingdom,1
e2ec7703f651dc597c7a3d060bea539c780c6126,include,ELIGIBLE_ML_PREDICTIVE_ONLY,"Stacked AVM (XGB, CSM, LAD) with XAI on Oslo apartment transactions",condo_apartment,transaction,Norway,1
f113e392ccaca6e040f151b80deca6aac4de7dab,unclear,UNCLEAR_other,OLS on list-to-forced-sale discount of residential auctions; outcome is a discount not price,mixed,transaction,Italy,0
af796977cadee27143bd7a348cdfb93402980b7f,include,ELIGIBLE_HEDONIC,"Predictive rental value model for slum housing from agent survey, regression on attributes",rental,rent,Nigeria,0
267f41b39d429f59ef9f0ca7520e41e1633cf1d0,exclude,E2_no_characteristics,Time-series of Hong Kong price index on tax revenues,unknown,unknown,Hong Kong,0
4051af5dea139fdb0615712287c4d4dfeaf3f99e,include,ELIGIBLE_HEDONIC,"Unit-level apartment transactions regressed on boundary dummy with controls, year FE",condo_apartment,transaction,South Korea,0
59a8a9e473de885fbc6f317fe884d915addc9bb0,include,ELIGIBLE_HEDONIC,"Effect of recycling stations on housing values, ~200,000 units",mixed,transaction,Sweden,0
848088b7f141ed2599f30e710a359c2b8c516233,include,ELIGIBLE_HEDONIC,"Spatial lag/error models of flood hazard on housing prices, Hat Yai",single_family,unknown,Thailand,0
d41387d00b12e4effda835195ceba10624be1925,exclude,E2_no_characteristics,"Panel of 15 Indonesian cities, macro determinants",unknown,unknown,Indonesia,0
3b47440810374382cb48ec73484a25f61ad3d2a3,include,ELIGIBLE_HEDONIC,"Rental prices on structural and neighbourhood traits, four functional forms, Accra",rental,rent,Ghana,0
082220f79fc841b35c4f641fd8db60c66a6d0084,include,ELIGIBLE_ML_PREDICTIVE_ONLY,"ANN and multiple regression mass appraisal of 499 units, Kayseri",mixed,transaction,Turkey,1
b15c830746ee34304563681d0edc15ccb94cfcac,exclude,E2_no_characteristics,City-level panel of shantytown redevelopment and housing prices,unknown,unknown,China,0
91eff0fd679efa3ad24377427cfda395ee843bf7,include,ELIGIBLE_HEDONIC,DiD on house prices near Mernda rail with structural/neighbourhood controls,single_family,transaction,Australia,0
2e73314d751c0b233a54667f9f8734283335b9e7,exclude,E2_no_characteristics,LSTM on demographic aggregates and market dynamics,unknown,unknown,unknown,1
e6f9c9d47be864c5496c9b3e00dea19a3a0c4c08,include,ELIGIBLE_HEDONIC,"COVID price/rent adjustments with detailed housing data and amenities, Germany",mixed,listing,Germany,0
5fbd9fb8a47290b0b6f2258da72a6cc52eefac64,exclude,E2_no_characteristics,"Repeat-sales price index regularization, no characteristics",unknown,unknown,Australia,0
edc964021ada960a4468e9307b3b58ad128417a6,include,ELIGIBLE_ML_PREDICTIVE_ONLY,"Transfer-learning cross-city appraisal framework, accuracy only",unknown,unknown,unknown,1
443e7fe34292b6f8546b99029a7a08965f8ec810,include,ELIGIBLE_ML_PREDICTIVE_ONLY,Hyperparameter tuning of regression models for King County house prices,single_family,transaction,United States,1
2774f650cb9bf364ca38c5a4475f2b7403dd5a30,exclude,E3_theory_method_only,Automated data science pipeline synthesis; housing dataset only a benchmark,unknown,unknown,unknown,1
7b45ca1d04d9dcfcf030ea97277d265fdd32a16f,exclude,E2_no_characteristics,"Macro external factors of Lithuanian housing prices, time series",unknown,unknown,Lithuania,0
2e6c87d5a40e61e68977c9ed3a874f56c005d51e,include,ELIGIBLE_ML_PREDICTIVE_ONLY,Hybrid SVR/LightGBM real estate price prediction with outlier detection,unknown,listing,Turkey,1
ad0e6677a66c39e0f0cac3cdebaaf736c38bd9eb,exclude,E2_no_characteristics,Regional panel of flat prices on demand/supply aggregates,unknown,unknown,Czech Republic,0
89fed6cc0aa4f9b3666fdea45d1675806b6be48e,exclude,E8_not_housing_market,"Solvency of real estate enterprises, fuzzy K-means",unknown,unknown,China,1
fae24d3166d1ad0dd9c5def52f2736637b83a2e7,include,ELIGIBLE_HEDONIC,"MGWR of housing prices on influencing factors, central Chongqing",condo_apartment,listing,China,0
c6976a073f137077559b87e2485fa2d3537e77cf,exclude,E3_theory_method_only,"Liu-type shrinkage estimators for CAR model, methodological",unknown,unknown,unknown,0
53e23665b115c2062857c7ff5a1e01b9a55bd19b,exclude,E2_no_characteristics,Provincial panel of public expenditure and housing prices,unknown,unknown,China,0
00176b68f2247097a05ac361dde76933bf71f104,include,ELIGIBLE_ML_PREDICTIVE_ONLY,XGBoost vs experts vs hybrid valuation on Vienna transactions,condo_apartment,transaction,Austria,1
fffad0cfa9a30379da39d021189263152b326bcd,exclude,E2_no_characteristics,"Monetary policy shocks on housing, macro local projections",unknown,unknown,Slovakia,0
efb32a73a9b46114fc0b85fc46c76dfef95e139f,include,ELIGIBLE_HEDONIC,"Single-family home values on local density across five US metros, 2017 transactions",single_family,transaction,United States,0
368bc11d84c961fe75e3bc016ca32f61a32d44e5,exclude,E2_no_characteristics,GA-BP neural net forecast of foreclosure market trend from aggregate indicators,unknown,unknown,China,1
6ad7d98758098c22835eb8fe6b086dcf84bc73ab,exclude,E3_theory_method_only,"Granular model with PSO, methodological ML; housing data only a benchmark",unknown,unknown,unknown,1
60a316c683571dfaa5c653f3d003e9f1f8b3464d,include,ELIGIBLE_HEDONIC,"RDD of Beijing purchase restrictions on resale prices, transaction-level data",condo_apartment,transaction,China,0
784fa9fa20451849fdca62123ffaba6a8e3639aa,exclude,E1_no_residential_price,"Heritage shophouse (commercial) valuation regression, Malaysia",unknown,transaction,Malaysia,0
3687b2f139e31d2062f5910972986c9829680d87,include,ELIGIBLE_ML_PREDICTIVE_ONLY,"Random forest vs XGBoost house price prediction, accuracy comparison",unknown,unknown,unknown,1
a55e4f7ffb449f34abf289982eba3f0427812c41,include,ELIGIBLE_HEDONIC,WTP for school quality in Danish house prices under neighbourhood sorting,mixed,transaction,Denmark,0
fb8eee688ea40496609ebe82ad7180db4acffe2c,include,ELIGIBLE_HEDONIC,"Airbnb activity measures on neighbouring house sale prices, Hampton Roads",single_family,transaction,United States,0
6ed816e37b3e4c44c19bd2837a78f0d115631ac0,include,ELIGIBLE_HEDONIC,"Multiple regression of residential rental values on urban renewal, questionnaire data, Akure",rental,rent,Nigeria,0
d82bbbc9bdc2f12116f0522a09b8a13b8492856a,exclude,E2_no_characteristics,"Fixed-link case studies, aggregate land use and housing price trends",unknown,unknown,Norway,0
cde6cddc11fbed3b01fb1049fbf91b70b9b5ed2f,exclude,E2_no_characteristics,Macro view of Portuguese housing prices with macro indicators,unknown,unknown,Portugal,0
c17d9c37a5606857b2bf15a6aae5dae4c55283cf,exclude,E8_not_housing_market,"Property tax collections in downturns, city finances",unknown,unknown,United States,0
2a87a7466b775e92317afa48d845e8c625a2c408,exclude,E2_no_characteristics,Local-market price levels explained by anchoring and socio-economic aggregates,unknown,unknown,Poland,0
4d95022d0fb86bcb143948df80b7d36b2ecd5a00,exclude,E2_no_characteristics,"News sentiment and asset-class total returns, aggregate",unknown,unknown,Germany,1
936f098d39da4ba2c40de13448578384b4d75ba2,include,ELIGIBLE_ML_PREDICTIVE_ONLY,"XGBoost on 10,387 Dublin sales with 160 OSM distance features, importance",mixed,transaction,Ireland,1
a8c28e3b3ffddbc8d1bed8440b62cfb09198250d,exclude,E8_not_housing_market,Real estate news and stock movements,unknown,unknown,China,1
4a3d8d0beafeed799e94ecdca205c58da271e8ce,exclude,E2_no_characteristics,"District-level apartment price dynamics on macro determinants, GARCH",condo_apartment,unknown,Vietnam,0
65d366608dc12a1acbf050eafe557df106058d1c,exclude,E2_no_characteristics,"House price volatility across 70 Chinese cities, GARCH",unknown,unknown,China,0
627d1bb4faf61829285a2df1f86a94317de5c3d5,exclude,E2_no_characteristics,Time-series forecasting of Turkish house price index,unknown,unknown,Turkey,1
6e3e558a32c796c03ae2dbd78d44227bd1ba325b,exclude,E2_no_characteristics,Neighbourhood-level system of equations for Empowerment Zone effects on housing values,unknown,unknown,United States,0
83faf77d42a80958a88efbc48e76ca0b0a7c8e5c,exclude,E2_no_characteristics,"FDI and national housing price bubble, time series",unknown,unknown,China,0
ca067c4e9099aa00265970a9a761b73f548126c9,exclude,E8_not_housing_market,"Housing prices as regressor for urban innovation, city panel",unknown,unknown,China,0
79333b7379a720ab40da7ac374dad8b581f5d8bf,include,ELIGIBLE_HEDONIC,"Disclosure law effect on unit-level house prices, DiD with project controls, India",condo_apartment,transaction,India,0
ba3f6856aed8182df819db4c0e5b384401eeee94,exclude,E8_not_housing_market,"Machine learning fairness framework, not housing",unknown,unknown,unknown,1
5a946d8024a65ebc577eb98b73a33dff8312501a,exclude,E8_not_housing_market,Financial accelerator model of corporate debt,unknown,unknown,China,0
858db664fb39ee9a01d8a762083ba9f644466f84,include,ELIGIBLE_HEDONIC,"Repeat-sales DiD of social housing construction on single-family prices, Quebec City",single_family,transaction,Canada,0
fe183352fb321feaa73bf58b4d917f7f6c3bfe53,include,ELIGIBLE_ML_PREDICTIVE_ONLY,MakanSETU ML residential price prediction system,unknown,listing,India,1
bc4ab7219719c85e657610412d9bc495f8640b93,exclude,E8_not_housing_market,"Welfare-to-work transitions, housing price only a covariate",unknown,unknown,Netherlands,0
83256fd137f6ef8c2ef6cd8993a867c93eaa3877,include,ELIGIBLE_ML_PREDICTIVE_ONLY,"Multiple ML algorithms for house valuation, accuracy focus",unknown,unknown,unknown,1
a2227302eb90e4f6084a34759e9eb77d4e3853ea,exclude,E2_no_characteristics,"House price bubbles predicting macro performance, country panel",unknown,unknown,multi-country,0
d38981179925ad5482beb66234833edc1b9e1463,include,ELIGIBLE_ML_PREDICTIVE_ONLY,"Imputing residential-area second-hand prices from POI data, Nanjing/Chongqing",condo_apartment,listing,China,1
046fbfb8a01f244675bca1d6c738ab719e3036fd,exclude,E3_theory_method_only,MLP weight initialization study; California housing only a benchmark,unknown,unknown,United States,1
263bf1c9283573e3d39aa8835463976e8203edda,include,ELIGIBLE_ML_PREDICTIVE_ONLY,Comparative ML algorithms on Saudi real estate transactions,unknown,transaction,Saudi Arabia,1
fd67dcefff7f239109dad843c0d5d19749c00f23,unclear,UNCLEAR_other,Local price index proposal from new condominium launches; hedonic content unclear,condo_apartment,listing,Brazil,0
880f771456153ce813c41f36089e1c7a0c3a896f,exclude,E5_not_empirical_regression,Stated preference relocation and mobility choice model,unknown,unknown,Canada,0
603941e2008080fb4e19fab4e34222203ac7f68a,exclude,E1_no_residential_price,"Time on market vs credit conditions, no price outcome",unknown,unknown,Italy,0
6b785cf500c1f34b8adeb9435d8b668659290e81,include,ELIGIBLE_ML_PREDICTIVE_ONLY,"Six ML models on Boston house prices, performance comparison",unknown,unknown,United States,1
32699b5d41da22f1f55e5daad6addd938aacac04,include,ELIGIBLE_ML_PREDICTIVE_ONLY,Reinforcement-learning weight fusion for house price prediction,unknown,unknown,unknown,1
fbf0103ad800c16f6fcd37aeb05a77329d4d67f8,exclude,E8_not_housing_market,"Household inflation expectations, euro area",unknown,unknown,Euro area,0
76136e7e10008be0a17ef7c006be3f06fb702658,exclude,E2_no_characteristics,ARIMA and regression on aggregate Portuguese price series,unknown,unknown,Portugal,1
64c5dfc8f4ccf843fb8ee8e70e0dccdb148e18b7,include,ELIGIBLE_HEDONIC,"Spatial heterogeneity of housing price factors in Chongqing; title clear, no abstract",condo_apartment,unknown,China,0
2e573f3384314fd1e0b0dd7c24f567743146abb7,include,ELIGIBLE_HEDONIC,Characteristics repeat-sales index on micro data; hedonic coefficients likely reported,mixed,transaction,unknown,0
a59bb0465520de22fdcd71e2c23c3bd3cf94c50c,include,ELIGIBLE_HEDONIC,Natural-environment determinants of housing value in mountain/coastal areas; title clear,unknown,unknown,South Korea,0
cb5aa617a9cd60231ae4339d23962713022a83de,exclude,E2_no_characteristics,Macro drivers of Australian house price changes; no abstract,unknown,unknown,Australia,0
895d62850e3edf58474428e49c81ed24d27bf790,unclear,UNCLEAR_no_abstract,Spatial model averaging for house prices; index vs hedonic unclear,unknown,unknown,unknown,0
2893d55696c2d2bdd65206093b5ae75859620e50,include,ELIGIBLE_ML_PREDICTIVE_ONLY,AVM for residential rental markets in Japan; title clear,rental,rent,Japan,1
d6dccddca6043fb77c96ffd2b1b65d5fe5becb71,include,ELIGIBLE_ML_PREDICTIVE_ONLY,"LightGBM house price prediction; title clear, no abstract",unknown,unknown,unknown,1
ef7f7e28c562f9880fe9f1fb339650d782d7fc30,include,ELIGIBLE_ML_PREDICTIVE_ONLY,ML estimation of Gangnam apartment prices; title clear,condo_apartment,transaction,South Korea,1
2a092a5dbf502c2ee632dac65980d333fdd0cd2f,include,ELIGIBLE_HEDONIC,GWR of structural determinants of Shanghai housing price; title clear,condo_apartment,unknown,China,0
d1c4f03e67657a1f241e7b8fa15bacf2f6c8e9d2,exclude,E2_no_characteristics,Affordability levels via fuzzy regression on aggregate Shanghai prices,unknown,unknown,China,0
da1b32f0c7ded091ba309f27339297afe10d9387,include,ELIGIBLE_HEDONIC,"Proximity effects of land-use planning on housing prices, Tehran; title clear",unknown,unknown,Iran,0
8d4b2c6db271f945ac0c89c62b812c147103fcdd,include,ELIGIBLE_ML_PREDICTIVE_ONLY,Multiple linear regression prediction of California house prices; benchmark dataset,unknown,unknown,United States,1
9db1823444f8f3accb29078986891e41b947fcee,exclude,E3_theory_method_only,1974 critical comment on house price determinant studies,unknown,unknown,United Kingdom,0
ab04dbf2b6a8f59e7f2adfb94fc8ec678421d406,exclude,E3_theory_method_only,"1974 reply to comment, no new empirical model",unknown,unknown,United Kingdom,0
bc54b81d5033f852f6e98db40ffc8dffad612757,exclude,E2_no_characteristics,Spatial graphical VAR of city price diffusion,unknown,unknown,China,0
7bd5e31c4ebb64037ef0ab02e74cbbf6b3d53414,unclear,UNCLEAR_no_abstract,Regression trees on residential land and housing prices with neighbourhood externalities,unknown,unknown,unknown,1
8b63060d8fd395b1339b1b60075584e8633c4abc,include,ELIGIBLE_HEDONIC,Classic determinants of Helsinki housing price level; title clear,mixed,transaction,Finland,0
f3e7f6483031798d68e89d244303c38d63ed5de3,exclude,E5_not_empirical_regression,"Residential location choice trade-offs, choice modelling",unknown,unknown,United Kingdom,0
266a65259d60178ac8bc559bdb9abfea6815d7ae,include,ELIGIBLE_HEDONIC,Proximity to Saguaro National Park capitalised in house prices,single_family,transaction,United States,0
f7a50a7657db8aa8e864c6851d5114315d8be3bb,exclude,E8_not_housing_market,GIS siting of filling stations,unknown,unknown,Nigeria,0
e8e10ad658e8dc67021c4b6e33f0ac692470a474,exclude,E2_no_characteristics,Aggregate market values of Italian metropolitan cities over time,unknown,unknown,Italy,0
2ceadf55cf5407d588b8d425f77da8b4208cb209,include,ELIGIBLE_HEDONIC,Air-quality capitalisation rates in home values by race of owner,single_family,unknown,United States,0
89863c73bfe2209649537196a102772ff2187cb3,exclude,E8_not_housing_market,Metrology comparison of aflatoxin solutions,unknown,unknown,unknown,0
b8423fbd198748885548b0369c1cd330303fe334,exclude,E8_not_housing_market,Present value of short-term rental earnings under regulation,unknown,unknown,United States,0
fb800f86d84d1a8e17d268100a16c198a445b53b,exclude,E8_not_housing_market,"Interest-free home financing model, mortgage rates vs sales",unknown,unknown,Turkey,0
6e95548139ce8d166cb8999c7b25909ae6577a66,exclude,E3_theory_method_only,Agent-based simulation of Washington DC housing bubble,unknown,unknown,United States,0
681d71b30d8509b88bda94928936a1ed2ac0b571,exclude,E1_no_residential_price,"County-level residential land prices, spatial network analysis",unknown,unknown,China,0
29160e56a0a38514091d16e961bd36670315200e,exclude,E8_not_housing_market,Area deprivation index for health outcomes,unknown,unknown,United States,0
87162c70caab077e75b8f4d4f000fa6d663aa464,exclude,E2_no_characteristics,Greek national house prices on macro and Google-search variables,unknown,unknown,Greece,0
97f9c9da58dc6ca666bffd3cfaabd7b87e6b4bd3,exclude,E8_not_housing_market,Review of housing satisfaction theories,unknown,unknown,Croatia,0
7006560eed89340fec9e1f7a1b29916bf9073f7b,exclude,E8_not_housing_market,Child nutrition GWR in Ethiopia,unknown,unknown,Ethiopia,0
4ba37b732539249aaf04fa8f84993629204bff93,exclude,E5_not_empirical_regression,"Valuers questionnaire views on ground rent and lease term, no price regression",unknown,appraisal,Ghana,0
61e559db48e121efbfbb16d9fba8e6102d41d5e0,exclude,E2_no_characteristics,"GIS migration and submarket systems analysis, price clustering only",unknown,unknown,United Kingdom,0
3f6ae8f0f5446dac4de123987e334ec532a9ac66,exclude,E8_not_housing_market,Virtual social network use and residence location,unknown,unknown,China,0
c6395b99d45a6cd87eef1d35a9199e893ceece16,exclude,E8_not_housing_market,Regional commuting determinants in Europe,unknown,unknown,Europe,0
fd03d6ee2765f180bee126172511b364582106a0,exclude,E8_not_housing_market,Sustainable transportation SEM survey,unknown,unknown,Vietnam,0
71dfbb88a56f7cf6aace16f157064eaf06de9430,exclude,E8_not_housing_market,Real estate investment companies ROE vs house prices,unknown,unknown,Portugal,0
77905b7f338620ef06a6b0e16311752ce5d45d2e,exclude,E8_not_housing_market,Public transport network complexity in Singapore,unknown,unknown,Singapore,0
aa826b48c46d7896c2552b27d90272e477450e82,include,ELIGIBLE_ML_PREDICTIVE_ONLY,Geographically weighted stacking ensemble for residential rent prediction,rental,rent,China,1
d97fc9d4eeedf8b643ea470a74d54f3f893efb8d,exclude,E8_not_housing_market,PM2.5 exposure inequality,unknown,unknown,China,0
739b323da43444721705d68688bfefe526c69bf6,exclude,E2_no_characteristics,"ML on macro factors to model national house prices, no property traits",unknown,unknown,multi-country,1
f117acd1078949d08d99121e5224b6b6b0c0c34a,include,ELIGIBLE_HEDONIC,"Urban rail transit effect on 1,036 property prices in Xuzhou with controls",condo_apartment,listing,China,0
997c0f15f44e3ec2d8f7c299a4aa437bfa59b2ba,exclude,E8_not_housing_market,"Residential mobility of Afghan immigrants, no prices",unknown,unknown,Iran,0
4c11d54288b00646d40c52e1d26c8e00ad5c89b9,exclude,E8_not_housing_market,Attractiveness of residential areas to restaurants,unknown,unknown,China,0
7c847de861d43c54dc733d37fb3a144177024bf7,include,ELIGIBLE_HEDONIC,"Determinants of private housing rental prices with spatial pattern, Chongqing",rental,rent,China,0
c8c71970d0a251d77082d78a8b87dd57432a8e6c,include,ELIGIBLE_HEDONIC,"Geographically, temporally and characteristically weighted regression AVM on residential sales",single_family,transaction,United States,0
ec9411fa35f6f0165814eba6893cf3141a2e4cb7,exclude,E8_not_housing_market,Household wealth proxies for inequality studies,unknown,unknown,China,0
8eca511dd96f6b1b4df0b0bc30b342017f13e589,exclude,E2_no_characteristics,"Panel quantile ARDL of 16 UK cities, environmental aggregates",unknown,unknown,United Kingdom,0
f3d938b2f1ae77d72238a3395fb069cc54fb1046,exclude,E3_theory_method_only,Conceptual essay on spatial planning and property attractiveness,unknown,unknown,Poland,0
d6eef5b64a83bc113346da2238d6aa44dd0507c8,exclude,E8_not_housing_market,Built environment and ride-sourcing commuting trips,unknown,unknown,China,0
8434d1b058bb3c0eb6feae7c03a4184ba9b7f0c0,exclude,E8_not_housing_market,Home energy audit and retrofit uptake,unknown,unknown,United States,0
3ac85b564f419ff3023722f763a396d5c461fef1,include,ELIGIBLE_ML_PREDICTIVE_ONLY,"ML freehold house price predictor, prediction focus",unknown,unknown,India,1
c378256fcd0cd78c5853a50edb81b324a4bac7e7,include,ELIGIBLE_ML_PREDICTIVE_ONLY,"SVD-regression kriging for house price estimation, accuracy",unknown,unknown,unknown,1
44dc137cbd03895603e79a8ab86470249522a10b,exclude,E2_no_characteristics,"District-level urbanisation and housing prices, system GMM",unknown,unknown,unknown,0
f2911a3c31921494bdd9d4c9235e70e6e029e5b3,include,ELIGIBLE_HEDONIC,"GWR of sub-district average housing prices on location/facility factors, Guangzhou; aggregate level",condo_apartment,unknown,China,0
da60fd3f060619b92404da330e15b1f57c070f2b,exclude,E8_not_housing_market,Population impacts of fixed links,unknown,unknown,Norway,0
a8d06871610b2d8f55b487ec525111aa0661d50e,exclude,E2_no_characteristics,"285 Chinese cities panel, macro determinants",unknown,unknown,China,0
b0dbed1efe02317b288ed39f5e24fff37ae1d72b,exclude,E2_no_characteristics,Macroeconomic determinants of Croatian house prices,unknown,unknown,Croatia,0
fcd2e33a9f46db3a32d3d86aea1f0c45848de155,exclude,E8_not_housing_market,South African financial cycle QARDL,unknown,unknown,South Africa,0
fa4c62c5e4fb2ad053b93a9c3512e8289dfeac68,exclude,E8_not_housing_market,"Transportation carbon emissions, Beijing",unknown,unknown,China,0
8c2dce045c7d792e453ac1ec8e2eb8d8415ad4d5,exclude,E1_no_residential_price,"Housing supply location choice modelling, no price outcome",unknown,unknown,unknown,0
8e6653e6cabe966c754af3436c0e59c5d6e3da33,include,ELIGIBLE_ML_PREDICTIVE_ONLY,"MLR and random forest house price prediction, performance only",unknown,unknown,unknown,1
7c4e56abf3a5043eecac8bfbfcf58f149b50241d,exclude,E2_no_characteristics,City price association networks in urban agglomerations,unknown,unknown,China,0
1715d53f05ddeec39fbb0b70a6e827297b7ddbd8,exclude,E2_no_characteristics,"MGWR of tract-level relative rent costs on Airbnb density, no unit traits",rental,rent,United States,0
f6f9ec167fca2c00e5d0c02ac57205ae87356e0b,exclude,E8_not_housing_market,London Opportunity Areas policy evaluation,unknown,unknown,United Kingdom,0
5d0fe68ce6bf44f20971943a814c3cdcd621f174,exclude,E8_not_housing_market,"Public fitness facility layout, Beijing",unknown,unknown,China,0
2a240ca456b5c90462faf4acf191fe00a0fcf451,exclude,E8_not_housing_market,"House prices and business start-ups, regional",unknown,unknown,Sweden,0
9d2b9d34bda19116f6f68b4075f7d1a3dd9463a4,exclude,E8_not_housing_market,Housing macroprudential policy and firm innovation,unknown,unknown,China,0
2adff656b2e13d2e51411c051b4d67797fdf7784,exclude,E8_not_housing_market,Urban plant diversity,unknown,unknown,China,0
710e10d0208ad10a1e42af3924001a35ae1bf4ae,exclude,E8_not_housing_market,CSR perceptions of developers,unknown,unknown,China,0
e2d4904bf45a2f2320b0c36ddd507e0035c9c6e4,include,ELIGIBLE_HEDONIC,"GWR of Qingdao residential prices on community, location, transport factors",condo_apartment,listing,China,0
7d94023ab29dac89862b2eff39f258c798f5359c,include,ELIGIBLE_HEDONIC,"Multilevel model of all individual house sales on neighbourhood characteristics, Lucas County",single_family,transaction,United States,0
80aad25aedad903574e2e770200d1dd5bd898ca9,exclude,E5_not_empirical_regression,"Clustering of sold houses for decision support, no price regression",unknown,unknown,Indonesia,1
25dcc5b9f26e79e438670bd1800e19b7a8ca97bb,exclude,E1_no_residential_price,"Outcome is residential-quarter abandonment (listing ratio), not price",unknown,unknown,China,0
982e7e552461540c7a26ed5dfdcfa2a05c293cfb,include,ELIGIBLE_ML_PREDICTIVE_ONLY,"Five data-mining models ranking attributes on 22,480 Taipei transactions",mixed,transaction,Taiwan,1
61e47df07258c231c3dd1888dda89193733ce5ee,exclude,E5_not_empirical_regression,Government valuers perception questionnaire on value factors,unknown,appraisal,Indonesia,0
549490db5c5b3276e86f1772d9e5a45101a64483,include,ELIGIBLE_ML_PREDICTIVE_ONLY,Multiple linear regression prediction of Jabodetabek house prices,single_family,listing,Indonesia,1
2c95d3c480099fcdd9ae90189622b4af16b7e673,unclear,UNCLEAR_other,"Criminal violence and Mexico City housing prices, unbalanced panel; unit vs area level unclear",unknown,unknown,Mexico,0
b1fd694ae631459acfcd5e3cf363cd3d865e6746,include,ELIGIBLE_ML_PREDICTIVE_ONLY,ML sale price prediction across data split ratios,unknown,transaction,unknown,1
e53dbe2575706a1fbbf4c7f230e90896c1758820,include,ELIGIBLE_HEDONIC,"Urban infrastructure effects on residential property values, questionnaire regression, Akure",mixed,unknown,Nigeria,0
9f6d7c05139d687c1decbbdbc52009951e4301a6,include,ELIGIBLE_ML_PREDICTIVE_ONLY,"Comparison of XGBoost, ridge, tree, RF for house price prediction",unknown,unknown,unknown,1
c9e5cb60a61365d50c67874ea7180ad72d194bbb,exclude,E2_no_characteristics,County price-to-income affordability index,unknown,unknown,United States,0
8353552c7ea711e25a30f12f803edcd0f161187e,exclude,E5_not_empirical_regression,"AHP pairwise weighting of price determinants, no regression",unknown,unknown,Saudi Arabia,0
2beafc018ab29044159ae2f6ff021753f5486bbe,exclude,E8_not_housing_market,"Airbnb B&B nightly prices, Shandong",unknown,unknown,China,0
ac0641b57d71fb2b2b8250903ac4ba18e290cba6,include,ELIGIBLE_HEDONIC,Multilevel model of assessed values of 229 homes near dioxin contamination,single_family,appraisal,United States,0
80b539044a06f46f7f43b4a0cff1b260317712ee,exclude,E8_not_housing_market,"Residential migration of older adults, decision tree",unknown,unknown,China,1
6d197bd11d97d134661de8defd2eded0e9b24f0a,exclude,E2_no_characteristics,VAR of macro factors on Indonesian HPI,unknown,unknown,Indonesia,0
c948572d6427e96f049bcf44723f628bb1c02918,include,ELIGIBLE_ML_PREDICTIVE_ONLY,"Decision tree, MLR, SVR prediction of West Java house prices",single_family,listing,Indonesia,1
af2c84da3468d951fe0c6f94f076c3b075773ac7,include,ELIGIBLE_ML_PREDICTIVE_ONLY,MLR vs random forest on 999 scraped Jabodetabek listings,single_family,listing,Indonesia,1
8537841eadba8248c280f32a7bd63b8f8ee58531,exclude,E2_no_characteristics,Aggregate annual macro regression of Chinese housing prices,unknown,unknown,China,0
53078fdbe25acaec2be1541da398e7ccf99b9677,exclude,E8_not_housing_market,Forest fire risk GWR,unknown,unknown,Iran,0
dc748fa355c757681ca60b09b83ffb8c63e3a687,exclude,E8_not_housing_market,Historical analysis of Korean housing system,unknown,unknown,South Korea,0
3ec522454895d0cd03e705a78dbe7676fe637199,exclude,E8_not_housing_market,Colorectal cancer incidence and VOCs,unknown,unknown,United States,0
bbc333a961f64c0245c510956184745b487f1d31,include,ELIGIBLE_ML_PREDICTIVE_ONLY,Comparison of ML models for house price prediction,unknown,unknown,unknown,1
fac0094d8fbb1d7256627687ecb6ff23fb6817f5,include,ELIGIBLE_ML_PREDICTIVE_ONLY,XGBoost vs LightGBM house price prediction comparison,unknown,unknown,unknown,1
4349e9a268f6cdf9deeb588d578c0bd2a09a96e0,include,ELIGIBLE_ML_PREDICTIVE_ONLY,Linear regression vs random forest on Kaggle house data,single_family,transaction,United States,1
3089d0022c5affc99268352dcfeb383907de2c28,exclude,E2_no_characteristics,"Macro variables on Lagos residential prices, semi-log time series",unknown,unknown,Nigeria,0
d49ad1c1d41b6c3bf498a7409f4d8ffebc27501e,include,ELIGIBLE_ML_PREDICTIVE_ONLY,ML automated valuation of Yerevan apartment listings with geospatial data,condo_apartment,listing,Armenia,1
714e31ef629d2b65af8bf86830c698b4fe2e33f3,exclude,E8_not_housing_market,"Organic renewal planning and digital twins, conceptual",unknown,unknown,China,0
fe4754dd3b0b5691640f2160331e147b88d77dc9,include,ELIGIBLE_ML_PREDICTIVE_ONLY,GA-optimised SVR house price prediction,unknown,unknown,China,1
8b5adf7da4a31ffb6c87fc623ba8dd96443bf869,exclude,E2_no_characteristics,"Classification of whether house prices rise or fall, trend prediction",unknown,unknown,unknown,1
7760a72b4efd5417dfd073a3684b829e61ca1661,include,ELIGIBLE_HEDONIC,"Station distance effect on homogeneous panel-flat prices, Budapest",condo_apartment,listing,Hungary,0
0248121bc6b6ca19f659e5862f81cfdd6526326b,exclude,E3_theory_method_only,"XAI visualisation method for nonlinear models, methodological",unknown,unknown,unknown,1
3153fc61779211616c33aae02c5e91bb02651d3c,exclude,E8_not_housing_market,Neighbourhood trajectories of older adult populations,unknown,unknown,United States,0
d4cc15f454ce4d3d959a1b5337fb98db5bd3fcb2,exclude,E8_not_housing_market,Reverse mortgage option valuation,unknown,unknown,South Korea,0
37ccbd85d672c1aecc8dee724fb91c9b41490234,exclude,E2_no_characteristics,"LTV policy and regional house prices, aggregate",unknown,unknown,Indonesia,0
2d1ec28530919e0326785fd5f0571f4784e7d738,exclude,E8_not_housing_market,"Housing prices as driver of city innovation, spatial Durbin",unknown,unknown,China,0
990dee291c538b7594ca7ab048bc0f71c4529056,include,ELIGIBLE_ML_PREDICTIVE_ONLY,Bayesian regularised BP neural network on Ames house prices,single_family,transaction,United States,1
eb64c46c0db04d3715515f4a5dbd72a992adde8b,include,ELIGIBLE_ML_PREDICTIVE_ONLY,"Linear, LASSO, ridge regression on sold-house dataset, performance",unknown,transaction,unknown,1
295aa328a0d5ca8e584b712fe4c4c2bfe1ea0cb1,include,ELIGIBLE_HEDONIC,"Phragmites distance capitalised in home prices ($3.90/m), Michigan",single_family,transaction,United States,0
39b388fd05d5dd163caea27e1723c2707db685ff,exclude,E8_not_housing_market,Qualitative study of holiday house meaning,unknown,unknown,Australia,0
9954c72790f31af4a213fd51ab8c37694b0c0ce8,include,ELIGIBLE_ML_PREDICTIVE_ONLY,Ensemble learning house price prediction system,unknown,unknown,unknown,1
e061c369542705ea1c233cf7f55bc3fb42533927,exclude,E2_no_characteristics,RNN forecasting of Turkish housing price index,unknown,unknown,Turkey,1
df571658cee6c502caa5e7f109e8a17702d92322,include,ELIGIBLE_HEDONIC,"Hybrid price models of ~2,900 sold/resold homes with dwelling and neighbourhood attributes, Windsor",single_family,transaction,Canada,0
c4ea701e02ea7478f62df4251d5bed23aff67a3f,exclude,E2_no_characteristics,Unit root tests of city housing prices,unknown,unknown,China,0
9425d8d442b4e5a1996ec661d32ee9723f8bbdd2,exclude,E2_no_characteristics,Saudi tenure and HPI trends vs OECD,unknown,unknown,Saudi Arabia,0
88ae35f4c4aac0bd411ec61b6f030d0741310f6e,exclude,E5_not_empirical_regression,"Resident perceptions of landscape elements, no price regression",unknown,unknown,Indonesia,0
57054c72b0ea2098e688f71f5cddd5b2ad3d85d6,include,ELIGIBLE_ML_PREDICTIVE_ONLY,Improved stacking ensemble for house price prediction,unknown,unknown,unknown,1
297ddd71809d045a497710a400ecfce4ee808758,exclude,E1_no_residential_price,"Housing demand forecasting, no price outcome",unknown,unknown,Turkey,1
4e0c269e387d67c382679b8061a20cce3e5ea530,exclude,E8_not_housing_market,"Household saving determinants, VEC",unknown,unknown,Central Europe,0
915cbe20c2bb18373993eae9f59dccc1673f7c29,include,ELIGIBLE_ML_PREDICTIVE_ONLY,ANN automated property valuation with optimised inputs,unknown,transaction,unknown,1
9df79a673310f527cb045cd5d5f4c9a7257ae9df,include,ELIGIBLE_HEDONIC,"Green price premium by energy rating in Budapest new housing, regression",condo_apartment,listing,Hungary,0
ffeed18d91c1d3980759b6c1880b46535e6fba6f,exclude,E3_theory_method_only,Hyperparameter optimisation benchmark; Boston housing only a test dataset,unknown,unknown,unknown,1
ae24f95bed28e0abda79eae51dc18156df28fc10,exclude,E4_review_or_meta,Survey of multimodal ML for real estate appraisal,unknown,unknown,unknown,1
eda85afed1edd56a447e19b4926cd3ad82665e46,include,ELIGIBLE_ML_PREDICTIVE_ONLY,XGBoost and regression approaches for house price prediction,unknown,unknown,unknown,1
f72969da23ccdc7884b5ce0c18e7ce575fe66c99,exclude,E3_theory_method_only,"Econometric theory on CD test, not housing",unknown,unknown,unknown,0
935ee48b34d47724a1d2319d19624a308fbe10e8,exclude,E3_theory_method_only,Agent-based simulation of London price structure and Elizabeth Line,unknown,unknown,United Kingdom,0
802979f68fa791b2329ce531c56cdb3567bf6aee,unclear,UNCLEAR_other,GWR of Fife house prices on economic conditions; property characteristics unclear,unknown,transaction,United Kingdom,0
95e406f27b5acca7ea39c6f0edd1bf59e000e167,exclude,E2_no_characteristics,Media sentiment index and Guangzhou aggregate prices,unknown,unknown,China,1
f8557f3b7bdb33ddede4335910d0d4960ca47921,exclude,E2_no_characteristics,"Regional price diffusion GVAR, Britain",unknown,unknown,United Kingdom,0
cd263c8d718e9e4665c5df77ea0faec847edfbc9,include,ELIGIBLE_HEDONIC,"Church externalities on house prices, hedonic externality test",single_family,transaction,United States,0
924293a66a7f7ec330ded0d18b460162973fd14b,exclude,E5_not_empirical_regression,"Resident questionnaire (87) on perceived value factors, Likert regression",unknown,unknown,Indonesia,0
85f9d2fafef0a72ad208c86eeba6cff5d6f1b084,exclude,E3_theory_method_only,Gradient descent variants for linear regression; housing data only a benchmark,unknown,unknown,unknown,1
e3bd246280ac6374c560983f43dfab5c25266590,exclude,E2_no_characteristics,Macro determinants of Hong Kong prices and rents,unknown,unknown,Hong Kong,0
dd995ae11e39ea4db6410add6bcb07b9bba47f2f,exclude,E2_no_characteristics,VAR of Nigerian real house prices on macro drivers,unknown,unknown,Nigeria,0
e64928167fcce5d0aac73603897de5e010ca6dcd,exclude,E8_not_housing_market,Survival analysis of housing loan exclusion,unknown,unknown,Malaysia,0
434224c6078f7bea7935f5159436b55a9c6916ba,exclude,E1_no_residential_price,"Investment location patterns at tract level, not price outcome",rental,rent,Chile,0
b6ac12925a426e22a37df67ba8959db6586468d6,include,ELIGIBLE_ML_PREDICTIVE_ONLY,"Regression techniques for house price prediction, ML project",unknown,unknown,India,1
cdb92e2c78cfeb4d2505dc1e427f50fa693febdc,include,ELIGIBLE_HEDONIC,"Evacuation zone changes on sales prices with property controls and DiD, Pinellas",single_family,transaction,United States,0
80072b7e497b0dfb79d97b1bb6564d1b30f85c31,exclude,E2_no_characteristics,"Determinants of Turkish housing bubbles, macro",unknown,unknown,Turkey,0
3dc8f771b5c7fa83b9032ce05114aed39787c49b,include,ELIGIBLE_ML_PREDICTIVE_ONLY,ML housing price model with spatial features for Duisburg public sector,unknown,unknown,Germany,1
cf4374358fd47d0cdb0b2a53175b118a36f5e5ee,exclude,E8_not_housing_market,Text mining of policy opinion indicators,unknown,unknown,China,1
53dddac034d346f321d6ef13aa23563864f24884,exclude,E8_not_housing_market,Collaborative housing diffusion beliefs,unknown,unknown,Poland,0
448f5e30fdf474e54429b29b6e466353362aca97,exclude,E8_not_housing_market,Home plumbing replacement preferences,unknown,unknown,United States,0
95554a5fa0d2b12a985ae104681638fec9341a6f,exclude,E2_no_characteristics,Metro-level price-to-rent and rent growth regressions,unknown,unknown,United States,0
ed3176c03ec02efa860cb5f2eadee69bec891c2b,exclude,E8_not_housing_market,"Residential location choice determinants, longitudinal survey",unknown,unknown,Turkey,0
547c78c869f3a6bb62207757ed7f55663c849350,exclude,E2_no_characteristics,Country panel of rental price growth and refugee inflows,rental,rent,Europe,0
9782bfdeafb924bbcc5c4e59a87902e47ed8ad6d,exclude,E2_no_characteristics,35-city panel of prices and vacancy,unknown,unknown,China,0
d59220f5045d357b05dc9302abcf7bbf97dbbd5b,exclude,E2_no_characteristics,"Bubble tipping point forecasting, national indices",unknown,unknown,multi-country,0
4a6c4412ae803b09046980401041b08141e48e51,include,ELIGIBLE_HEDONIC,"Cannabis shop closures and distance effects on house prices, quasi-experimental",mixed,transaction,Netherlands,0
d00e8356223d4a1c9b93b5f3bd286adb9a807e1b,exclude,E2_no_characteristics,Herding in ZIP-level price indices,unknown,unknown,United States,0
c3b38d5a05145cea9c21b0ec762415d96341430c,include,ELIGIBLE_ML_PREDICTIVE_ONLY,CatBoost and 11 other models on King County house values,single_family,transaction,United States,1
c761750a9fa77dab0a7a706faaf68325f3907fb5,include,ELIGIBLE_ML_PREDICTIVE_ONLY,ML prediction of Malaysian residential prices for overhang issue,unknown,unknown,Malaysia,1
7e43914d96cf593ea92c851c78640c4208f1f3e5,include,ELIGIBLE_HEDONIC,"OLS, SEM, GWR, GTWR, MGWR on Zhengzhou second-hand transactions 2010-2019",condo_apartment,transaction,China,0
d31b3a6427797447404aa11ae63a0bc01252b12f,include,ELIGIBLE_HEDONIC,Noise level as price attribute in local transaction prices,unknown,transaction,Poland,0
a27d4329b03c114711979e68c74dad7eb3ddd84d,exclude,E2_no_characteristics,Lasso/grey/SVR on Shenzhen aggregate price time series,unknown,unknown,China,1
3f744b730d1c0192ec0efac670316e0ba3df594b,exclude,E8_not_housing_market,Comparative politics of housing markets,unknown,unknown,Germany,0
c9de61ed0a6396e560164c7e6fa0463c73ca3810,exclude,E8_not_housing_market,City shape and economic development,unknown,unknown,China,0
7e39fcaa743e8b6d3da8c7ef98fe778b3ca16e02,exclude,E2_no_characteristics,Cointegration of Spanish prices with fundamentals,unknown,unknown,Spain,0
52124f73e34425247b554e78e84d9caa3c2abc0d,exclude,E8_not_housing_market,Neural network prediction of gentrification,unknown,unknown,Mexico,1
dde22a8458111f4d97568d09ce7efc13ea6e96aa,include,ELIGIBLE_HEDONIC,"Metro proximity effect on Warsaw residential prices, AMRON data",condo_apartment,transaction,Poland,0
d32ea091b22de2b7a4f847844f79b4168d9bda0a,exclude,E2_no_characteristics,"County-level housing values at state borders, tax capitalisation",unknown,unknown,United States,0
92c4c49804f820fc1278bbde78d7f15ce6b08673,exclude,E2_no_characteristics,"Expectations of house price changes inferred from rental values, aggregate",unknown,unknown,unknown,0
61e8346502445117387a4b042ee39f48cc513933,exclude,E8_not_housing_market,Mobile phone price range classification,unknown,unknown,unknown,1
bc742e135a391a0b1a116483f4afe71e55b67192,include,ELIGIBLE_ML_PREDICTIVE_ONLY,"ML techniques for real estate price prediction, SVR/LR comparison",unknown,unknown,unknown,1
5ed921cd8504e49b6ac9338c3916dd69e04587a8,exclude,E8_not_housing_market,GIS mapping of rural housing insecurity risk,unknown,unknown,United States,0
641dfca1c027153bda3546bb7e3dae4f79037650,include,ELIGIBLE_ML_PREDICTIVE_ONLY,"Optimised feature ML house price prediction, accuracy",unknown,unknown,unknown,1
bd496e6b12ae4d851731821ee3fdf3218880e6ef,include,ELIGIBLE_HEDONIC,"DiD of proximity to five multifamily types on single-family values, Little Rock",single_family,transaction,United States,0
08a37fab927c92aaeb4625d201f0395a866ebbb8,exclude,E8_not_housing_market,Birth rate prediction neural network,unknown,unknown,China,1
6545a91ed3d84413425e2c4bd9de5224f96850d5,include,ELIGIBLE_ML_PREDICTIVE_ONLY,GA-BP prediction of residential prices along Nanjing Metro by accessibility,condo_apartment,listing,China,1
bb74dac121e0a8c5bfd867cdf074b59bdb68d8e5,include,ELIGIBLE_ML_PREDICTIVE_ONLY,XGBoost real-time house price prediction,unknown,unknown,unknown,1
59490816f646a381603e0e788bfd532c39f9a5c0,exclude,E8_not_housing_market,Furniture object detection,unknown,unknown,unknown,1
11ba67c8cc609b3303f3ddfbebe9be62851529d0,include,ELIGIBLE_ML_PREDICTIVE_ONLY,House price prediction system on residential dataset; titled review but builds model,unknown,unknown,unknown,1
3f5e6149b0bc4abf9c5794b4f0cf7a70d50cf235,exclude,E2_no_characteristics,ARDL of remittances and Kenyan house prices,unknown,unknown,Kenya,0
d6d6f0c7a11cf7d092f98283bec0027bc5cacfbf,exclude,E8_not_housing_market,Margin lending and stock market booms,unknown,unknown,China,0
60b98c6ec83d8ecfed4d0426b98a179793bdfb3e,include,ELIGIBLE_ML_PREDICTIVE_ONLY,"ML classification of house price classes, RF/GBM/XGBoost",unknown,unknown,unknown,1
fdba4fbe71256760c773da72235a1d052f1bd319,exclude,E2_no_characteristics,County panel of infrastructure and property values,unknown,unknown,United States,0
e4dbc46325b3c6498198f0dba5f49ca932002202,include,ELIGIBLE_ML_PREDICTIVE_ONLY,ML on Boston housing dataset,unknown,unknown,United States,1
57c2b21be5f2bf241f4fdbd74557ad6ad47ea525,exclude,E8_not_housing_market,Mortgage insurance pricing under Levy process,unknown,unknown,unknown,0
882ebab87d193b9d70daabc4167fe747b61ea37d,include,ELIGIBLE_HEDONIC,Determinants of rental listing prices in Italian provincial capitals,rental,rent,Italy,0
7e3392e9ba82e4cc236b5aa03be32b6f1f9e21a9,include,ELIGIBLE_HEDONIC,Spatial econometric models of Busan housing transaction prices; title clear,condo_apartment,transaction,South Korea,0
454137efb653c063c5c59be3c8dc19a8156d1ed5,include,ELIGIBLE_HEDONIC,Hedonic price analysis of floods in Jakarta housing market; title clear,mixed,unknown,Indonesia,0
967ecac198a1c85c393e915e0e5bacf428c08a8e,include,ELIGIBLE_HEDONIC,ML heterogeneous effects of Airbnb on Corsica house prices; marginal effects,mixed,transaction,France,1
33bc977b4d9440a4a6bac249394d7ee9e8f460ca,include,ELIGIBLE_HEDONIC,Density and natural amenities moderating effects on Wuhan housing prices,condo_apartment,listing,China,0
43a2b10abcf6c2779b386ab058830b95d073f6e6,include,ELIGIBLE_HEDONIC,"Soil liquefaction announcement effect, two-stage spatial quantile regression",mixed,transaction,Taiwan,0
b3902e82ba9f679ee0c8dd3886e15951dfd7a920,include,ELIGIBLE_HEDONIC,"Shuttered golf courses and surrounding home values, Shelby County",single_family,transaction,United States,0
4ca0658dc87c5204d73556ad63ed7da7e9fbf476,exclude,E4_review_or_meta,Meta-regression of school quality effects on house prices,unknown,unknown,multi-country,0
878656516d92bfdfae8f5fc2f249bfe52ff2eaa7,include,ELIGIBLE_HEDONIC,"Marine ecological restoration premium, quasi-experimental on transaction data",condo_apartment,transaction,China,0
be00e04665be8385b80f457fa2196d5c436fbbb8,include,ELIGIBLE_ML_PREDICTIVE_ONLY,ML framework for house price estimation; title clear,unknown,unknown,unknown,1
bc0d3b9b1319300b1c1c5d89ea22e63a1415e646,include,ELIGIBLE_HEDONIC,"Transit accessibility and housing prices, geodetector plus GWR; title clear",condo_apartment,listing,China,0
cb18deb200f1bb47549ae34dea1616e9a0e4c82a,include,ELIGIBLE_HEDONIC,"Neighbourhood characteristics and housing values, San Juan MSA; title clear",unknown,unknown,Puerto Rico,0
280bd1c740314fbd052db13357879392ed94bb7f,unclear,UNCLEAR_no_abstract,Urbanisation and energy policy effects on housing values via spatial textual analysis,unknown,unknown,unknown,1
a1fb23eca0dbd0c5d233440bf64edfc4d698e665,unclear,UNCLEAR_no_abstract,LSSVR-PSO housing price forecasting; index vs unit-level unclear,unknown,unknown,China,1
a826bfed66a1684bfdc2c9368d186f467204ac8d,include,ELIGIBLE_ML_PREDICTIVE_ONLY,Neural network determinants of NZ residential property value; title clear,unknown,unknown,New Zealand,1
984bef4ae73c6050a8ddc967c5a4d2f814493c0d,exclude,E2_no_characteristics,ANN forecasting of housing price index,unknown,unknown,unknown,1
b7758b64fa5f9fc264578ebdf47da981a061d027,exclude,E4_review_or_meta,Review of environmental amenity housing price impacts,unknown,unknown,multi-country,0
aec9179686f613a5ed9bd3b9350a9a681f9f09e3,include,ELIGIBLE_ML_PREDICTIVE_ONLY,Deep learning house/land price prediction; title clear,unknown,unknown,unknown,1
5e45b812313203dad3a6b4abbb5f61c96a864856,exclude,E2_no_characteristics,Deep factor VAR forecasting of regional price indices,unknown,unknown,unknown,1
57079ef47cdb248582dcf982885c35a17b6ba140,exclude,E6_duplicate_version,Corrigendum to Fairfax County ML housing price paper,single_family,transaction,United States,1
f2591674a9143059bd66819f7171ca7385a7553e,exclude,E2_no_characteristics,Provincial spatial econometrics of housing prices,unknown,unknown,China,0
adf7d808dcf743b7c5f42b9115bc4dd74faf398a,include,ELIGIBLE_HEDONIC,Housing depreciation via hedonic price modelling vs assessor estimates,single_family,transaction,United States,0
1ff50b8b5aed82e659e42dc8d2f25fd0e316742e,exclude,E8_not_housing_market,Conjoint WTP for groundcover plants,unknown,unknown,United States,0
e70517f3e24fefde5665284ea0011bfd980f71e4,exclude,E8_not_housing_market,Housing finance and economic growth,unknown,unknown,Nigeria,0
30752201454f60d5c7348b8cb062523b31874f57,exclude,E8_not_housing_market,Interior design and traditional culture essay,unknown,unknown,China,0
76d600b0a18627b3524e440ebdae628f9a290c21,exclude,E8_not_housing_market,Interior design and traditional culture essay (duplicate topic),unknown,unknown,China,0
6c6a0da0994e267cf022ca66bbe205346e751c3d,exclude,E8_not_housing_market,Mosquito habitat spatial modelling,unknown,unknown,Trinidad and Tobago,0
680bfd71abd5437b0d0e7ffaf8bef2da2994126e,exclude,E2_no_characteristics,Provincial spatial panel of herding in Iranian housing market,unknown,unknown,Iran,0
255aabfd88543b20d32a67377bc7e5e074b5b396,exclude,E8_not_housing_market,Green view index spatial variation,unknown,unknown,China,1
ac92ff33b11f2fe3afd88d1c376e531ed8cae6c4,exclude,E8_not_housing_market,Exercise walking and built environment,unknown,unknown,China,1
f0b7c27d33c91fb380455b209282a52956d4a5e5,include,ELIGIBLE_HEDONIC,"Infill development externalities on neighbourhood housing prices, Gwarinpa",unknown,unknown,Nigeria,0
649cf04e665cc566eaad0c923e7b76550526deb1,exclude,E8_not_housing_market,Community regeneration life satisfaction GBDT/MGWR,unknown,unknown,China,1
362f7a72c5356bc2ceec9eca24ad9b45de1130c4,unclear,UNCLEAR_other,Airport limited-use area effects on property market and compensation; price regression unclear,unknown,transaction,Poland,0
cfbd2470f206d7a00bcc1fd7ecc21de62685d09c,exclude,E3_theory_method_only,Decision tree overfitting tuning; Ames dataset only a benchmark,unknown,unknown,United States,1
ab58fc6fc25f52c43fc3fb2b071e0577c0d83993,exclude,E8_not_housing_market,Mortgage default risk logistic regression,unknown,unknown,Lebanon,0
92c377f11ad9db2d80dc0c1c339abb792d7aa66b,exclude,E8_not_housing_market,Sports consumption demand,unknown,unknown,China,0
31a14d5fc93d4e4c8464c7b2ee089fefba7c2fd8,exclude,E8_not_housing_market,Marketing strategy of residential developers,unknown,unknown,Ukraine,0
fed453a2f7b0c4c78299fe5d87b945e4b78953ad,exclude,E8_not_housing_market,Social vulnerability in floodplains,unknown,unknown,China,0
8f63ca9442e1ac52edc160fb6021bc2a188a4971,exclude,E8_not_housing_market,Tornado impacts GIS,unknown,unknown,United States,0
e8d9638a384d58a9a72084f892a61230b2a7e022,exclude,E8_not_housing_market,Affordable housing location choice parameters,unknown,unknown,unknown,0
d427d3752d0020389c462d7a79ada2d18579c1f8,unclear,UNCLEAR_other,Micro-location and environment effects on property value; method not stated in abstract,unknown,unknown,unknown,0
3d8a3fc9f49f93f4c2fa3e3d3ff926b01df4289c,exclude,E8_not_housing_market,Nursing home ownership and care quality,unknown,unknown,United States,0
7059eb726206d6598f1ef88ae9a43a35a98c6937,include,ELIGIBLE_HEDONIC,"Detached house sale prices on walkability and flood/sediment risk, Tokyo 2015-2020",single_family,transaction,Japan,0
34f822f9ee5baf70913147b3efa58abc566e2a3e,include,ELIGIBLE_ML_PREDICTIVE_ONLY,Gaussian process regression with Bayesian optimisation for Quzhou residential values,unknown,unknown,China,1
3e91bc77f865a9937b585adfcb0baff4cb7e7870,exclude,E8_not_housing_market,Commuting characteristics from mobile phone data,unknown,unknown,China,0
455d057806e4d158bdf609d6725a184bfeae32c0,exclude,E8_not_housing_market,Slum settlement distribution factors,unknown,unknown,Indonesia,0
d20a423948de6c8650f85bc0a123956446ce5458,unclear,UNCLEAR_other,Residential values around heritage sites by distance bands; regression vs descriptive unclear,unknown,unknown,Nigeria,0
e9a72b5824572acfddb674d2ad81f7cae26f02d4,include,ELIGIBLE_HEDONIC,"Campus proximity effect on boarding house rental listings, Yogyakarta",rental,rent,Indonesia,0
6a163679928a99f55b0869429104610317479364,exclude,E2_no_characteristics,"Provincial panel of land supply policy, prices and innovation",unknown,unknown,China,0
6ab6e79e278b367dfb5e77048f5ca949fe64386e,exclude,E8_not_housing_market,Essay on social distance concept,unknown,unknown,United States,0
80c7a3882a0d8e30de9d0f2d3d4f1558e6df1c50,include,ELIGIBLE_HEDONIC,"Block-level average transaction prices on influencing factors, Beijing 2005/2012",condo_apartment,transaction,China,0
7b7a99d8a78d38f64a31ef211941debd94841c6d,exclude,E8_not_housing_market,Data centers and local economies,unknown,unknown,United States,0
429391b30a0b68e14e06ac2685608db99abd0080,exclude,E8_not_housing_market,Telecommuting patterns in California,unknown,unknown,United States,0
b4e534cbd63a5092e355fe6518499bd43bedb879,exclude,E2_no_characteristics,TVP-VAR connectedness of house price index with asset classes,unknown,unknown,unknown,0
37d391705eb314d1e8e652112ff8ff24daf98add,exclude,E8_not_housing_market,Flood susceptibility XAI mapping,unknown,unknown,United States,1
e1abe44115db060783baeae45cd3ee6fdd6d75c9,exclude,E8_not_housing_market,"Housing inequality by tenure, HCMC",unknown,unknown,Vietnam,0
f11a9ca546f4bbcbe57d036eaa82fe430bb0f784,exclude,E2_no_characteristics,"Macro determinants in 13 G20 countries, random effects",unknown,unknown,multi-country,0
6f640ca457e6fcedb96092f98aaf114510d4af4a,include,ELIGIBLE_HEDONIC,Spatial regression of multiplex house parcel prices on determinants,multifamily,transaction,South Korea,0
639ac23c5f13dafd945cdd40a5f60f7978c08db0,include,ELIGIBLE_ML_PREDICTIVE_ONLY,ML real estate price prediction augmented with mobile location data,mixed,unknown,United States,1
4ecf623f40ce01fde8d4ac0ee88291986f7a72fa,include,ELIGIBLE_HEDONIC,"Proximity to urban green space in municipal valuations vs market values, South Africa",single_family,appraisal,South Africa,0
ee85018489345a5ce51a7f190baa574d01ba2339,exclude,E8_not_housing_market,Housing price dynamics predicting cultural openness,unknown,unknown,United States,0
c4b30194cb34aab8ab61fc3e8fdd8d4bc493d21b,exclude,E2_no_characteristics,ARDL determinants of Malaysian house price index,unknown,unknown,Malaysia,0
44dffb44ce79b18806a58817b24964455f2a444f,exclude,E8_not_housing_market,Rail transit passenger flow MGTWR,unknown,unknown,China,0
be2ce7b4748665f3ccf58ffef171bc63aa55e95b,exclude,E8_not_housing_market,Intra-urban mobility of immigrants,unknown,unknown,Spain,0
cb4df3d5beb4805b39256af24029758f2ff6ec51,exclude,E8_not_housing_market,Airbnb short-term rental price ML,unknown,unknown,Ukraine,1
d77bc62b697f261c48f40b2b651d9eced25b2462,exclude,E8_not_housing_market,Plant-insect interactions in suburbs,unknown,unknown,United States,0
57310c7970ce614afd18989dae1638a3c2bbc80b,exclude,E8_not_housing_market,Substance use disorder trajectories,unknown,unknown,United States,0
b0b23dede5d56e0fea3c22b927ffa0362e94b9b0,exclude,E8_not_housing_market,Community sports facilities supply-demand,unknown,unknown,China,0
9ef91b412795537c0b8fff3c465b6b51ff5a7345,exclude,E2_no_characteristics,Sys-GMM of residential price index in 13 Asian countries,unknown,unknown,multi-country,0
47a2698a58847daca516caf3f2e452173412bdfa,exclude,E2_no_characteristics,"Spatial panel of 397 German regions, regional factors",unknown,unknown,Germany,0
ad8b8e5158e5851705de2d7d6b6883b23f62c45f,include,ELIGIBLE_HEDONIC,Neighbourhood security effect on Lagos housing prices with structural/location attributes,unknown,unknown,Nigeria,0
48c9e0d80ce1bbac353796f9d318e7a7b1ca0998,exclude,E8_not_housing_market,Housing starts forecasting retail sales,unknown,unknown,United States,0
fd68bfdee500310dd80ad27c10ce8bd3d3d2efda,exclude,E1_no_residential_price,"Insurable (replacement) value model, not market price",unknown,unknown,Czech Republic,0
f6a91c486f2609d7f8c58cd888dd22b295f2f6e2,include,ELIGIBLE_HEDONIC,"Spatio-temporal analysis of 3,763 Brunei property prices",mixed,listing,Brunei,0
e45f3985047d4948234b10b7605f48dde8f3a445,exclude,E8_not_housing_market,Scoping review of light rail and neighbourhood health,unknown,unknown,unknown,0
83bebae8bfef0920ed1fcbc4b819bd0688a042b6,exclude,E8_not_housing_market,Conceptual gentrification framework,unknown,unknown,Malaysia,0
af72de54c2b7cd896d230b1f20f64560e7b493d1,exclude,E2_no_characteristics,SVAR of ageing and Australian house prices,unknown,unknown,Australia,0
2f199781ce8be94da1b208ebff17a7a06510cf4f,exclude,E8_not_housing_market,Housing supply decline after mudflow disaster,unknown,unknown,Indonesia,0
a4c77c070c690ba826d983901aa4569a60e73785,exclude,E8_not_housing_market,Accessibility measures comparison,unknown,unknown,unknown,0
30c05bf4c7b034fd12b54347d2050eb229fecf44,exclude,E5_not_empirical_regression,"K-means clustering of Bandung house prices, no regression",unknown,listing,Indonesia,1
a5ba4a4155d6a2a2c1b46be3864301760ca1a90e,exclude,E8_not_housing_market,Children residential care market,unknown,unknown,United Kingdom,0
d8442d8e8df30b62544eab224ca0fde684836add,include,ELIGIBLE_ML_PREDICTIVE_ONLY,ML fairness audit of house price prediction in US metros,unknown,unknown,United States,1
20109b26c096ce0b42f7f541f33162060cea0356,exclude,E8_not_housing_market,Electric vehicle sales spatial econometrics,unknown,unknown,China,0
3de3f341df4cad23ece2e697a77501bcd37cb672,exclude,E3_theory_method_only,"Post-war valuation information model (LADM), conceptual",unknown,appraisal,Syria,0
329ccdcc93c50715627c4ebc7eea631c6518e0ef,include,ELIGIBLE_HEDONIC,"Floor-level premium via 2SLS and quantile regression, Taipei registry transactions",condo_apartment,transaction,Taiwan,0
57ebd7b14cfc0e37a26b8915733174442cce757a,exclude,E8_not_housing_market,Marketization and consumption upgrading,unknown,unknown,China,0
6b6d9eaf09bcc0046338f28f9628f1b09e164ba3,exclude,E8_not_housing_market,Nursing home price and quality of life,unknown,unknown,Belgium,0
e15f986dcdf43dfef817c3a9fbec519bdce4ce55,exclude,E2_no_characteristics,Macro factors on Malaysian residential prices around COVID,unknown,unknown,Malaysia,0
b5db3b0406a10459ffc13d01ce60ae766927928b,include,ELIGIBLE_ML_PREDICTIVE_ONLY,Multimodal visual micro-neighbourhood features for AVM price estimates,unknown,unknown,unknown,1
cb13d7882e9f9411b86b2542821773fbb66399b5,unclear,UNCLEAR_other,Affordable housing scheme attributes and housing prices; method unclear,unknown,unknown,Malaysia,0
5d5729cfff3731136718a6ffa9ca843872923afa,exclude,E8_not_housing_market,Child BMI and neighbourhood inequities,unknown,unknown,United States,0
8e134744ba0d8048607b643385db45fbc8b5e0f7,exclude,E2_no_characteristics,"Mortgage recourse provisions and state housing prices, theory plus macro",unknown,unknown,United States,0
6b40a1968152e059fe1fce10fdb04a3e92c00041,exclude,E8_not_housing_market,Transportation survey response rates,unknown,unknown,United States,0
d6b5702c59ba607062630d0ae155d78c12fad3fd,include,ELIGIBLE_ML_PREDICTIVE_ONLY,Predictive model of London house prices,unknown,unknown,United Kingdom,1
de57c81acbdeb7fd07e4da7bd82e0d35695886fd,include,ELIGIBLE_HEDONIC,Mass appraisal models with heterogeneity for assessment equity,single_family,transaction,United States,0
7b8a1be07acee545ffdae60e25c15033014d38a3,exclude,E1_no_residential_price,Housing demand determinants in Mataram,unknown,unknown,Indonesia,0
9db426526e9a045557e911f5c03a75d40d7c677f,exclude,E8_not_housing_market,COVID case distribution and built environment,unknown,unknown,China,1
c09350912604b5fa961b57cd636b918705f746a4,exclude,E8_not_housing_market,Neighbourhood segregation dynamic choice model,unknown,unknown,United States,0
7b30a30ef5f1da83b7d3103216b86b18f447d183,exclude,E8_not_housing_market,Community group purchasing delivery points,unknown,unknown,China,0
3aa30685de2f57df81e909bf3c0e16720351793c,include,ELIGIBLE_ML_PREDICTIVE_ONLY,Neural network valuation of Maroochy River attributes in property values,single_family,transaction,Australia,1
fdcfe87837d0a8bd9109f95937450351010db95e,include,ELIGIBLE_ML_PREDICTIVE_ONLY,"AVM uncertainty quantification on 50,000 Oslo apartment transactions",condo_apartment,transaction,Norway,1
b5fdbb46fb9826180526e3bbc98d2c164d13da70,unclear,UNCLEAR_other,Industrial blight proximity effects via path analysis; price outcome and level unclear,unknown,unknown,United States,0
f9e69a438090ea46fae94562ac0cbb7001383565,exclude,E2_no_characteristics,"Regional patterns of rent burden among migrants, survey aggregates",rental,rent,China,0
c9107a13ffcc98f31476360b4c7041edf06078b7,exclude,E2_no_characteristics,"Raw material prices and national house price indices, Visegrad",unknown,unknown,Central Europe,0
caea36fa629317e8ed72aafcc5b5841cb60bd1d3,exclude,E8_not_housing_market,Urban spatial elements and national economic development,unknown,unknown,China,0
9489dd84ddb61791b8aa63b93440e586879c3ae7,exclude,E8_not_housing_market,Conceptual framework for middle-income housing mismatch,unknown,unknown,Malaysia,0
8f5d78c1cf63dd98f1b2d9cd708bc545b347ff8d,exclude,E8_not_housing_market,EV charging station accessibility equity,unknown,unknown,China,0
512e17b033dd039935f8ea577c1ce66a87cb5d8b,exclude,E2_no_characteristics,Stacking model forecasting city house price index with web search data,unknown,unknown,China,1
cf0bb4bd18f7c0af6ffc114c3d73b1286b013b23,exclude,E2_no_characteristics,"Frontier cost and regulatory tax identification from prices/quantities, no hedonic traits",multifamily,transaction,Israel,0
ac5750645549b70b1a0f4104b8cbc139ee9b9db3,include,ELIGIBLE_HEDONIC,"MGWR of residential prices near transportation investments, bandwidth analysis",unknown,unknown,Turkey,0
6844d55ddfac217fce786648d60b3a52ad3526cc,include,ELIGIBLE_ML_PREDICTIVE_ONLY,Traditional vs advanced ML for housing price prediction and uncertainty,unknown,unknown,unknown,1
8bff7327e8542a1f416c0b7b74bd792b21404ba4,include,ELIGIBLE_ML_PREDICTIVE_ONLY,"ANN housing fair value estimation, Yenimahalle Ankara",condo_apartment,appraisal,Turkey,1
f8de45d9b16decf990a27e0582db42735bff416f,include,ELIGIBLE_HEDONIC,"OLS, GWR, semi-parametric GWR, MGWR mass appraisal of Zhangjiakou housing",condo_apartment,transaction,China,0
2aa3edfef405157ebe0aa47e1488928be39f77f6,exclude,E8_not_housing_market,Rail transit passenger flow and built environment,unknown,unknown,China,0
e47c72c1d4892127c75a5ac6f316ce10266ad34d,include,ELIGIBLE_ML_PREDICTIVE_ONLY,Deep visual features from street/aerial images plus housing traits for London prices,mixed,transaction,United Kingdom,1
12bbfe4cc29e430ab2d93d37abc4053ed4965a00,include,ELIGIBLE_HEDONIC,Random forest with partial dependence of blue-green landscape pattern on Nanjing housing prices,condo_apartment,listing,China,1
064ff96c42ad49a4ee0754cc084e0b760473a622,include,ELIGIBLE_ML_PREDICTIVE_ONLY,"GA-PSO-BP neural network on 1,824 Lianjia second-hand transactions",condo_apartment,transaction,China,1
fcd08efaef6312ba34c7d0777e9ee20a7bc0df02,exclude,E2_no_characteristics,"House prices as leading indicator of inflation, macro ML",unknown,unknown,multi-country,1
4b24880040758f0d8498d44a9815cadd8748cd61,exclude,E5_not_empirical_regression,Public perception survey of house characteristics for waqf housing,unknown,unknown,Malaysia,0
bc77caed50e74dab71c4275da1c5f92783d9fa72,exclude,E2_no_characteristics,"News sentiment and regional residential prices, Germany",unknown,unknown,Germany,1
40013dcf66e67693970973566144b2b8c645e281,include,ELIGIBLE_ML_PREDICTIVE_ONLY,ML valuation of Astana secondary housing ads from krisha.kz,condo_apartment,listing,Kazakhstan,1
e20cd68bb7ed86c70d9107a624ed0fa631d8d77a,include,ELIGIBLE_ML_PREDICTIVE_ONLY,Ensemble learning with interpretability on scraped Bandung listings,single_family,listing,Indonesia,1
386a68a3afceb29aec93e7835015c0dc3634bd11,exclude,E3_theory_method_only,Adaptive trimmed BART methodology,unknown,unknown,unknown,1
b75840eff2ba1deb1330c439ffe790a94b64215e,exclude,E8_not_housing_market,Urban youth life patterns from delivery data,unknown,unknown,China,0
99263269f37367d876d05cc14bef78f47e159749,include,ELIGIBLE_ML_PREDICTIVE_ONLY,Multi-factor linear regression prediction on Ames Kaggle data,single_family,transaction,United States,1
bcfa4502082fba6d28b7f0cc91c7b7d05582a4dd,exclude,E2_no_characteristics,"Regional housing returns and policy uncertainty, UK",unknown,unknown,United Kingdom,0
7d0ecd251da2b3ebc1ac32ae6ea379bd0ed48ab8,exclude,E2_no_characteristics,"Household survey on bubble determinants, Beijing, aggregate analysis",unknown,unknown,China,0
2d64dfb71ca6996f4f84f583f0f0d5fc64aa3227,exclude,E5_not_empirical_regression,Semi-structured interviews on Chinese investors in Australia,unknown,unknown,Australia,0
a5479e6447253f914c85e0d7a2e986699903eecd,include,ELIGIBLE_ML_PREDICTIVE_ONLY,"ML prediction of Lagos house prices from bedrooms, parking, house type",mixed,listing,Nigeria,1
71418138cbee1cb6ec35d6718a5b2ceadcbeab13,exclude,E2_no_characteristics,Markov-switching macro drivers of Singapore private residential prices,unknown,unknown,Singapore,0
75064714a8fe4a250571ac85ccef2b4701d48fae,include,ELIGIBLE_HEDONIC,"Structural, locational, environmental attributes on residential value in flood risk area",unknown,unknown,Malaysia,0
a5d91e7a3abc9f270d62fa765d16060c3c7aa690,exclude,E8_not_housing_market,"Co-living sector life course segmentation, qualitative",unknown,unknown,Belgium,0
9e584952822304a1a6401260dee9a7bd9e88d9cb,include,ELIGIBLE_ML_PREDICTIVE_ONLY,"ML and fuzzy logic apartment price prediction in Riga, Jelgava, Sao Paulo, Niteroi",condo_apartment,listing,multi-country,1
f3fd237a1982fab49b6272fa063b64276a0c4bb3,exclude,E1_no_residential_price,"Green office leasing motivations, commercial",unknown,unknown,Australia,0
b922ab81201881b47779769df9e76de174e13df7,include,ELIGIBLE_HEDONIC,Traditional statistical vs ML mass appraisal of Fortaleza apartments with spatial information,condo_apartment,unknown,Brazil,1
593563416cab0fbe52aa35319de51a18005aee71,include,ELIGIBLE_HEDONIC,"DiD of subway network expansion on 900,000 Beijing rental transactions",rental,rent,China,0
54ac58cfe359a71f171d608bdf8a44e4f46643d0,include,ELIGIBLE_HEDONIC,DiD of teacher quality data release on NYC housing prices with housing characteristics,mixed,transaction,United States,0
c7f4aa6f5a705ff35af99018add7f46e18793106,exclude,E2_no_characteristics,"ML early warning of Korean housing market recession, aggregate",unknown,unknown,South Korea,1
3ac2c19cb46ce6ecc8eafc786c6c629b50cf44b8,exclude,E8_not_housing_market,US presidential election county model,unknown,unknown,United States,0
c989ad31c3ab6153621e449484ae7aefaaf516ba,include,ELIGIBLE_ML_PREDICTIVE_ONLY,"LR, RF, GBM, MLP, LSTM housing price prediction",unknown,unknown,unknown,1
6a72a8855b21bb02d955590e8dfd6e3b4516078f,exclude,E3_theory_method_only,"Model selection via residual dependence measure, methodological",unknown,unknown,unknown,0
51af0488b198367636ddd2f2c4c67e0c10500ed9,exclude,E2_no_characteristics,"Macro predictors of Ukrainian apartment prices, MLR/ridge/ARIMAX",condo_apartment,unknown,Ukraine,0
c2838459cfde8bfcf9b8d7f7950d69c969d97ce1,include,ELIGIBLE_HEDONIC,"Multivariate regression of California housing prices on age, size, bedrooms, location",mixed,unknown,United States,0
72152657f15e6b82243d90293a2e357dbd817f82,exclude,E8_not_housing_market,Millennials and marriage rates,unknown,unknown,Europe,0
fe63dca1260ccb4db00ba7abaef1628b2f2ed67b,include,ELIGIBLE_ML_PREDICTIVE_ONLY,Crested porcupine optimiser BP network on Boston house prices,unknown,unknown,United States,1
7e4196dcb8047c15ebac7cad28c72aff4ef735fc,exclude,E8_not_housing_market,"Non-performing loans determinants, Armenia",unknown,unknown,Armenia,0
387931cda44f6a153341aafdd3ec67794f0de328,include,ELIGIBLE_ML_PREDICTIVE_ONLY,"ML real estate price prediction, Bengaluru dataset",unknown,listing,India,1
f1aa8e80dd9a9d5f2137ad346f5617fb4cdc01e6,exclude,E2_no_characteristics,Penalised quantile repeat-sales index method,unknown,unknown,South Korea,0
445a41995cafbd9392ed22cb883ebf29b6c6b86b,exclude,E8_not_housing_market,GWR kernels for poverty modelling,unknown,unknown,Indonesia,0
2811c6965de93da0257edb1d6ca512bb72a4434d,exclude,E8_not_housing_market,"Jeonse deposit default factors, logistic",unknown,unknown,South Korea,0
c53e5cef9b7f9754f0e7bd9056b50d7e8c12944d,exclude,E4_review_or_meta,State-of-the-art report on variables affecting housing value,unknown,unknown,unknown,0
5f2571676195f5af48c3363aca86620764c5ea94,unclear,UNCLEAR_other,Data mining of Taichung school/pollution features; outcome may be transaction counts not prices,unknown,transaction,Taiwan,1
8e382679d0eeb62d236d8390d911eedf3d052cbd,exclude,E8_not_housing_market,Residential solar PV adoption drivers,unknown,unknown,United States,0
d7a3927620ebe5d6fd80dd8ffdc9b49395fc8b9f,include,ELIGIBLE_ML_PREDICTIVE_ONLY,"Discrete Bayesian networks of price formation on 180,000 Spanish listings",mixed,listing,Spain,1
f5c1e72c83a73497a0bd606c08b2fd73a6bbf596,exclude,E8_not_housing_market,Tourism gentrification and livability indicators,unknown,unknown,Indonesia,0
72dabbf1c736ec8ec54bbdc63fc1bece8be83d4a,include,ELIGIBLE_HEDONIC,Subway access premium on house prices during COVID-19,condo_apartment,transaction,South Korea,0
bda551de4b69a79dcecd600556612e5d61769cc0,exclude,E3_theory_method_only,"Agent-based land use change simulation, Corsica",unknown,unknown,France,0
61ba8cd2b2cf66b68d0c4ee4b1ce30074b2e187e,include,ELIGIBLE_ML_PREDICTIVE_ONLY,"XGBoost on Volusia County property sales, performance metrics",single_family,transaction,United States,1
621072befd6daa6b245a9f93df0680ba050de3dc,exclude,E8_not_housing_market,Location factors of short-term rentals in Alicante,unknown,unknown,Spain,0
e401ca1d8b10aa7172f001ae3ff2902435051147,exclude,E2_no_characteristics,"Mortgage interest deduction and national house prices, 14-country panel",unknown,unknown,Europe,0
f6fd138d77496bedd9ea96a5c5ef586a67aea9f3,include,ELIGIBLE_ML_PREDICTIVE_ONLY,SVM regression on Ames Iowa house price dataset,single_family,transaction,United States,1
f6dc3049603a372f1008008a5729d92968782f6a,include,ELIGIBLE_ML_PREDICTIVE_ONLY,Conformal prediction intervals for AVM in San Francisco Bay Area,mixed,transaction,United States,1
aab434f6813b5928621565d90dfc7c68dcafeb02,include,ELIGIBLE_ML_PREDICTIVE_ONLY,"ML apartment pricing with text attributes and stable-important features, 15,177 Colombian listings",condo_apartment,listing,Colombia,1
7484bb278f29c86f0aa0b049a4979a956fa43736,unclear,UNCLEAR_other,"NSW property value gradients (CBD, beach) during COVID; unit vs area level unclear",mixed,unknown,Australia,0
bec3ab8232b583167f74d09c4507ce183d0eb997,exclude,E2_no_characteristics,"Affordability evaluation via prospect theory and VIKOR, ratios",unknown,unknown,China,0
b1608fc75ce83165dfc44fc63b06bdb8a470326d,include,ELIGIBLE_ML_PREDICTIVE_ONLY,Geographic-feature integrated multivariate regression for house price prediction,unknown,unknown,United States,1
9aafea506a119105f24195a60fe6b33bfc29ad65,exclude,E2_no_characteristics,"Geospatial regression of district-level median prices, California benchmark",unknown,unknown,United States,0
cb26d6490b2572154b54d4788e5ce513c5f4a26d,include,ELIGIBLE_ML_PREDICTIVE_ONLY,"ML-based home price prediction, generic",unknown,unknown,unknown,1
a04aba2bf5ce8e0ccf7a64c0da0b17ac73ef25f2,exclude,E2_no_characteristics,Price convergence across Polish regional capitals,unknown,unknown,Poland,0
bc217239ec6037ff78cc3e96c444ae0f70c2d985,exclude,E8_not_housing_market,Territorial dynamics of Romanian functional urban areas,unknown,unknown,Romania,0
71edf2dd4447425f1fea4775136c017af64db7a0,exclude,E5_not_empirical_regression,"GIS visualisation of 22,684 apartment prices for teaching, no regression",condo_apartment,listing,China,0
d20a209dc2336611a8fcf14923e3b0ba70ec1233,exclude,E8_not_housing_market,Hurricane recovery aid distribution,unknown,unknown,United States,0
6c18977f9a44604959d35fd25428f858b76fdb07,include,ELIGIBLE_HEDONIC,"Non-parametric DiD of university proximity on property-level prices after COVID, 128 universities",single_family,transaction,United States,0
fb1e85a16f197c70dd622edca3d1d6262aaca531,include,ELIGIBLE_ML_PREDICTIVE_ONLY,Six regression models compared for house price prediction,unknown,unknown,unknown,1
52f8b4229596c17fd4a4bb7c7acf0bbdfaf25daf,exclude,E2_no_characteristics,ARDL cointegration of Greek and Portuguese house prices with macro,unknown,unknown,Greece,0
1394e6041b939e855033f7dfa0b687125fb7a489,include,ELIGIBLE_ML_PREDICTIVE_ONLY,Kolmogorov-Arnold networks for house value prediction on two datasets,unknown,unknown,unknown,1
661ef978923d01c80099eb2406cd8e881f3aefa1,exclude,E2_no_characteristics,"Prediction of house price rate change, trend focus",unknown,unknown,unknown,1
8609f463089804ced70e93d779db5c4f3baaace8,exclude,E2_no_characteristics,Suburb-level house price linkages model,unknown,unknown,Australia,0
fb9a8b0be366371a3d53577485ed161b9a2dde84,exclude,E2_no_characteristics,Conditional quantile regression forecasting of euro area house price inflation,unknown,unknown,Euro area,0
b891b00de6a2f77a6f3ae15c049591e2631205b5,exclude,E2_no_characteristics,Twitter text mining to predict Dutch average price trend,unknown,unknown,Netherlands,1
a6fabb111ec3ad1ef9d3b80000bfc2c0ef6f0d72,include,ELIGIBLE_ML_PREDICTIVE_ONLY,ML and LLM prediction of Shanghai lane house rents,rental,rent,China,1
b5fd8a575c9603df68f30dd35dc0f60e6ca76035,include,ELIGIBLE_HEDONIC,"Housing price models on 37 Riga apartments, classic vs statistical approaches",condo_apartment,listing,Latvia,0
504bd6092a7aefba2fe4323a56e0a9f5efa63538,include,ELIGIBLE_ML_PREDICTIVE_ONLY,"Random forest house price web app, prediction only",unknown,unknown,India,1
69262694227082982fec65e40dd3ccf061258569,exclude,E5_not_empirical_regression,Resident survey on perceived value effects of Flint water crisis,unknown,unknown,United States,0
7f09ad07ffee2836f4e627207ea40d55e1a8daf2,exclude,E2_no_characteristics,Real hedging with tiered metro price indices,unknown,unknown,United States,0
a094e3d2ea94420ed4f781fa527ea93c05ec994a,include,ELIGIBLE_ML_PREDICTIVE_ONLY,Regression and ML techniques for real estate price estimation,unknown,unknown,unknown,1
887eb02c5fd4368c15c2828dd7350b7ba57f1930,exclude,E3_theory_method_only,Theoretical patient trader model of house prices,unknown,unknown,unknown,0
ec8d743f4c96dcd6a77ef4047870ca192bf3b1a5,exclude,E3_theory_method_only,"Reinforcement learning asking-price strategy, not price determinants",single_family,transaction,United States,1
95042546de583386a6f04db7930f39b8dce10252,exclude,E2_no_characteristics,ARDL of Namibian house prices and indebtedness,unknown,unknown,Namibia,0
b619f06e13c034855e6bcf19dbc09a6ba3495a76,include,ELIGIBLE_HEDONIC,"MLR of 2,047 Chilean housing project prices on urban development indicators",mixed,listing,Chile,0
8ecd7faabae6824cbbb7b22b8fcfdc0a4f8c839a,exclude,E2_no_characteristics,"Long-run credit and house price cointegration, Europe",unknown,unknown,Europe,0
3942ac9e71996ec57700985bf8d438c12d92e8d2,exclude,E8_not_housing_market,Pet theft video analysis,unknown,unknown,unknown,0
9413f247a17fb20683f72b9ee38acc9bf5e4c328,exclude,E8_not_housing_market,"Young Beijingers housing experiences, qualitative",unknown,unknown,China,0
48da620611c9e14613e6f9906c1f7978dec15f44,exclude,E2_no_characteristics,Threshold GARCH house price volatility for reverse mortgages,unknown,unknown,unknown,0
c50373c97b45aaefb98c0bbccbd9b045551af8a0,include,ELIGIBLE_HEDONIC,"Waste dump site proximity effect on property values, questionnaire sample, Pakistan twin cities",unknown,unknown,Pakistan,0
68e61ee03aa1fc5b3fb90df84383bb9ceb84edc6,unclear,UNCLEAR_other,Correlation/regression value adjustment method for residential property; data and model unclear,unknown,appraisal,Russia,0
8f2d132ac38de32acc3bf7dd0562a074822f89bf,include,ELIGIBLE_ML_PREDICTIVE_ONLY,ML house price prediction for metro cities,unknown,unknown,India,1
611fd294892b8113ae2acaf0a5c30476fd4460e9,exclude,E2_no_characteristics,"Credit, housing price and output cycles, Lithuania",unknown,unknown,Lithuania,0
3bbb62c338a3d232c2aacd7765ca5dff12d73828,exclude,E1_no_residential_price,ML valuation of commercial real estate,unknown,unknown,Russia,1
01ae6787ad8b253b6b747d479ace90eab013fd7e,exclude,E2_no_characteristics,Panel forecasting of OECD house price inflation,unknown,unknown,multi-country,0
2ff905c52d134ca4c521ebb2eb4fb7bf5103e7ba,include,ELIGIBLE_ML_PREDICTIVE_ONLY,"Regression system predicting prices from region, rooms, area",unknown,listing,India,1
64e3af50f7bb76a98e350d2819494b6012f55f61,include,ELIGIBLE_ML_PREDICTIVE_ONLY,PCA plus XGBoost models of home price,unknown,unknown,unknown,1
9ff58218ee11333d86981210b7f395da17d81184,exclude,E2_no_characteristics,"Logit models of housing bubbles, EU panel",unknown,unknown,Europe,0
5a859a74d5e7dcc25888ad0f9443b321d349f34c,exclude,E2_no_characteristics,"Community-area level crime and property values, Chicago",unknown,unknown,United States,0
2870d5ac737a0a531b2020c4f03370dc98ed10a2,exclude,E2_no_characteristics,Ripple effect across US regions,unknown,unknown,United States,0
c9974a81588d96825ff05507e6df8d723c5e4764,include,ELIGIBLE_ML_PREDICTIVE_ONLY,"ANN, SVM, XGBoost house price prediction",unknown,unknown,unknown,1
bc9e4acf4a53e0562ac6aed2849e9700d8c1e5aa,include,ELIGIBLE_HEDONIC,Mixed-effects model of house prices on station distance varying by county,single_family,transaction,United States,0
4875877da6ff707e89b8f26cc7798a6c3d473445,include,ELIGIBLE_ML_PREDICTIVE_ONLY,"Linear, lasso, ridge on Bangalore housing data",condo_apartment,listing,India,1
661d15246ac95592a1e0b967698186341a68a380,exclude,E3_theory_method_only,Conceptual discussion of tax capitalisation heterogeneity,unknown,unknown,United States,0
306fa52033d78a115371da2474dfd2fa7bc5e339,exclude,E8_not_housing_market,Real estate prices and bank risk-taking,unknown,unknown,Japan,0
dc152e6248c388ae7eb58b017cbc929aeb6050bc,include,ELIGIBLE_ML_PREDICTIVE_ONLY,Graph neural network automated valuation models,unknown,unknown,unknown,1
8725f2f9ffd3e231100c66aaf901fb41db7ec22d,include,ELIGIBLE_ML_PREDICTIVE_ONLY,Linear regression forecasting on area income/house age dataset,unknown,unknown,United States,1
555364da2d7d2e111677de1f9cac779f8e248bc4,include,ELIGIBLE_ML_PREDICTIVE_ONLY,"RF, DT, LR, kNN on Boston housing dataset",unknown,unknown,United States,1
7598cb6436340e69d3f178a41fad1b449837e10b,include,ELIGIBLE_HEDONIC,"Rental prices for comparable dwellings by family status, Frankfurt rich data",rental,rent,Germany,0
97b2d86c76ce9d0b7273c873c0269e7531a71f81,include,ELIGIBLE_ML_PREDICTIVE_ONLY,Random forest house price forecasting with factor analysis,unknown,unknown,United States,1
ba5b8f99e8a03e99fcf8aba7bfd02eb17206f4d4,include,ELIGIBLE_ML_PREDICTIVE_ONLY,Linear regression real estate price prediction system,unknown,unknown,India,1
5577d4bd84f0ce436a5fe76d8264e6d182c27a29,include,ELIGIBLE_ML_PREDICTIVE_ONLY,Least-squares SVM for individual house price prediction,unknown,unknown,unknown,1
806dd2fbc3ad91cda22fd4d7fd18c6f32ee2acba,include,ELIGIBLE_ML_PREDICTIVE_ONLY,Gradient boosting and linear regression house price prediction,unknown,unknown,unknown,1
fcabe7d239a0aab3a1cae687e93e1bda2c3b67bf,include,ELIGIBLE_ML_PREDICTIVE_ONLY,kNN with lasso/ridge feature selection for house prices,unknown,unknown,unknown,1
2a517f73e3d5a6381745d79d510d7408116b0b67,exclude,E8_not_housing_market,Review of PropertyShark database product,unknown,unknown,United States,0
b711d76963a5c536028ff275f212f25c22ed047a,include,ELIGIBLE_ML_PREDICTIVE_ONLY,Neural network house price prediction system,unknown,unknown,unknown,1
19353d1fc066f88950bba89737a52fde52f547a3,include,ELIGIBLE_ML_PREDICTIVE_ONLY,Spatial-sequence LSTM with attention for Zhengzhou second-hand prices,condo_apartment,transaction,China,1
fa4b7cc67d8ba4b82555aae05355069bdc18f6df,include,ELIGIBLE_ML_PREDICTIVE_ONLY,"Simple regression plus RF/SVM on micro features (lot area, pool area)",single_family,transaction,United States,1
a1288e8cf65012ea03579489b9345c74c09afe37,include,ELIGIBLE_ML_PREDICTIVE_ONLY,CatBoost price prediction applied to housing,unknown,unknown,unknown,1
e04f25d9c056ddf806ce09dbcd556c6f5b0e5dae,include,ELIGIBLE_HEDONIC,"Metro proximity effects on housing prices by income level, Medellin; title clear",mixed,unknown,Colombia,0
1b8f4bfaf04533099c28f6bb808c375e3a32be28,include,ELIGIBLE_HEDONIC,"Hedonic model of foreclosed housing discount and property-rights risk, China; title clear",condo_apartment,transaction,China,0
526bd8f69a3f59f499f54cf7859f7bdcf41dc177,exclude,E2_no_characteristics,"Fundamentals and sentiment as house price determinants, aggregate; no abstract",unknown,unknown,unknown,0
55dcdb0f1397024f2ddb059a08d721bca5aa9a23,include,ELIGIBLE_HEDONIC,GWR of regional characteristics affecting Busan housing prices; title clear,condo_apartment,unknown,South Korea,0
b72ade09ac2e54b80b64172cba43ede3c675da2d,include,ELIGIBLE_HEDONIC,Spatial weights and environmental externalities on housing prices; title clear,unknown,unknown,unknown,0
e5b6b64d27473ca8546d56f8e32fbc8649576af3,include,ELIGIBLE_HEDONIC,"Urban amenities and Sao Paulo house prices, hierarchical model; title clear",mixed,unknown,Brazil,0
eaa614b709f0d80a81abcdbb400c5a08f9277daf,include,ELIGIBLE_HEDONIC,Hedonic case study of storm-surge risk in Exmouth residential property; title clear,single_family,transaction,Australia,0
61f14b23c6f19a1cfe319d36f6c29076c3667da5,include,ELIGIBLE_HEDONIC,"Geographically weighted lasso of green second-hand housing prices, China; title clear",condo_apartment,transaction,China,0
8f620c956e8a9084e5788a8e437cb80fefab6910,exclude,E4_review_or_meta,Survey of computer vision-based house price appraisal,unknown,unknown,unknown,1
5a3b4fbc9165f703719b7567196be18a0756f4a0,include,ELIGIBLE_HEDONIC,"Master-planned community premiums, Collin County 1980-1991; title clear",single_family,transaction,United States,0
3ad37800defcd1676bc92485752dd8fbd940b6cf,include,ELIGIBLE_HEDONIC,Spatial econometrics of Turin apartment prices and energy efficiency; title clear,condo_apartment,listing,Italy,0
1aa681861940d9ca058ee66aa19a0f1a02d1b0c0,include,ELIGIBLE_ML_PREDICTIVE_ONLY,ML prediction of Ningbo residential prices; title clear,unknown,unknown,China,1
28da8306284d8d3d576bf60c09cca54850c34d9f,include,ELIGIBLE_HEDONIC,"Housing price influencers via ML, spatial regression and GIS; title clear",unknown,unknown,unknown,1
53b6dec666a6943dd94855e9c9aed85e6ff8e321,include,ELIGIBLE_HEDONIC,"Nonlinear TOD impacts on housing prices with GNNW-XGBoost, interpretable effects; title clear",condo_apartment,unknown,China,1
3257364313645698b1556b7f2e9600d4526402cd,include,ELIGIBLE_ML_PREDICTIVE_ONLY,House price prediction from visual cues and estate attributes; title clear,unknown,unknown,unknown,1
287a3c515b0818e2b5f522117e37a409f0e9dbf4,exclude,E8_not_housing_market,Police salaries as function of home values,unknown,unknown,United States,0
8f09e0c9ea529fa07cff42c408d76b8fe35784dd,exclude,E8_not_housing_market,Fallow urban land in Norway,unknown,unknown,Norway,0
21ffe82ecd5a338012f5d5600c67f59c9d02f5e3,exclude,E8_not_housing_market,Architectural programming essay,unknown,unknown,China,0
8df48a4c533bf2d881fa062a8b713bed9067172d,exclude,E8_not_housing_market,Traditional culture in interior design,unknown,unknown,China,0
bb347394fe1439f74ae7e2a88041b23f8b2b5064,exclude,E8_not_housing_market,NZ savings and housing policy,unknown,unknown,New Zealand,0
8361fd463be68fd23f0094abf8ee388289f61f44,include,ELIGIBLE_HEDONIC,"OLS and FastGWR valuation models for Lahore and Faisalabad with floor area, proximity",mixed,listing,Pakistan,0
b434c49b54853a5146cd799c228fb4727d30a281,exclude,E8_not_housing_market,Macro factors and property loan impairments,unknown,unknown,Malaysia,0
5e48b17d985c16a506519398309d2e11015119e2,exclude,E8_not_housing_market,Park green space accessibility,unknown,unknown,China,0
ee2ebfd1ab282930c643f43bc3e9a9273c1faa52,exclude,E2_no_characteristics,Time-series deep learning of market prices with sentiment,unknown,unknown,unknown,1
97eac2836ad267399eb4ef76090f96f4901d6f3c,exclude,E8_not_housing_market,Affordable housing marketing and management,unknown,unknown,Ukraine,0
2805789526648bd22b92f7a85ce71f5ada04e503,exclude,E8_not_housing_market,Interregional migration and Moscow primary market,unknown,unknown,Russia,0
59ed641404fe8490fd826fd5e24334df297cad6b,exclude,E2_no_characteristics,TVP-VAR monetary policy and real estate prices,unknown,unknown,China,0
90181ebd36f1fb96eadc83ab655c59fbd48089a7,exclude,E2_no_characteristics,Price per m2 of Prague new developments on macro/sector variables,condo_apartment,transaction,Czech Republic,0
bb99ca8c646d9e926311f7092af603bcebaa15ba,exclude,E8_not_housing_market,Sharks as ocean observing platforms,unknown,unknown,United States,0
bfa0feda53884b8e548d74f59143f759e57f314e,exclude,E2_no_characteristics,"ARDL of mortgages and residential price growth, Indonesia",unknown,unknown,Indonesia,0
aeafe92064511298a34d305401ac623476344f9a,exclude,E8_not_housing_market,Macro determinants of mortgage debt,unknown,unknown,Malaysia,0
52c5a1dfb38c5a2321b91bcae5521ffd491ce079,exclude,E2_no_characteristics,Time-series of policy impact on real estate trading,unknown,unknown,China,0
dcdf4f7c486975b3792f110ae8b624123dc79968,exclude,E8_not_housing_market,NO2 column density MGWR,unknown,unknown,South Africa,0
c6aeb265b082f498b79a459ea7c4cd4e657e662c,exclude,E8_not_housing_market,Book review on public history,unknown,unknown,United States,0
7f45c7e0c2ce00ee7b45a396be33c3ab863fa9fb,exclude,E1_no_residential_price,"Deep learning classification of building types, no price",unknown,unknown,Cyprus,1
2b696f23d1348cade6eaa50942782b966af21ef6,exclude,E2_no_characteristics,Threshold VAR of foreign capital and asset prices,unknown,unknown,South Korea,0
99f50b9d040d39f9dcaf83f63d045316b5cbdd0f,exclude,E8_not_housing_market,Fuzzy neural network architecture,unknown,unknown,unknown,1
64432d100a0281346a4b9a09426b532ffa872438,exclude,E8_not_housing_market,"Land use change GIS, Gurgaon",unknown,unknown,India,0
e3730ac33404b0fddef77607f5782caefdc6a1cb,exclude,E8_not_housing_market,Built environment and coronary heart disease,unknown,unknown,China,1
e2d1b2122c529dbb08c71354866533bb7b2160be,exclude,E8_not_housing_market,"Park green space accessibility equity, Beijing",unknown,unknown,China,0
4d20fc4735a8cac30673d326c2852754e7f8636d,exclude,E8_not_housing_market,"Regional unemployment spatial model, Ethiopia",unknown,unknown,Ethiopia,0
e8c493f8f8386b7fcf31eddecf271196f60e8d72,exclude,E8_not_housing_market,Claims database coverage,unknown,unknown,United States,0
a809d0ed65b713714fabbd8c0c889936ee2c83a4,exclude,E2_no_characteristics,"Retiree migration flows and Alicante house prices, aggregate",unknown,unknown,Spain,0
7e0215d7651641787bd00707421b43b7fde0332b,exclude,E8_not_housing_market,Domestic energy consumption MGWR,unknown,unknown,United Kingdom,0
c1d21684ae344f91787d890ea9f2ee65e1c2a777,include,ELIGIBLE_HEDONIC,"Random-parameter autoregressive models of Vancouver sales on dwelling, land use, neighbourhood, accessibility",mixed,transaction,Canada,0
e5b5adaafa91f1dd4e000a997705be716b4a5516,exclude,E8_not_housing_market,Consumption response to house price changes,unknown,unknown,United Kingdom,0
c2bab3834aab7bdca28c3254c94999276b2e89ef,exclude,E8_not_housing_market,Malaria prevalence spatial model,unknown,unknown,Ethiopia,0
df3b4adf69c8b83194ce00dc890b5f9535609557,unclear,UNCLEAR_other,Primary vs secondary market price inflation from transaction data; method unclear,unknown,transaction,Malaysia,0
ec5067fce7f7bd0e21ffb50db49bc14b4a59cc3a,exclude,E2_no_characteristics,"Municipal panel of renovation subsidy and house prices, Sweden",unknown,unknown,Sweden,0
08fa75f12fde9dd3923ca96b272dbf131693e06f,exclude,E8_not_housing_market,CPI forecasting with LSTM,unknown,unknown,China,1
8526c1013a72233c492c626d574d3c6befb63399,exclude,E3_theory_method_only,User study of SHAP visualisations; housing only an example,unknown,unknown,unknown,1
f959e78776b586967ccf2d3c7aad8b07bf45b736,exclude,E8_not_housing_market,"Carbon credit market, India",unknown,unknown,India,0
2541630c94ddbe3cdbd9307dc7fa0aacfca77634,exclude,E8_not_housing_market,Electricity demand in Australia,unknown,unknown,Australia,0
52bf3bcda1fac24811bd4c677326a9debe5a3dea,include,ELIGIBLE_HEDONIC,GWR of housing prices and influencing factors in Erzurum,condo_apartment,listing,Turkey,0
31395c14c75a4e8f57d4bdf78b6b6a9413f14172,exclude,E8_not_housing_market,Cartographic mapping of regional housing market,unknown,unknown,Russia,0
a9a30913a0c18b842080395cc26566e470b36da1,exclude,E8_not_housing_market,Urban commercial centre evaluation,unknown,unknown,China,0
6dd20fec1617eb7d3a26ca5d0e5b1f6637319a89,exclude,E2_no_characteristics,Urban population and inter-city housing price differentiation,unknown,unknown,China,0
90d46def38251fdef35ff5fee1a09f532b2f89e9,exclude,E4_review_or_meta,Review of mass appraisal methods and models,unknown,unknown,Ukraine,0
2553bb293b5e468b8167885e9945acea018509e9,exclude,E8_not_housing_market,Econometrics in housing supply planning effectiveness,unknown,unknown,Indonesia,0
d2ff72085d2f6fc1ecd7c69df48f5cc943b1ef36,exclude,E8_not_housing_market,Urban plant diversity in residential areas,unknown,unknown,China,0
ada2532b1c7839371110b0481dd127be979b6834,exclude,E8_not_housing_market,Socioeconomic status index for municipal aid,unknown,unknown,United States,0
6c76961a7d421dbee784b361a83961b152781273,exclude,E2_no_characteristics,County-level housing value disparities 1930-1940,unknown,unknown,United States,0
2e360f77caee23c4aea32f4046a7c61915f50221,exclude,E8_not_housing_market,Urban landscape and COVID-19 epidemic,unknown,unknown,China,0
afd98fdb7ac97b19e0f7b50ef5fd3c13d7d48881,exclude,E2_no_characteristics,"Metropolitan-level price determinants and supply elasticities, Portugal",unknown,unknown,Portugal,0
b040b216a50fa3ef33553b69f02d456baa0617a3,exclude,E8_not_housing_market,Skill sorting and urban amenities over life cycle,unknown,unknown,United States,0
661996919e34459bef41ac40a41f418dfc4005d7,exclude,E2_no_characteristics,Macro factors and Nigerian housing prices 2013-2023,unknown,unknown,Nigeria,0
e9e869e3a1bc8a420e3f58225eeefc997ce6c842,include,ELIGIBLE_HEDONIC,"CCUS project proximity effects on property-level transaction values, nationwide US",single_family,transaction,United States,0
4021c828bed1ed9f674957eff534f1c7b7277a47,exclude,E5_not_empirical_regression,Factor analysis of young consumer housing preferences,unknown,unknown,Indonesia,0
4e3711cec97cc562f45b0e7df2afa12f9d4347b3,include,ELIGIBLE_HEDONIC,Spatial quantile regression of Wuhan housing price influencing factors vs 2SLS,condo_apartment,listing,China,0
2ec2d3e0a6d0261de22a62ad28a4f2ce47db01fd,exclude,E1_no_residential_price,"Land prices in Alpine tourism regions, SDEM",unknown,unknown,Austria,0
b14e9acf98546e9e7ca5da1145a108c1b334954f,exclude,E8_not_housing_market,Semigration to Hermanus,unknown,unknown,South Africa,0
b9bb7d2c88ca67b39ea5173df3df120cce080b20,exclude,E8_not_housing_market,"Commuter spatial interaction, Greater Bandung",unknown,unknown,Indonesia,0
84ad4582441dc4d4bc35704555200680e2777264,include,ELIGIBLE_ML_PREDICTIVE_ONLY,Comparative ML models for second-hand house prices (Shanghai dataset),condo_apartment,listing,China,1
49ff75ed86d0bf1bea5209dc9f765cb191e53267,exclude,E3_theory_method_only,"Hierarchical clustering of datasets for predictive models, methodological",unknown,unknown,unknown,1
28c5e0e2dd944fb912aff80378ed5fb248c2b370,exclude,E2_no_characteristics,"Urbanisation and housing price changes in 35 cities, stock-flow model",unknown,unknown,China,0
7cfdf300e323f2dbc3370f6bfec2c94dd7e8ce32,include,ELIGIBLE_HEDONIC,RDD of EPC rating bands on 5 million sale prices with property and location characteristics,mixed,transaction,United Kingdom,0
9430444155a33bf9bb5a8a2fcdcb82fe2b3aeb1f,include,ELIGIBLE_ML_PREDICTIVE_ONLY,ML house price prediction with logistic regression,unknown,unknown,unknown,1
467b96f0a287c2c326f70492b72223bc08a7bf52,exclude,E2_no_characteristics,"Spatial price-to-income ratio drivers for 256 city districts, post-LASSO",unknown,unknown,China,0
427e201e50d20c1dd309a846c778701455f25b5e,exclude,E8_not_housing_market,"Low-income housing policy delivery, Tamale",unknown,unknown,Ghana,0
41ef3ce62cea55327ba05e5ae1fd5f66c1569b42,include,ELIGIBLE_ML_PREDICTIVE_ONLY,"GTCW-GRNN on transaction data with area, age and exchange rate",condo_apartment,transaction,Iran,1
bb56415eb6cff0ffd2b05f6e4bafd6cec47cd182,exclude,E4_review_or_meta,Literature-based synthesis of green space effects on house prices,unknown,unknown,Lithuania,0
61421beaba5f0fc29d32b1a3f8024660613c2195,exclude,E2_no_characteristics,OLS and ANN forecasting of Penang house price index,unknown,unknown,Malaysia,1
2ca60d2f9386cb6db3d3ba979928484d1068046c,unclear,UNCLEAR_other,Istanbul metro-line sale and rental price comparison by station proximity; regression unclear,condo_apartment,listing,Turkey,0
11a25211aa932174ce6741e534519c81a574b270,exclude,E5_not_empirical_regression,"Consumer-perspective housing market analysis, Colombo",unknown,unknown,Sri Lanka,0
4b684dbcae4b5197fc76f6581e12097da9ec07d9,exclude,E8_not_housing_market,International mobility of the wealthy,unknown,unknown,unknown,0
b5d87c8de61eb04cf4f8cb5f22cbbc123d384bb4,exclude,E5_not_empirical_regression,"Valuers questionnaire on landscaping impact, no price regression",unknown,appraisal,Nigeria,0
a9f96b8d4c09e07ada7234708ff37abf3f7f9743,exclude,E8_not_housing_market,"Allotment garden provision, Tokyo",unknown,unknown,Japan,0
288d5c5a2e7a478994e143701f4cc724e11c890e,include,ELIGIBLE_ML_PREDICTIVE_ONLY,"Multiple ML models on Ames Iowa Kaggle data, performance comparison",single_family,transaction,United States,1
4c47c7b6380a7f0f01af34532718b9cfbf806c27,exclude,E8_not_housing_market,County lung cancer mortality prediction,unknown,unknown,United States,1
5db24a0cf95c50ad2386ce5d531ac7806525cdab,include,ELIGIBLE_ML_PREDICTIVE_ONLY,ML algorithms applied to house price prediction for affordability,unknown,unknown,unknown,1
43aa247214260b5b0daa43f6a5388eb513b3b9bc,exclude,E3_theory_method_only,Legal essay on single-family zoning politics,single_family,unknown,United States,0
92b1fdca56c779809c7c411209a0b789c702ffc5,exclude,E8_not_housing_market,Green space equity and subjective well-being,unknown,unknown,China,1
045400dd53715292187d802819b5c367a492c19f,exclude,E8_not_housing_market,Geospatial database search dissertation,unknown,unknown,United States,0
bc2591a24dd8cd1c90b704f48e380e2e38115aae,exclude,E8_not_housing_market,"Slum area factors, Bekasi",unknown,unknown,Indonesia,0
b122e01fa924e3d1d468416a3a4491090b413f43,exclude,E2_no_characteristics,GBDT forecasting of house prices with macro factors and Google Trends,unknown,unknown,unknown,1
757bd683e867096bd3de6214d8e05c02d711dbcc,include,ELIGIBLE_HEDONIC,Educational and cultural facility accessibility embedded in Seoul housing prices,condo_apartment,transaction,South Korea,0
2ad4167cdcf866f45a87623c9c0088832b3d3962,exclude,E8_not_housing_market,Middle classes in Paris periurban fringes,unknown,unknown,France,0
9d3d35f4c32d810f478070d970d3155eb9b7dc3e,exclude,E8_not_housing_market,"Institutions and homeownership aspirations, Ethiopia",unknown,unknown,Ethiopia,0
ba41e6776108363c9b7ff3b89a68d8e64fe7a5fa,exclude,E8_not_housing_market,Intention to move house after crisis,unknown,unknown,Netherlands,0
7805f44694ca72d869d8ddf872999c358bd12c46,include,ELIGIBLE_HEDONIC,"MLR and ANOVA of prices on living area, quality, furnishing, location, coastal proximity",mixed,listing,unknown,0
5ca6dc795ae78bdf815826faf40c1acab6f2798c,exclude,E8_not_housing_market,"Suburban housing development factors, Boja",unknown,unknown,Indonesia,0
69ec6b6c759d7dd0b7b2c18469e28061514dcccf,exclude,E8_not_housing_market,Commute distance and employment location,unknown,unknown,United States,0
a2ba159dfd8cc7c5086646e06d2b0261fbb98f67,include,ELIGIBLE_HEDONIC,Aircraft noise and distance from Kuching airport on residential prices,single_family,unknown,Malaysia,0
c86112148f4bfac2bb0fdeb7d1d0fbf3759ad63a,exclude,E8_not_housing_market,"Residential mobility of college graduates, Guangzhou",unknown,unknown,China,0
b1f0fbb7937f509dfd03f3d9ead7087deb461154,include,ELIGIBLE_HEDONIC,"Oil pipeline vandalism effect on residential rental values, tenant questionnaires",rental,rent,Nigeria,0
4a47dceb98c2cf3235fbd6fdc303bbf244c73470,exclude,E4_review_or_meta,Literature review of road infrastructure and property values in West Africa,unknown,unknown,Ghana,0
62b24ec957881d4d472471680cc3cadd3aff5709,include,ELIGIBLE_HEDONIC,"Single-family value determinants from WTP and real transaction data, OLS, Ethiopia",single_family,transaction,Ethiopia,0
a6e470934ada30f392d8208451f6bdb8493c8397,exclude,E8_not_housing_market,Population spatial pattern in Greater Bay Area,unknown,unknown,China,0
6efc3d6e07e62ff23643020c1ae408bac8a84989,exclude,E8_not_housing_market,"Housing wealth, segregation and COVID mortality",unknown,unknown,United States,0
98c2b81dcb6b2819536f9a1c1a5c0b46ad7f7fe3,exclude,E8_not_housing_market,Disappearances in Mexico City,unknown,unknown,Mexico,0
4b5606b2af40f4fab74129cf6fff570173518079,include,ELIGIBLE_ML_PREDICTIVE_ONLY,"Linear, ridge, lasso, elastic net for housing sale price prediction",unknown,transaction,unknown,1
32efd0ebb04018868b7084b47a6cd49902d56cf6,include,ELIGIBLE_ML_PREDICTIVE_ONLY,"ML house price prediction for Ames, Iowa",single_family,transaction,United States,1
d7a48acfcb2f296febe6b6e3ab5f16572f2a8354,exclude,E2_no_characteristics,"Municipal tolls and connection costs on area-level housing prices, Isfahan",unknown,unknown,Iran,0
5d60005895c0bc35511c8d6aefdfae4a6b82af90,exclude,E5_not_empirical_regression,"Factors influencing subsidised house preferences, survey",unknown,unknown,Indonesia,0
deda694998b7ab47a18fd94ec93bbe30ab59b3b0,exclude,E2_no_characteristics,"RNN forecasting of city real estate price trend, Dar es Salaam",unknown,unknown,Tanzania,1
b7cd07b4d41422f51f12a98dcc70a74d36cf55f2,exclude,E2_no_characteristics,"Real estate tax policy and housing price stabilisation, aggregate",unknown,unknown,South Korea,0
4fc107fab4a3c979bffb004a94026f88a10bb4a7,include,ELIGIBLE_ML_PREDICTIVE_ONLY,"ANN vs random forest house price prediction, Bandung",single_family,listing,Indonesia,1
7dedaa34606eca8693e9ef92edab742ca54c4681,exclude,E2_no_characteristics,Eurozone and Schengen accession effects on national real estate prices,unknown,unknown,Europe,0
ebc0e942a4fc7bb260d242c57aba376771e19926,exclude,E8_not_housing_market,"Demographic spatial econometrics, Kemerovo",unknown,unknown,Russia,0
ec0abab86782559bebc60e4610aa10431c1fe804,include,ELIGIBLE_ML_PREDICTIVE_ONLY,GWO feature selection with CatBoost for house price prediction,unknown,unknown,unknown,1
c453bf1ff4e4bafc381ec691c9f45bec5d00f2be,exclude,E8_not_housing_market,Dividend policy of property companies,unknown,unknown,Indonesia,0
7cbf4d0a5c2c882e94dee2581f2f45ccd5e065d4,exclude,E2_no_characteristics,County-level property tax capitalisation along price distribution,unknown,unknown,United States,0
f9da086dd495e67f751b35f6a882b164a01e85bf,exclude,E5_not_empirical_regression,"Survey of perceptions of affordability and prices, Prishtina",unknown,unknown,Kosovo,0
60db02d7a8ed6bd914b476c6295ef71f7bdfd000,include,ELIGIBLE_ML_PREDICTIVE_ONLY,Eight ML/neural models incl. CNN feature extraction for property price forecast,unknown,unknown,unknown,1
51c83440aecf46b1eea286f1cee78e34d6e1fd6f,exclude,E8_not_housing_market,Methylsiloxane distribution in soils,unknown,unknown,China,0
6e7c4c2a8bba183e6c86e6c8636efbf988f6a69c,include,ELIGIBLE_ML_PREDICTIVE_ONLY,Comparative regression-based ML for house price prediction,unknown,unknown,unknown,1
b6cd32c1500330185bab167bef9ea88a3bd38845,exclude,E8_not_housing_market,Wildfire smoke exposure,unknown,unknown,United States,0
53bb7bb713ed608d57fea08775644003beb501b0,include,ELIGIBLE_ML_PREDICTIVE_ONLY,Spatially explicit KNN for house price prediction,unknown,unknown,unknown,1
ddb99eec8fa003ea288addae791ca68778d13e7d,exclude,E2_no_characteristics,"Municipal-level urban scaling of house prices, Italy",unknown,unknown,Italy,0
b60e091527b31895486d53992e075e00d3998369,include,ELIGIBLE_HEDONIC,"Mass appraisal regression for property value map updating, Pato Branco",mixed,appraisal,Brazil,0
3de036dfddcce85a957ed7bf307b09a73c9ba574,include,ELIGIBLE_ML_PREDICTIVE_ONLY,Optimised least squares moment balanced machine for price prediction,unknown,unknown,unknown,1
967444c72972f67d3dbbd549f87a2da46efb492a,exclude,E8_not_housing_market,Dwelling unit estimation from remote sensing,unknown,unknown,Saudi Arabia,0
cadf39dc64444835f3422e3df9da25f389fa1d04,exclude,E8_not_housing_market,Railway station area vitality,unknown,unknown,China,1
bf1b5947ca826931e3e0455435b5797d306e57fb,include,ELIGIBLE_HEDONIC,"Capitalisation of green upgrade features in Austin single-family prices, regression models",single_family,transaction,United States,0
37d3e1489386e809f9159a6c381cd6cdbb7794f2,include,ELIGIBLE_ML_PREDICTIVE_ONLY,"DT, RF, MLP with PCA for Kuala Lumpur terrace house prices",single_family,listing,Malaysia,1
ac4d9672f30ffdb9281324b208b781d461a1e66c,exclude,E2_no_characteristics,Digital trade index and city-level house prices,unknown,unknown,China,1
72de95ddf3ce5aafb6434f937ec785835965db4e,exclude,E8_not_housing_market,Historical residential land cover reconstruction,unknown,unknown,Turkey,0
6143c8ceb7d62a582d3647cbb5865355bc07471a,exclude,E8_not_housing_market,Investment determinants in affordable housing projects,unknown,unknown,Malaysia,0
1e7f41e0d76bc1afe3439bc1d6d5b27d93c41f1a,exclude,E1_no_residential_price,"iBuyer profit margins at neighbourhood level, not price determinants",single_family,transaction,United States,1
7400810c23d0417fa014137343444f1b040cf487,exclude,E8_not_housing_market,Chonsei deposit non-return prediction,unknown,unknown,South Korea,1
f69a5bd1259a127997971ab7665e226f6509dc99,include,ELIGIBLE_ML_PREDICTIVE_ONLY,Linear regression house price prediction,unknown,unknown,unknown,1
bb333ded7cf46af47da2d5ef3020d3486c45bde1,include,ELIGIBLE_HEDONIC,"Complex-level apartment price per m2 on complex and neighbourhood characteristics, Gangnam and Suseong",condo_apartment,transaction,South Korea,0
7c883f686a3ca8e6532e07d5471149dd009a25d7,include,ELIGIBLE_HEDONIC,Rail-induced property premiums in Sydney for value capture,mixed,transaction,Australia,0
9174832e2a1ff51c59bdcacb26425d13947f6bd3,include,ELIGIBLE_HEDONIC,"DiD of junior high school admission reform on 88,745 Chengdu resale transactions",condo_apartment,transaction,China,0
67fe71c05322ce8183b91e3dd920031293f7b18b,include,ELIGIBLE_ML_PREDICTIVE_ONLY,Linear regression and neural network data mining for house prices,single_family,listing,Indonesia,1
a8155bcc0ea79c46be753f6e85a43eb59790198c,include,ELIGIBLE_HEDONIC,"Quantile regression of transaction price on time on market with housing characteristics, Taiwan",mixed,transaction,Taiwan,0
5728d58aa7da7a60db0199921334a4476041a140,exclude,E5_not_empirical_regression,Survey of home purchase decision determinants,unknown,unknown,Indonesia,0
9ae950aa30bc499542854f7929c9d043470dc853,exclude,E8_not_housing_market,Financial stress and household price expectations,unknown,unknown,India,0
9a39aa4edaea644cd3e96f453a2f7aecd3efdda7,exclude,E5_not_empirical_regression,"Data descriptor of Brunei listings dataset, no regression",mixed,listing,Brunei,0
eb406ca5beb07c95842f722c35ad449803cc8ef9,exclude,E5_not_empirical_regression,Descriptive policy review of energy efficiency trends in Latvian market,unknown,unknown,Latvia,0
26506b992e1429ab5aa6b8f08b27267db6c93321,exclude,E1_no_residential_price,"Automated land parcel valuation, UK",unknown,unknown,United Kingdom,0
dc1a9cd92c38b3541fc97ce012fd7a15bd7f98f8,exclude,E2_no_characteristics,Parish-level rents GWR on socio-economic aggregates,rental,rent,Portugal,0
df6400af862f8114b070010652b1e08cfb6b4135,exclude,E8_not_housing_market,Tenant perceptions of ownership impediments,unknown,unknown,Malaysia,0
6a40167a6a70cb9155b5be6185a463f8143b8c75,exclude,E2_no_characteristics,"Price-vacancy dynamics, Hong Kong time series",unknown,unknown,Hong Kong,0
d66dcd3e24d3aa705a9e17810be910446c18dce3,include,ELIGIBLE_HEDONIC,Regression-kriging of location effect on Athens rental prices,rental,rent,Greece,0
2fcf45aa2743e8132fb5777a73fd2173df413369,include,ELIGIBLE_ML_PREDICTIVE_ONLY,Linear regression vs random forest on Boston housing dataset,unknown,unknown,United States,1
be65f82c54bf36f354688dfdd8b0bee4ce22f492,exclude,E3_theory_method_only,"Indirect inference for heteroskedastic spatial models, theory",unknown,unknown,unknown,0
b7385ac652823a01b24714fd8024e76cd2de7ef3,include,ELIGIBLE_HEDONIC,"Shanghai housing price attribute effects and submarkets before/after COVID, global and local models",condo_apartment,listing,China,0
26ecbfec0d9048eb2d7579f0e3e280f3a5825d9c,exclude,E5_not_empirical_regression,"Correlation analysis of park accessibility and Fuzhou prices, no regression",condo_apartment,listing,China,0
787ba5a84faf66a799bc0e0eb2cd65dde00952df,include,ELIGIBLE_HEDONIC,MGWR with space syntax metrics on Kadikoy sale listings,condo_apartment,listing,Turkey,0
a0705accf0ce07f2e626786bfb106cf2b05dd9c7,exclude,E2_no_characteristics,"Homeownership rate and new house prices, aggregate Colombia",unknown,unknown,Colombia,0
e5b55a9f70835b13ca89361f43dccd19cc3ed5dc,exclude,E8_not_housing_market,"Housing satisfaction and mobility survey, Jakarta",unknown,unknown,Indonesia,0
dcbffdde7839da8bbe43ba5ae343cefa81974874,exclude,E8_not_housing_market,Systemic risk rankings of banks,unknown,unknown,Europe,0
a3c9f45679aa7cf7c7400c4a0a5d77b394aa8170,include,ELIGIBLE_HEDONIC,"Regression of housing prices on living space, land, landscape, condition, quality, year built",single_family,transaction,unknown,0
a04bf32d4475bb5d167dbb9d49674ac4808835cc,exclude,E8_not_housing_market,Real wages and working hours across labour markets,unknown,unknown,United Kingdom,0
edfaae27995bfb08faa7b8f49f19025e174fb382,exclude,E8_not_housing_market,Growth-at-risk over 130 years,unknown,unknown,United States,0
372cb799c1e39c41831d74ee1908fbc8fc1183bb,include,ELIGIBLE_ML_PREDICTIVE_ONLY,"Feature selection (chi-square, mutual information) with ML for house prices",unknown,unknown,unknown,1
ae0059fec67f4d122f48d0f3ed5606d097df0ad1,exclude,E3_theory_method_only,Side information formalism for neural networks,unknown,unknown,unknown,1
dc01044cd8fb661043f38881e350ef4f12772f7b,include,ELIGIBLE_ML_PREDICTIVE_ONLY,"House price bucket classification from tabular and text descriptions, 200 houses",unknown,listing,United States,1
5cd7c4cc4e12a3e5eb5ced3a240c0b684e34f4cd,include,ELIGIBLE_ML_PREDICTIVE_ONLY,Advanced regression techniques on Ames housing data,single_family,transaction,United States,1
8b43b5be5e40f59bf55fded710b3e8aa7b8fd20c,include,ELIGIBLE_ML_PREDICTIVE_ONLY,Random forest vs decision tree on Indian Kaggle house data,unknown,unknown,India,1
e6b038a89b6b23dd58c83a2eaca0ac71f7893783,exclude,E8_not_housing_market,Borrower expectations and mortgage forbearance,unknown,unknown,United States,0
c578bd87604d74daf8eff6ad5d7759e3988893fc,include,ELIGIBLE_HEDONIC,"Variables affecting housing prices with transportation infrastructure access, Turkey",condo_apartment,listing,Turkey,0
efad6116c146c1e96eddce148d29cd8024ba81c3,exclude,E2_no_characteristics,City-level rent index determinants across 99 European cities,rental,rent,Europe,0
719ddda153b52e86649ce1056722027072dd1a5a,include,ELIGIBLE_ML_PREDICTIVE_ONLY,"Stacking uncertainty modelling of statistical and ML valuation, Tehran District 5",condo_apartment,listing,Iran,1
44d36dfbef380c152755e72bf5cedaad74f84d30,exclude,E8_not_housing_market,"Price changes and consumer purchase intentions, Lithuania",unknown,unknown,Lithuania,0
453d1b17234b96475f56db4fa25bfca2ebed495f,exclude,E3_theory_method_only,"Robust variable selection for spatial error model, methodological",unknown,unknown,unknown,0
2b12c21c7ae7b6d07fd9a137ce1e46c604fed807,exclude,E8_not_housing_market,House prices and Islamic bank stability,unknown,unknown,Malaysia,0
ad8831bf6a3a889cc22205fbdb825e0fbfa91b27,exclude,E2_no_characteristics,Macro/financial factor regression forecasting Shanghai prices,unknown,unknown,China,0
d96aa42438b8af2ebaf3bad8ecef5e6c9e583984,exclude,E3_theory_method_only,Methodological framework for incommensurate spatial partitions,unknown,unknown,United States,0
5fe5b3178a564f8b5db8d1f2e025b5f03f08ef25,exclude,E8_not_housing_market,Peri-urban land-use change in Bangalore,unknown,unknown,India,0
d7fd59f99b06c5ad31d606a3860ecaacffeeda20,exclude,E8_not_housing_market,"House prices, repo rate and household debt",unknown,unknown,South Africa,0