spb/wp21_uqo

1record_id,decision,reason_code,reason,property_type_guess,outcome_guess,country_guess,ai_ml_flag28f988a96ba5041e5f641b381ed8d1428793b511d,exclude,E2_no_characteristics,Cross-country macro determinants of house prices; no property characteristics,unknown,unknown,Europe,035d9163333e0fe3af8e12d7da0e3c6d3f842916b9,exclude,E8_not_housing_market,PM2.5 exposure disparity study; no housing prices,unknown,unknown,China,04398fda114d9e5bcbfcf647f71fb5ebcbec8d25d8,exclude,E8_not_housing_market,Wealth inequality accounting; not housing price regression,unknown,unknown,France,05549d9d4516ae5979cb086f1deb9a6931897db61f,exclude,E1_no_residential_price,Segregation and foreclosures; no price outcome,unknown,unknown,United States,063eff33e17a2ccf1deae6b3f5bb5e8eb435835f80,include,ELIGIBLE_HEDONIC,Hedonic estimates of sex-offender proximity on house prices,single_family,transaction,United States,074ec5d657f725d40b7924337b63554d4c22f3b19b,exclude,E8_not_housing_market,Wearable sensors and urban stress; not housing,unknown,unknown,unknown,08b7f5534c7261f27e5ed58d96ff9186e1c8d34c67,exclude,E2_no_characteristics,"Macro determinants of housing prices (interest, inflation); no characteristics",unknown,unknown,unknown,09c588888cbf7f84d6abbda8e9891246213e660f12,exclude,E8_not_housing_market,Bike-sharing usage patterns; not housing prices,unknown,unknown,China,010eae420b905d7400216716829d3bbb22999ec9bf3,exclude,E5_not_empirical_regression,Qualitative monograph on second homes and rural housing change,unknown,unknown,United Kingdom,0118583e9cfae17f0160faf43729d21d6d3618746d9,include,ELIGIBLE_ML_PREDICTIVE_ONLY,Automated ensemble ML appraisal of property prices,unknown,appraisal,unknown,112c0ba81ae547a53e25b9ac2827cb7e6b35de02c52,exclude,E2_no_characteristics,Duration analysis of housing cycles across OECD countries,unknown,unknown,OECD,0137adc228f67882dd733be6fee0814971e52fc32f0,include,ELIGIBLE_HEDONIC,"Spatial regression of apartment-complex prices on walkability, Seoul",condo_apartment,transaction,South Korea,0148e735c69ba8da6836064605b4c3f7022c24615b9,exclude,E8_not_housing_market,Job accessibility index; not housing prices,unknown,unknown,China,015799641db366806d7c5d8981404f4c311aae3252a,exclude,E2_no_characteristics,Macro uncertainty shocks on regional housing prices,unknown,unknown,United States,016643d18ead6d0fc8b573bb89ac60c6f3e68caeb03,exclude,E2_no_characteristics,House prices and consumption; no hedonic estimation,unknown,unknown,United States,01756b7b85e3be0605826b7ca1296c3be5ac84f5b9d,exclude,E3_theory_method_only,Spatial regression learning method paper; no hedonic application reported,unknown,unknown,unknown,118e4899911e345970c1186cd447a8b0806c54ee257,exclude,E8_not_housing_market,Urban form and CO2 emissions,unknown,unknown,China,0194867bed61e20f9da45708be5f539535b9751acc6,include,ELIGIBLE_ML_PREDICTIVE_ONLY,"Lifelong deep-learning property valuation model, Toronto",mixed,transaction,Canada,1209180cc8f2daadd4570c9b29ee010874a829135c4,exclude,E1_no_residential_price,Residential land value (land-only) outcome,unknown,unknown,South Korea,0217f6871cd98ef39fd12e326cd778cf59c28b42165,exclude,E8_not_housing_market,Strava physical activity and built environment,unknown,unknown,China,0228f3a54bf725f2ee36366af19b9ec79ac31bfe512,exclude,E5_not_empirical_regression,Qualitative rural gentrification case study,unknown,unknown,Turkey,0235fd8ed40c1d50a2576ad18cb19b11daf76c55732,exclude,E4_review_or_meta,Systematic review of house price prediction methods,unknown,unknown,unknown,12462aff1efaa5c3c853b19399c214659fef96146cd,exclude,E8_not_housing_market,Monetary and macroprudential policy effects,unknown,unknown,United States,0253aee2f900a81d885cb36f5b08a2f98701871aec4,include,ELIGIBLE_ML_PREDICTIVE_ONLY,KNN imputation for ML house sale price prediction,single_family,transaction,unknown,1266919ce7b4d5d58f6b7d37c69d34631a442578669,exclude,E2_no_characteristics,Cross-country interest rate elasticity of housing prices,unknown,unknown,multi,027f9c1397daec1f40bc7c298e84825e4d4ff621767,exclude,E8_not_housing_market,Dengue epidemic and urban villages,unknown,unknown,China,02889434c7e57d5df609c72dadf64debe92c0b36794,exclude,E8_not_housing_market,PBDE serum concentrations,unknown,unknown,United States,0297a3e4b6f3e05917df9f1088ed874523003e34d7f,unclear,UNCLEAR_other,Housing price attributes Jakarta; unclear if hedonic regression or buyer survey,unknown,unknown,Indonesia,03054f8148cde90a6670bf6b54b035fbb63e8e1421f,include,ELIGIBLE_HEDONIC,"ML effects of transit/density on single-family prices; no abstract, title clear",single_family,transaction,unknown,1317a2a6868b986c9dadbb8246905ba5735a4d631b9,exclude,E8_not_housing_market,Greenhouse substrates; irrelevant,unknown,unknown,unknown,032f792e72052521e82e4bc5802dbc1bea23bb3bee9,exclude,E8_not_housing_market,Education and wealth accumulation; not housing,unknown,unknown,United States,0337faf3a66e87f970f8ea13e235ebb5b063a5973fd,exclude,E8_not_housing_market,Council tax bands as SES measure for health outcomes,unknown,unknown,United Kingdom,034968122126d39e22143eb024980a40d546998c75e,exclude,E8_not_housing_market,Urban vibrancy and economic landscape,unknown,unknown,China,035aed0105c242eb4fb49d98a1c421ed357f3b79532,include,ELIGIBLE_ML_PREDICTIVE_ONLY,Fuzzy regression for house price prediction,unknown,transaction,unknown,13666b8fd76fb544d401cbae31ffaf67dad9d1509a4,exclude,E1_no_residential_price,"Outcome is energy efficiency, not price",rental,unknown,Ireland,037c336f7e9d17cb80040edb76d5b7a9bb2969b87a6,exclude,E2_no_characteristics,Web-scraped aggregate housing market indicators; index construction,unknown,listing,United Kingdom,0389f1957a4f53e85e76553df01e809e2fb62fa04bf,exclude,E2_no_characteristics,Macroeconomic factors on national property prices,unknown,unknown,multi,0396a78aa3c4bc0a931d148d647fbde31ec50c438a4,exclude,E8_not_housing_market,Youth leaving home and house prices,unknown,unknown,Italy,040942e18178ee7f603abf98d9af6ddf48e0022da05,include,ELIGIBLE_HEDONIC,DiD on individual transactions for COVID-19 effect on house prices,mixed,transaction,United States,041356a7029808f0af6955306e3f0e2f1acf7278482,exclude,E8_not_housing_market,House prices and mental wellbeing,unknown,unknown,Australia,042a777fa62275d61b4c28c3e76ea5d9168d5f34331,exclude,E8_not_housing_market,Housing prices and relocation behaviour,unknown,unknown,unknown,043f309cdeb8fe17983f88e290a159e1df28144de5e,include,ELIGIBLE_HEDONIC,"Greenbelt proximity on apartment rents; no abstract, title clear",condo_apartment,rent,South Korea,04470a4acc430b60db9f5cfa5ef12abc71b0d80edf3,unclear,UNCLEAR_no_abstract,Spatial statistical modelling of house prices; may be methods-only,unknown,unknown,unknown,045a6d1c488b09c82140870cba8426bcd5bb60abf3a,include,ELIGIBLE_HEDONIC,Spatial-temporal foreclosure effects on single-family values; title clear,single_family,transaction,United States,046b612cfeefe79b3fb631c316ff160895751d62e9e,include,ELIGIBLE_HEDONIC,Subway and amenities effects on Beijing home values; title clear,condo_apartment,unknown,China,047f57d211f8b473a8a61e5d84b71f6c7dc260dfd90,exclude,E2_no_characteristics,GWR on 338 city-level housing prices; aggregate,unknown,unknown,China,0482681d92556888fb635fc7a8b88b6daa5218b113d,include,ELIGIBLE_HEDONIC,Landscape spatial patterns on single-family property values,single_family,transaction,United States,049394bd6dfbf4a2fa7f8bfea34e49c5fa25acab591,exclude,E2_no_characteristics,District-level (20 districts) haze and housing prices; aggregate,unknown,unknown,China,050c88fa0cc44592135ad5aed6d68e1d50d4fefe425,include,ELIGIBLE_ML_PREDICTIVE_ONLY,Appraisal bias and alternative AVM accuracy in rural areas,single_family,appraisal,United States,151278ce18a18ba586fc5636e1f32b2397957526282,exclude,E2_no_characteristics,Housing returns in institutional portfolios,unknown,unknown,Switzerland,052eb66cd32411f30234897db1658100d3cf138755c,exclude,E8_not_housing_market,Commuting gravity model with rents as regressor,unknown,unknown,Ireland,053cde804babf5ddd3dcfebe29346074ab7ded5737f,include,ELIGIBLE_ML_PREDICTIVE_ONLY,Ensemble weight optimisation for housing price prediction; title clear,unknown,unknown,unknown,154d388466b2b927ed1ed1644529b5e2103d9f659ae,include,ELIGIBLE_ML_PREDICTIVE_ONLY,Geo-spatial network embedding for house price prediction,unknown,transaction,unknown,155199747ec923aea52036ef30630a3263acbfb5ff2,include,ELIGIBLE_ML_PREDICTIVE_ONLY,ANN of walled-building effects on Hong Kong housing prices,condo_apartment,transaction,Hong Kong,15629644041528b882e5af572a33c65e92524314e1d,exclude,E8_not_housing_market,Household debt determinants OECD,unknown,unknown,OECD,0579b9f9b81641cca03cd602ed12b5bb79c297f06f7,include,ELIGIBLE_HEDONIC,"Shan Shui landscape effects on housing price, Chongqing",condo_apartment,unknown,China,058622982414b5dd59d6b00532ca485f618ccc962ad,exclude,E2_no_characteristics,City-level housing market polarisation index vs density,unknown,unknown,Italy,0596c2a39f89e7a64d98535f889debdc2e2b819357c,exclude,E2_no_characteristics,City-level spatial equilibrium regression of housing cycle,unknown,unknown,United States,060a30fd51dbaa3270aa960796ead177febad313dee,include,ELIGIBLE_ML_PREDICTIVE_ONLY,"ML nowcast of house prices from neighbourhood open data, 8 Italian cities",mixed,listing,Italy,16167e320647f1b505521315f69e12630d04bd3462a,exclude,E2_no_characteristics,Neighbourhood-level aggregate housing price vs smart growth index,unknown,unknown,Iran,062ee1e8ef02d8a9db9761d949199796b9035385356,exclude,E8_not_housing_market,Airbnb supply macro determinants,unknown,unknown,unknown,063fe907903fde6022c475a2edf5333c983301c6180,include,ELIGIBLE_HEDONIC,Capitalisation of building codes in house prices; title clear,single_family,transaction,United States,0643c2be388a3fe29f4a84005de491a9ea6f5d23109,exclude,E1_no_residential_price,Commercial real estate appraisals,unknown,appraisal,United States,165c6d63ae6c71aefb33c97c1865c6d5a54c44d1a1e,include,ELIGIBLE_HEDONIC,Hedonic index on micro data comparing listing/contract/registry prices,condo_apartment,unknown,Japan,0669ac56437c1f98c3686ed8750a1c74cf7d7d40735,exclude,E8_not_housing_market,Takeout shopping demand,unknown,unknown,China,06778e925a77ed913667329cb67952abbcb968fc220,exclude,E8_not_housing_market,Collective land reform and housing shortage; no price regression,unknown,unknown,China,06850915bab05b8c9a1e33ae813b9cd868e78344368,include,ELIGIBLE_ML_PREDICTIVE_ONLY,"ML prediction of Zillow home value log error, California",mixed,appraisal,United States,1693206ef12965a9c5c68b888e9b47a984d9c9c81f0,exclude,E8_not_housing_market,Cardiac events in breast cancer,unknown,unknown,United States,070eff9f887fe42af028d133a463e98f26b95e6ce24,exclude,E8_not_housing_market,Wealth inequality dynamics,unknown,unknown,multi,071eca0fef58bf00abf31c95fbd659858a27af78ef0,exclude,E8_not_housing_market,Congestion pricing mode shift,unknown,unknown,China,072b7f971137edeb2ec0b4f5c5205affd4d8bf0debf,exclude,E8_not_housing_market,Leaving parental home and house prices,unknown,unknown,United Kingdom,073f6b71453d144e8c46e5cbfb0d358a992e0ddcc26,exclude,E8_not_housing_market,Wind turbine visibility modelling,unknown,unknown,unknown,0743b44f43a3e57bd2a6158ac3aee2966152153ca0a,exclude,E8_not_housing_market,Housing price effects on consumption,unknown,unknown,China,075312899c666f19fe1adbdbdbbbb9ae92d41b24a1a,include,ELIGIBLE_HEDONIC,"Structural selection model of prices/rents on location and structure, EHS",mixed,unknown,United Kingdom,07695ed7cf5b17bda8e6fed7d46057d17eb49f6b738,include,ELIGIBLE_ML_PREDICTIVE_ONLY,Deep learning + ARIMA house price prediction,unknown,unknown,China,177f2308f0a4f0981801b518b9ca2152bcb4c797ad7,include,ELIGIBLE_ML_PREDICTIVE_ONLY,Linear regression real estate value prediction (ML framing),unknown,unknown,unknown,178ea46946c60f76c3ba16491c18fdd39725e4d37b9,exclude,E3_theory_method_only,Bootstrap tests for SAR varying coefficient models; Boston tract data illustration,unknown,unknown,United States,07991a44e2cd5a021b353ef15f6637207fbc3662ee4,include,ELIGIBLE_HEDONIC,Cell phone tower proximity on residential values; title clear,single_family,transaction,unknown,080b3cb36005e0f8ac884bd93f9f15c504fe217b252,exclude,E2_no_characteristics,Crisis effect on aggregate housing prices China/Taiwan; title suggests macro,unknown,unknown,China,0815273268598b5133424e963e0c43f622b719595ae,exclude,E8_not_housing_market,Urban vibrancy and built environment,unknown,unknown,Germany,082549c231d20f6e6cb5280caa92385e85bdd825716,exclude,E5_not_empirical_regression,Affordability and buyer preference survey,unknown,unknown,Malaysia,083ac95e2bb667cd4a9dcfef66f355699ca3bd58619,exclude,E8_not_housing_market,Travel carbon emissions,unknown,unknown,China,0847b79cc1aa1185453819fef6a04079e11b523c41e,exclude,E8_not_housing_market,Land surface temperature,unknown,unknown,China,0852463b67abe7ac7dc9d0d4342b36d71bf6498f365,exclude,E8_not_housing_market,Car-hailing ridership,unknown,unknown,China,086865fcba893598d78106e2540974f1e301b3d2c75,include,ELIGIBLE_ML_PREDICTIVE_ONLY,"Ensemble prediction of apartment rents, Dhaka",condo_apartment,rent,Bangladesh,18779a347ddca012025f75d2565774cfe7adfb9a7ec,include,ELIGIBLE_HEDONIC,Tree aesthetics in hedonic model of Lake Tahoe property transactions,single_family,transaction,United States,0889bb59ce81ec3b84d9410e2ddbccdec4da9b85fc7,exclude,E8_not_housing_market,Green industry marketing,unknown,unknown,United States,0898891481973de1ade675a35e628140568686d59da,include,ELIGIBLE_HEDONIC,HOA membership and housing prices with mortgage records,single_family,transaction,United States,0905c32a3c716b682cb3c2c807fde10e206b7d14f99,include,ELIGIBLE_HEDONIC,"MGWR of community-level house prices, Wuhan; title clear",condo_apartment,listing,China,09165c899cce84e99c0088a6d325c72650cdc3034ff,include,ELIGIBLE_HEDONIC,Noise disamenity externalities on residential values; title clear,unknown,transaction,unknown,092eb4a6bf84eada4b6f16faea99b2c9b338120e625,include,ELIGIBLE_HEDONIC,Spatial determinants of housing prices Istanbul; title clear,unknown,unknown,Turkey,093e9a01934bb6af48f72ed97e6d6cebc3c4f8ebd62,include,ELIGIBLE_HEDONIC,GWR hedonic model of Belfast house prices; title clear,mixed,transaction,United Kingdom,0944a626d3a0902cfcaac80b83abd4d9e123effa9bf,exclude,E8_not_housing_market,Obesity and built environment,unknown,unknown,United States,0958e5c41e376a590b828e048a05697c9c87982b767,exclude,E8_not_housing_market,Household housing/transport expenditures (PSID); not hedonic,unknown,unknown,United States,096708c65958c402666049e1af9f18ee218ba2457b5,exclude,E8_not_housing_market,Taxi demand,unknown,unknown,China,0972dcb8131a40a94d76de65bb7569a8657c44cb842,exclude,E5_not_empirical_regression,Comparative social housing policy case study,unknown,unknown,Germany,09880958fd2638f21cfbb1a72def7e62ae46db5ef0f,include,ELIGIBLE_HEDONIC,"Triple-difference hedonic of flood event on property prices, Colorado",single_family,transaction,United States,0999805e2b83bf03293e0de45e1021b33d64a76fedb,include,ELIGIBLE_HEDONIC,Highway impacts on house prices via spatial regression; title clear,single_family,transaction,unknown,010083261931676ccb5dd148ae0780a13ea79e57abbe,unclear,UNCLEAR_no_abstract,Local amenities and house price dynamics; unit of analysis unknown,unknown,unknown,unknown,0101272d9f2108948561b227d9e7ed33686005ee829e,exclude,E2_no_characteristics,Macro panel quantile regression of Chinese housing prices,unknown,unknown,China,0102db16c84a05b5836e39a3d937a5835a6bffe67fb0,exclude,E2_no_characteristics,Lead-lag time-series method on aggregate real estate and monetary policy,unknown,unknown,United Kingdom,01037b3ce56694f3995eac863eb9e312c76ddbe6882a,exclude,E8_not_housing_market,Household water system preferences,unknown,unknown,United States,01049e052d47ef3655aa6be9947e4669d77bb349cea9,include,ELIGIBLE_HEDONIC,"Coastal Act effects on multifamily prices and rents, boundary design",multifamily,transaction,United States,01056dab7efd0c9de11307864267024c7235d8fa6813,exclude,E5_not_empirical_regression,Expert appraiser interviews on value factors,unknown,appraisal,Slovenia,0106bdc6627e4692efb14740c7251a406943ebff8036,include,ELIGIBLE_HEDONIC,Credit supply IV on house prices controlling for house characteristics,single_family,transaction,United States,0107f165026a515e43c197e3e4d1c87746bf5ede29d2,exclude,E8_not_housing_market,Urbanisation and CO2 emissions,unknown,unknown,China,01086bf2617c5dce583da4d3e77c7f66b17ac6cf1a53,unclear,UNCLEAR_other,"Informal housing prices Beijing; conceptual, unclear if price regression",unknown,unknown,China,010991515d891035128ee553dcfe9a069aa83d31f8e5,include,ELIGIBLE_HEDONIC,"Site-level price regressions on zoning capacity, Brisbane",mixed,transaction,Australia,0110d79aff3af45de5fe5fb16fc423114a546ba2bfd5,include,ELIGIBLE_HEDONIC,Spatial DiD of light rail on property values,unknown,transaction,unknown,0111c9e1ea7fa46747a0d33a78c660fe5e7a2b44bbc5,include,ELIGIBLE_HEDONIC,"Magnet school admission probability and house prices, Chicago",single_family,transaction,United States,0112e60a96b0d3e8982f599edddb5fe7aa693c2b938d,include,ELIGIBLE_HEDONIC,Urban rail proximity and housing prices Ottawa; title clear,single_family,transaction,Canada,0113a18278a033e439950b2f69e1ce4266867e3394a2,include,ELIGIBLE_HEDONIC,Spatial dependence and submarkets in house price models; title clear,single_family,transaction,unknown,0114915683aac8519f9307fa14065e1c8149e5381fa8,include,ELIGIBLE_HEDONIC,Early hedonic determinants of relative house prices; title clear,single_family,transaction,unknown,0115f4e7ad57e8cecf6df00b9f645c303006086203bd,unclear,UNCLEAR_no_abstract,Mortgage deduction and house prices; level of analysis unknown,unknown,unknown,unknown,0116c9fd961913713132e63960b88be0bc5a3e15f99f,exclude,E8_not_housing_market,POI geospatial representation learning,unknown,unknown,China,1117f384fb58c99f36cbcc727d28bbd9a3f623cdb1de,exclude,E8_not_housing_market,TOD and urban vibrancy,unknown,unknown,China,0118fa42a1ba56bbe4b066f0cf9fba224e67c6e1c2af,exclude,E8_not_housing_market,Urban land-use efficiency,unknown,unknown,China,011939e0036c264681a3bff9f494704e4e8b48631556,exclude,E8_not_housing_market,Diabetes geography,unknown,unknown,United States,01204195fc4a67164f497e810de0b585e0b4a3496776,exclude,E8_not_housing_market,Household debt trends,unknown,unknown,United States,01210dfdeb42df881033b411b5223f7ee8753a4cada0,include,ELIGIBLE_HEDONIC,Spatial lag models of condo transaction prices on subway accessibility,condo_apartment,transaction,South Korea,0122bd6f91753c8d8d26bca64b3eebfbdeb23471a163,include,ELIGIBLE_HEDONIC,"Computer-vision appearance scores in house value regressions, Boston",single_family,transaction,United States,11236c30a068914ec9a68ff89a0cea83098ee8481aa8,exclude,E2_no_characteristics,"Land prices, collateral channel and macro fluctuations",unknown,unknown,United States,0124640fffe1e1529dd6105ffc662a552d7cc71a8ae2,unclear,UNCLEAR_other,Landfill distance on property values from questionnaires; regression type unclear,mixed,unknown,Nigeria,0125c39f401997403328752b9239dcb5d662c3333799,exclude,E8_not_housing_market,Household debt macro panel,unknown,unknown,multi,0126bfecec0495ab22fb487076c8bd2e359a31ac6024,exclude,E2_no_characteristics,Regional PVAR of migration and housing markets,unknown,unknown,France,012732a0805b769229ccee166d6c0009ef7c08ddad98,include,ELIGIBLE_ML_PREDICTIVE_ONLY,Optimised XGBoost house price prediction,unknown,unknown,China,11289d356772ecd7824d982ab3bab1b48bd29ff19583,include,ELIGIBLE_HEDONIC,School proximity and quality on residential property values; title clear,single_family,transaction,United States,0129ce39b5e0456948444e3f8dcbbe9a114c08abd7d6,exclude,E8_not_housing_market,Built-up area satellite dynamics,unknown,unknown,Romania,01309e18fc41122dab893971e884efb3d81ada06b9e4,exclude,E8_not_housing_market,Block vitality,unknown,unknown,China,0131d66753be2a0cf42d87d9ce4ba12179f9965de3f0,include,ELIGIBLE_HEDONIC,Residential property values regressed on perceived neighbourhood environment,single_family,appraisal,United States,013261593569a5cafd797ea0925a6f82c1eb8d5500ee,exclude,E8_not_housing_market,Jobs-housing imbalance,unknown,unknown,China,01337fb4ba5e971905e2d899efe5fd0e0764fe6ed10c,exclude,E8_not_housing_market,Household house price expectations,unknown,unknown,Spain,0134b8a801f6e2315e48457b64db62faee01bf52caa7,include,ELIGIBLE_ML_PREDICTIVE_ONLY,Multivariate regression ML for real estate value prediction,unknown,unknown,unknown,1135d853177c069989c00fc0c09f38534dfb4cc01462,include,ELIGIBLE_HEDONIC,Apartment-level rents and tax differentials at municipal boundaries,condo_apartment,rent,Switzerland,0136b8ec0244e6009f8e7cdc732fe51235469809b034,exclude,E2_no_characteristics,Predictability of US house price index returns,unknown,unknown,United States,0137675f5c74687318016dea93671393315268d40e34,include,ELIGIBLE_HEDONIC,Quantile spatial hedonic of urban green space on housing prices,mixed,listing,Ecuador,013848bc9edb49b1960fce98edac012b2f0e5496305c,exclude,E2_no_characteristics,"Housing, credit and business cycles",unknown,unknown,multi,0139ff2384e4914f2b300a7fb0d9314ce184a151933e,include,ELIGIBLE_ML_PREDICTIVE_ONLY,Gaussian process regression real-estate price predictor,unknown,transaction,unknown,11404ab45320db87c34f68dbcc686aab22e949008a89,include,ELIGIBLE_HEDONIC,Spatial dependence in apartment transaction prices; title clear,condo_apartment,transaction,unknown,0141cde8f5b9c66983eafd39cde099f4b5d18ba9eee3,exclude,E2_no_characteristics,Macro drivers of Malaysian house prices,unknown,unknown,Malaysia,014285e7d045bbf2ae1d56d2757857ccc6cc136f63d1,include,ELIGIBLE_ML_PREDICTIVE_ONLY,Comparison of regression/RF/GBT for house price prediction,unknown,listing,Indonesia,114352c7622ab3374ca44aeb5523d520cbd8cf040cbf,include,ELIGIBLE_ML_PREDICTIVE_ONLY,"AI prediction of real estate prices, Saudi Arabia",unknown,listing,Saudi Arabia,1144071e12e47cb753c6fbc77c85f01df0ae2c5ee431,include,ELIGIBLE_ML_PREDICTIVE_ONLY,"Deep learning rent model with textual listings, Atlanta",rental,rent,United States,1145d8a856187055cdc413865965b5224ffb0a84f023,exclude,E2_no_characteristics,Long-run fundamentals of Shanghai house prices,unknown,unknown,China,0146fd8c84a49325bd0a9ce5d5d283038b1ef7c0d119,exclude,E8_not_housing_market,Elderly pedestrian safety,unknown,unknown,China,014728ae06c43aa39b15744b893b79ed7e473ecbb588,exclude,E2_no_characteristics,Village-level economic indicators and school proximity,unknown,unknown,United States,0148d7f2c22f4dad1646cc637d46b60357c9328aff69,exclude,E1_no_residential_price,BERT classification of rental-property potential; no price/rent outcome regression,unknown,unknown,United States,11496fd4947ce10bb6992fabea38096226a18d458d1c,exclude,E4_review_or_meta,Meta-analysis of monetary policy and house prices,unknown,unknown,multi,0150c6ce97c5ea2cd6c9ad17a025928264a8da4c8daa,exclude,E8_not_housing_market,Mini-park visitation,unknown,unknown,China,015145a596f462e06fb2c76f2a61093f529b8c17223a,exclude,E8_not_housing_market,Airbnb platform self-regulation impacts,unknown,unknown,United States,0152495dc31238bf58804ebc3129e90f840028c82038,include,ELIGIBLE_HEDONIC,AHS panel price response to air quality changes,single_family,unknown,United States,0153d81b33de36a00c54ba626dcf45a50f459a9a8c88,exclude,E3_theory_method_only,Theoretical model of central city market power,unknown,unknown,United States,01549c71480b4307bcf9a70c22b2d0be8cfb0147a81e,include,ELIGIBLE_HEDONIC,Home sales premium for short-term rental properties (hedonic on sales),single_family,transaction,United States,0155555d702cde574ff00a5e1a9ed0511e4ab00f6e08,include,ELIGIBLE_ML_PREDICTIVE_ONLY,"BP neural network prediction of second-hand housing prices, Shanghai",condo_apartment,listing,China,11569be16c1062e365367a91bac0d9c9590c43121d35,unclear,UNCLEAR_no_abstract,Spatial dimension of US house prices; likely aggregate but unclear,unknown,unknown,United States,01578a8d2017d0b92a9ee363c4d5bd1da1d781f9babd,include,ELIGIBLE_HEDONIC,Urban growth boundary quantile spatial hedonic; title clear,single_family,transaction,unknown,0158321f85957cf306169b23c2f0c8a43bc39fd941f6,exclude,E8_not_housing_market,Life satisfaction and settlements,unknown,unknown,China,0159d276c5c1f847d957f7143cdc67e6545f03d1f901,exclude,E4_review_or_meta,Review of GWR methodology,unknown,unknown,unknown,01606e037a4be9101a30f19c9336371561161baba2f0,exclude,E8_not_housing_market,Banking and currency crises,unknown,unknown,multi,0161961ef95d379df3b7d9c05cc6e318fdc1353e8f73,exclude,E8_not_housing_market,Household indebtedness OECD,unknown,unknown,OECD,01629cfd894dd64c5a4d6a62ed24cbf47908568dd49c,include,ELIGIBLE_HEDONIC,"OLS of neighbourhood (complex) property prices on metro access and urban form, Pudong",condo_apartment,listing,China,01639227a7e5ee91510694ed7aa9358e1709d0798b32,include,ELIGIBLE_HEDONIC,"MRA vs rough set mass appraisal, Bari",condo_apartment,transaction,Italy,11646f70b466e027fa246e430e1843fc722c6f677b3b,include,ELIGIBLE_ML_PREDICTIVE_ONLY,Web-scraped linear regression house price prediction,unknown,listing,Indonesia,1165ada6c70891b2a3885f366b94109d59e0c4a2ca48,exclude,E8_not_housing_market,Bank financial distress,unknown,unknown,United States,01666fc3727ce91fa0713c0d9f42c06f4f130629c6aa,exclude,E1_no_residential_price,Institutional SFR investor acquisitions; no price regression,single_family,unknown,United States,016740a8f9670773d4621da4506ed892504f82a9eaf6,include,ELIGIBLE_HEDONIC,"Metro accessibility on residential property values, Xi'an",condo_apartment,unknown,China,016838c0972e81f4719bfb5772adea20770439ebf55e,exclude,E2_no_characteristics,Time-series analysis of Hong Kong property price bubble,unknown,unknown,Hong Kong,016969c865e882cfde6eb8748b0af6993e4c4b6321df,include,ELIGIBLE_HEDONIC,Natural amenities on rural residential values; title clear,single_family,transaction,unknown,0170dccf0ca9e91eb4d455d7811d94cd92a98df85076,exclude,E2_no_characteristics,Determinants of house price dynamics; macro by title,unknown,unknown,unknown,01719ad67b728e57834df532ca3c3c2ceee7e418cb11,exclude,E8_not_housing_market,Social-spatial inequity post-COVID,unknown,unknown,China,017239cde0780a2ac86beb9466ecf9d772daed842f08,include,ELIGIBLE_ML_PREDICTIVE_ONLY,AI algorithms predicting Italian real estate prices,unknown,listing,Italy,117351ba82b66aef078b503b4cdb43476a9210154e7d,exclude,E4_review_or_meta,Systematic review of urban forests and property values,unknown,unknown,unknown,01744c9f15309d771ad882be1647ff76db97c439f8ae,exclude,E8_not_housing_market,HMDA mortgage lending description,unknown,unknown,United States,01758465acc115a9287f1262d65c478ccb8a249aca9c,exclude,E8_not_housing_market,Suburban development Bratislava,unknown,unknown,Slovakia,0176ba2856913112692e4760af3e13e02e28b6cf65bd,exclude,E8_not_housing_market,Disaster assistance GWR,unknown,unknown,United States,0177dc8e6c54148f21618cdfc6d8cb33a774e334d07d,exclude,E5_not_empirical_regression,Survey of buyers and valuers on value determinants,unknown,unknown,Nigeria,0178c6ee4cf974aa13a6b6d37370b178e67c62cce7d1,exclude,E8_not_housing_market,Monetary policy and homeowner balance sheets,unknown,unknown,United States,01799c388fa2f01b7841befae3fc169896157e7e24ee,exclude,E8_not_housing_market,Household debt OECD,unknown,unknown,OECD,01808c46154fbaf164447e17b77d9874009c161a116a,include,ELIGIBLE_HEDONIC,"DiD of light rail stations on home sales, Seattle",single_family,transaction,United States,0181f47ecd2b33bc55cd0bbd405e4c5792a7ecd9786b,exclude,E2_no_characteristics,Borough-level panel of Airbnb frequency and price per m2,unknown,unknown,United Kingdom,0182eb9bf90ff4d6cbe6b02d0574c1bc5e009a0d67e5,exclude,E2_no_characteristics,Rental market size and macro stability,unknown,unknown,Poland,0183f7ceff5e47104285f6ef7df62cbbeb8ee1d0fc56,exclude,E5_not_empirical_regression,Expert survey on affordable housing shortage,unknown,unknown,Malaysia,0184a81cee106f6de923f245809c00295e4d754aa08d,exclude,E8_not_housing_market,Residential mobility intentions,unknown,unknown,China,0185f551b1ea9b4f3dbf7359755fbb74d57e2bc1d550,include,ELIGIBLE_HEDONIC,"Conservation easement effects on nearby house prices, spatial; title clear",single_family,transaction,United States,018659a5f8bcac2543d148400d9a905209afac109dde,exclude,E2_no_characteristics,"Determinants of national residential price index, Turkey",unknown,unknown,Turkey,0187aface46f4a7d8b6117a46fb9f7c1f4b36ebff6d8,exclude,E8_not_housing_market,Street greenery distribution,unknown,unknown,China,01885c49ee64a013a601696109dca1f94cfa85559ac9,exclude,E1_no_residential_price,Residential land price in cities; land-only,unknown,unknown,China,0189a9d2f6b4566a69dd064ab165369c22f6cba032ad,exclude,E8_not_housing_market,Sociology of speculative investment,unknown,unknown,United States,0190414fccdeb81b4c74fecec8265eb146b06dc6c1c5,include,ELIGIBLE_ML_PREDICTIVE_ONLY,"Geographically neural network weighted regression valuation, Shenzhen",condo_apartment,listing,China,1191c06d5f638d16e50d415bef8ac040c45cf86c66f3,include,ELIGIBLE_ML_PREDICTIVE_ONLY,"Neural network of property characteristics on values, Nigeria",mixed,unknown,Nigeria,1192efc4e0e8447790429f5c3ab259369c72dea903c3,exclude,E2_no_characteristics,Municipality-level housing values and socio-economic variables,unknown,unknown,Italy,01936102a582e5b767e292fa8b423e39a575e103fab4,include,ELIGIBLE_ML_PREDICTIVE_ONLY,Fair/explainable LightGBM-XGBoost on house price dataset,unknown,unknown,unknown,11946c357f0b55230fac9254e6f78ac6b621e03f6295,exclude,E2_no_characteristics,"Macro statistical regression of real estate prices, China",unknown,unknown,China,019591d62e0a4389bf301996a5500bb0d179c175b868,exclude,E8_not_housing_market,Gentrification sequence NYC,unknown,unknown,United States,01965799e9fdfeeb5491696b33a90d8820a1cd036992,exclude,E2_no_characteristics,Spillovers among city housing markets,unknown,unknown,China,0197ae31923538a592d9fb50b45411104605766cdb3c,include,ELIGIBLE_HEDONIC,"GWR mass appraisal on single-family sales, Norfolk VA",single_family,transaction,United States,01986622f2e193dd9097a182b85d88899a024114da2c,exclude,E2_no_characteristics,House price convergence across countries,unknown,unknown,Europe,019947f4f12dfdc2f2a2f52d8186c0612144f9e4cf3d,exclude,E3_theory_method_only,Spatial panel econometric method paper,unknown,unknown,unknown,020085ae2e999ee3123df9539e7486aa7f970eefb096,exclude,E8_not_housing_market,Housing wealth and consumption,unknown,unknown,China,0201c61a2e9cb48d9ce2388c57c7f6481ae03e737367,exclude,E8_not_housing_market,Nighttime light intensity,unknown,unknown,China,0202b83f17a7e1eef4fc1b79f9414b714ff69928fd00,exclude,E8_not_housing_market,Urban exposome and diabetes,unknown,unknown,Netherlands,0203858c68df89105f4baacaa7fae3ecc94beef7a4c9,exclude,E8_not_housing_market,SDG human settlements index,unknown,unknown,China,0204636533598466dd14611cefe29abe82583f3f96dc,exclude,E8_not_housing_market,PM10 satellite estimation,unknown,unknown,China,0205e342be7c20edf948522fe1ed024f7034d77728e1,exclude,E8_not_housing_market,PM2.5 satellite estimation,unknown,unknown,China,0206aefc018d01de446c186b7a6a23197cd5ab8fbf0d,exclude,E5_not_empirical_regression,Stated WTP survey for green buildings,unknown,unknown,China,02079508228bb2b44c5093951691be8bee91f5a675f1,exclude,E8_not_housing_market,Short-term rental platforms and neighbourhood affordability,unknown,unknown,multi,0208ab5906aebca54d560975ed8377c154784102848e,exclude,E8_not_housing_market,Neighbourhood poverty Hong Kong,unknown,unknown,Hong Kong,020980fe158f19eef03fed332e44b8d5645af1a5f086,exclude,E8_not_housing_market,"Housing prices and migration, city panel",unknown,unknown,Taiwan,021077edf6f3233b35bde823e71bdf993fb172c3fb34,unclear,UNCLEAR_other,UGS economic value via housing prices within optimisation; regression unclear,unknown,unknown,China,02117f557028a6a440495332f1291c4bc86bf98e207a,include,ELIGIBLE_HEDONIC,"Mixed GWR of housing rents, Nanjing",condo_apartment,rent,China,02123d11d31fcae498dbd6d0ec3938ff0ec4a665dc5f,exclude,E2_no_characteristics,Club convergence in European house prices,unknown,unknown,Europe,02139e58ea178e1a91acb1ed38fcd0d0e1c584035198,exclude,E8_not_housing_market,Marriage delay factors,unknown,unknown,South Korea,02147548ae3e2da742d93482dc814c7cf13fa9d2ec46,include,ELIGIBLE_ML_PREDICTIVE_ONLY,"Random forest house price estimation, Northern Virginia",single_family,transaction,United States,1215dd4c845a6fa1712ce6f79824837b5f6b8278689d,include,ELIGIBLE_HEDONIC,"Quantile hedonic of transit station on single-family sales, Fremont CA",single_family,transaction,United States,0216efc50e4c353becbdc49355ba841dc94648fbb8f4,exclude,E8_not_housing_market,Women's political empowerment,unknown,unknown,Europe,0217ef5c7069d1e5054563b1e1ad22a5d9cd55c2bb54,unclear,UNCLEAR_no_abstract,Labour market characteristics and housing prices; level unknown,unknown,unknown,unknown,021835d47b5d82e1cdb4d70de7bf35cdfe970d793f35,include,ELIGIBLE_ML_PREDICTIVE_ONLY,ML spatial structure of house prices and returns; title clear,single_family,transaction,United States,121950988fbd4988f4591a49222eaa562f537f0a0053,exclude,E8_not_housing_market,Traffic crashes MGWR,unknown,unknown,China,0220b215af9f8ae710a24bab775329367e43d0fcdb80,exclude,E2_no_characteristics,Intra-urban spatial inequality of aggregate housing value changes,unknown,unknown,unknown,022182ff2adbafcb1eb044009ead08e899c359026383,exclude,E1_no_residential_price,Commercial land price,unknown,unknown,China,0222e3bf74e07e1abec913fc027b14a4a1cbbbc9b105,exclude,E8_not_housing_market,Transport accessibility inequality,unknown,unknown,South Korea,022378d8bb54c29683e66b89b9728165167874c24ad3,exclude,E8_not_housing_market,Parks dataset,unknown,unknown,United States,022421f24a1900db79f54627e571805048eaeef71844,include,ELIGIBLE_HEDONIC,"GTWR mass appraisal model of housing, Beijing core",condo_apartment,transaction,China,022550ccaf235841000469c1c97d10a59e9d15aa811e,exclude,E8_not_housing_market,Mortgage rate spread estimation,unknown,unknown,United States,0226f070dde7bc852cd2a59b47a93eac509f011b8b76,include,ELIGIBLE_HEDONIC,"Large-scale solar proximity on 1.8M home transactions, six US states",single_family,transaction,United States,0227245c544deb37ae431fc42a9673596d8aff1015e1,include,ELIGIBLE_ML_PREDICTIVE_ONLY,Clustering and geostatistics for residential value estimation,mixed,transaction,Poland,12282d313697303a7e43de30379a88a43861c16a920e,exclude,E8_not_housing_market,Watershed sustainability assessment,unknown,unknown,China,02293f22184169e17efdde4d547ac74eb66e4ac2f628,exclude,E5_not_empirical_regression,Fuzzy cognitive mapping of urban blight,unknown,unknown,unknown,023026160ee6ff482780c9d31e920e68be1d1afe8d27,exclude,E8_not_housing_market,Retirement timing,unknown,unknown,United States,0231f497cbcdac077d815a27baedf430241efe9e0e8b,exclude,E8_not_housing_market,House prices and consumption Italy,unknown,unknown,Italy,0232adf56929a00d06585be1de8b25cb19aa042a377a,include,ELIGIBLE_ML_PREDICTIVE_ONLY,Multilevel model vs ANN house price prediction; title clear,unknown,unknown,unknown,12334c4eada45b39b2e42049dde5414739efc4157af8,include,ELIGIBLE_HEDONIC,Crime in spatial hedonic of UK city house prices; title clear,mixed,transaction,United Kingdom,0234490d4d485dd5637fff425cc76757634968be50d7,include,ELIGIBLE_ML_PREDICTIVE_ONLY,Regression vs neural networks for house prices; title clear,unknown,unknown,unknown,123523a44dc59a57633db481bb6c2791607cd9db4d67,include,ELIGIBLE_HEDONIC,Spatial hedonic models of UK rental prices; title clear,rental,rent,United Kingdom,0236386cac1e6715dcdd12706d7a0a2b7a86aa891511,exclude,E4_review_or_meta,Meta-analysis of school quality capitalisation,single_family,transaction,United States,02379b509546df1d755957e76825929b8262de870534,exclude,E2_no_characteristics,"Social media sentiment and aggregate house prices, wavelet",unknown,unknown,China,02389c4bc8b56ec39ddc9c64518ff5ba94a0c504e862,include,ELIGIBLE_ML_PREDICTIVE_ONLY,Delayed neural networks predicting public housing prices; title clear,condo_apartment,transaction,Singapore,123963f327f2d844daf6ba970bc6d5f6ab1fc9861dfd,include,ELIGIBLE_HEDONIC,"Survey-based hedonic of housing values and rents with physical characteristics, Istanbul",mixed,unknown,Turkey,0240ab724aa7119a7690563e5882fcfdcb67432c2d6a,exclude,E8_not_housing_market,Tuberculosis clustering,unknown,unknown,Ethiopia,024156386c52394e63b253a32f5213486cab6b5ef66c,exclude,E8_not_housing_market,Young adult homeownership,unknown,unknown,Indonesia,0242721bde276de0a5af885925a9444c628cfce6d18a,include,ELIGIBLE_HEDONIC,"Light rail effects on residential property values, Houston",single_family,transaction,United States,0243e55da2524b1dacf953ec82b23999593d88674d3d,exclude,E8_not_housing_market,Recyclable waste generation,unknown,unknown,Czech Republic,02447334365aa3d0db3c210dbd2d0f20f8963faab418,exclude,E8_not_housing_market,Assisted living availability,unknown,unknown,United States,02453244a7cf83af83a35bb79ecb76bce4a294ab683b,exclude,E2_no_characteristics,"Aggregate price-rent ratio and credit conditions, Ireland",unknown,unknown,Ireland,024608d28e648021ede36f2afd59780f7283afbd0212,exclude,E8_not_housing_market,Fossil fuel CO2 emissions,unknown,unknown,United States,0247b68a148d7e823bf92544f909e5948e7653a65a33,exclude,E8_not_housing_market,Energy poverty mapping,unknown,unknown,Spain,0248c30509d1b7dff13ef9c6d68570be3618b239e0cd,include,ELIGIBLE_HEDONIC,"Regression of property prices on characteristics pre/post COVID, six Italian cities",condo_apartment,listing,Italy,02494a61515c15442a7cab1691da3c05615351b1ae6e,exclude,E8_not_housing_market,Hypertension prevalence,unknown,unknown,United States,0250a66a5db8fbe78631397695c1854f9f551e8b4539,exclude,E8_not_housing_market,Land surface temperature drivers,unknown,unknown,China,02512e1252913e8839541fe63e7c09b2b654a8b98c5a,exclude,E8_not_housing_market,Blood lead risk,unknown,unknown,United States,0252d6587e5fec1f171df1141e2a3aa2bbb6d1d89339,exclude,E8_not_housing_market,Public safety perceptions,unknown,unknown,China,02535715f2a728adab70aeec6dc7c0f56cf7372fe33a,exclude,E2_no_characteristics,ML early warning for housing/stock bubbles; aggregate,unknown,unknown,South Korea,125497b5301021c6ee5d8bfe5415d2ac298dbd9c4f2c,exclude,E2_no_characteristics,Interurban (city-level) house price gradient,unknown,unknown,China,02550386c844546c5222f090ddb5bc12044055d8a703,include,ELIGIBLE_HEDONIC,"Spatial IV models of housing prices and rents on job accessibility and mixed use, Chicago",mixed,transaction,United States,0256318cd92a82d370ab9585b828ea7e74f7b3f153cd,exclude,E8_not_housing_market,Neighbourhood sorting by education,unknown,unknown,United States,025735bc8db1fa0be4775efa534ceb37ddf6b039e25f,include,ELIGIBLE_ML_PREDICTIVE_ONLY,"ML prediction of housing selling prices, Petaling Jaya",mixed,listing,Malaysia,12587ce4466d0577f2e1eb6778fa897e382453cb2d63,exclude,E2_no_characteristics,Bubble timeline estimation on aggregate US prices,unknown,unknown,United States,0259ac1e72e7c21e4027ff459cab555e207a319cea0b,exclude,E2_no_characteristics,Panel-corrected determinants of Chinese house prices; macro by title,unknown,unknown,China,0260516bcc9addca455f8a1568c1056ae294bbc3bb69,include,ELIGIBLE_HEDONIC,ML nonlinear impact of air pollution on housing prices; title clear,unknown,unknown,unknown,1261ccde446e06e8cf48e16b4088c2f68701ad42f921,include,ELIGIBLE_ML_PREDICTIVE_ONLY,Performance comparison of AVMs for mass appraisal,single_family,appraisal,United States,1262352dd20bc0e01f0e4928aed230bf1afde229f2df,exclude,E8_not_housing_market,Multiple sclerosis outcomes,unknown,unknown,United States,02635b216cc4fd0bc8be36047e58ad0c63ef39b4a9c5,exclude,E8_not_housing_market,Depression in older adults,unknown,unknown,Netherlands,026465c900177d2d2fe8ab1922b74fdba1e36d5fa657,include,ELIGIBLE_HEDONIC,"Mixed land use impact on housing prices with big data, Beijing",condo_apartment,listing,China,0265df0846665240021ce0cb10db1c25be7d053276a9,exclude,E8_not_housing_market,Woody plant diversity,unknown,unknown,China,0266fe4ab4ad0f9936696709901df7b662e7ee0e156f,exclude,E2_no_characteristics,"City-level panel determinants of housing prices, Serbia",unknown,unknown,Serbia,0267c594a42b1268a4e85ddccbe2b0dfc68f5c36f1b8,include,ELIGIBLE_ML_PREDICTIVE_ONLY,Hybrid ML house price prediction from house characteristics,unknown,unknown,Turkey,126829c12f3bb0854d6a1ce4511dd8458406395a473a,exclude,E8_not_housing_market,Cellular automaton urbanisation,unknown,unknown,Finland,0269592abbde929973d791ea267051e6a0a5c507a339,include,ELIGIBLE_HEDONIC,"MGWR of community-level apartment resale prices on neighbourhood features, Zhuhai",condo_apartment,listing,China,0270ef3aca63f7b17683d98f83c89c4c58513c8d7d31,exclude,E2_no_characteristics,Macroeconomic determinants of Malaysian house prices,unknown,unknown,Malaysia,02717e6fb62a048556918dfc347689326e1eec45eea6,exclude,E8_not_housing_market,Bicycle commuting space syntax,unknown,unknown,Australia,0272aa82db73a0ef7b24a4266aa846327f66030956a0,include,ELIGIBLE_HEDONIC,"Spatial analysis of EPC capitalisation, Belfast housing market",mixed,transaction,United Kingdom,02734655346882b2c7a753703819b2b182fc3a66cc02,exclude,E2_no_characteristics,"Town-level median home prices GWR, Massachusetts",unknown,unknown,United States,02742590f2b5251dbc8d9f3c01df87e0e3930d6e21af,include,ELIGIBLE_ML_PREDICTIVE_ONLY,"Normalised linear/polynomial regression house price prediction, New Taipei",unknown,transaction,Taiwan,1275e0c212843feb4645d9193de890ad2c245a8b7cd2,exclude,E8_not_housing_market,Bus ridership determinants,unknown,unknown,China,0276eef9149bae91aacabd912a06993f137e37d49971,exclude,E2_no_characteristics,City-level house price convergence euro area vs US,unknown,unknown,multi,02773e81eba6facfb7c974f2e4517dd5f734d18ee70b,exclude,E2_no_characteristics,"Time-series housing demand, Saudi Arabia",unknown,unknown,Saudi Arabia,027824c2b1f1f87874956c685a0f04e2e25306283265,exclude,E8_not_housing_market,Household house price expectations,unknown,unknown,United States,0279fc2bdcb97cee51f67406df03ddf41763e8d54f52,exclude,E2_no_characteristics,Financial cycle measurement,unknown,unknown,South Africa,02807069a700f5fc0bfe776b0193be0f66b8aeeed0e7,exclude,E2_no_characteristics,Guangzhou bubble state-space model,unknown,unknown,China,02817fae69b5a36e018a1059990deb5a38555a6a59f1,exclude,E2_no_characteristics,"County-level apartment prices and macro factors, Poland",condo_apartment,unknown,Poland,0282f97cf45a98417fdf2f180c8611b197ac9bdfbebb,exclude,E2_no_characteristics,Appraisal-contract price gap; no hedonic characteristics,single_family,appraisal,United States,0283686ed6a4fc05e40b3d14f53a09c4e56db995d402,exclude,E8_not_housing_market,Homelessness determinants,unknown,unknown,United States,02843c82c1a93b78ade1794352d0576c1e7dd76274f7,exclude,E2_no_characteristics,Metro-level immigration effects on rents,unknown,unknown,United States,0285b097c0b1141b16aa8e9b71dcb6e78497b85c7140,exclude,E2_no_characteristics,House price dynamics with search engine data; aggregate,unknown,unknown,unknown,0286f23c142b0745d160d7217c8d265c27c6e2e3579e,include,ELIGIBLE_HEDONIC,Capitalisation of urban green vegetation in Beijing house prices,condo_apartment,unknown,China,0287745746c9054e08a7daa0c52111e272463dbf91a8,include,ELIGIBLE_HEDONIC,MAUP in hedonic house-price models; applied hedonic by title,unknown,transaction,unknown,02883eccc8181f1ca899ac3b2087dd76005869e5572e,include,ELIGIBLE_HEDONIC,"Spatial econometric house price determinants, Athens; title clear",condo_apartment,unknown,Greece,028998fc3cf59851eba5b1923758e4fad0e45895d23e,include,ELIGIBLE_HEDONIC,Hedonic price indices with physical and locational characteristics; title clear,unknown,transaction,unknown,0290cfe8085fbca43861bf25cc21701f181b40f00697,exclude,E8_not_housing_market,Tree abundance in residential areas,unknown,unknown,China,0291ee411caa2e0f4496bc6b3b2d153a62349774ace2,exclude,E8_not_housing_market,Autism trajectories,unknown,unknown,United States,0292745dd4bc122b207f0499a321700efc1da8eb7e2b,exclude,E8_not_housing_market,Urban vitality regression,unknown,unknown,China,1293486c332723dd6d35a2b3bea860a87a1c1310ddb6,exclude,E8_not_housing_market,Mixed-use planning discourse,unknown,unknown,Belgium,0294b1044e499a56401ca0d88a3a6545aff0c3cdb75e,include,ELIGIBLE_HEDONIC,"GTWR of 619 community housing prices on urban infrastructure, Wuhan",condo_apartment,listing,China,02954da8ae512a9971c46fa1ec78295414a68f5a2097,exclude,E8_not_housing_market,Inequality and housing consumption,unknown,unknown,United States,0296bcc88aa6a74894b8030f7071e7fd929a9fa08668,include,ELIGIBLE_HEDONIC,Amenity proximity and housing price in Sejong,condo_apartment,transaction,South Korea,02978d2c1a851fa02d756efeb74af73165a5d9e44998,include,ELIGIBLE_ML_PREDICTIVE_ONLY,"BERT/CNN rent prediction model from online listings, US",rental,rent,United States,1298de6055fe7364e959989833492971c0a25fa95232,exclude,E2_no_characteristics,City-level centre-periphery price gradient and immigration,unknown,unknown,Italy,0299b5d93b6944c423820328917db3980e641a74fc13,exclude,E3_theory_method_only,Panel regression econometric theory,unknown,unknown,unknown,0300de48aa9a311d709ef0a33453d7042001c2e721a6,include,ELIGIBLE_HEDONIC,"Noise complaints (NLP) and housing price, Singapore",condo_apartment,transaction,Singapore,13018df2886825daae6914b2c79be065562d76343302,exclude,E2_no_characteristics,Five-economy panel on real interest rate and house prices,unknown,unknown,multi,030297421045d3435f359df5f0fa478cd3042fe8603d,exclude,E2_no_characteristics,OECD inequality and house prices,unknown,unknown,OECD,03038571217e4c5d585e73c1437393b32bef691150e0,exclude,E5_not_empirical_regression,Residential location preference modelling,unknown,unknown,Belgium,0304e99c0b6efc74a48816f236b958a375d34da8bbe6,include,ELIGIBLE_ML_PREDICTIVE_ONLY,Innovative AVM on three Italian residential samples,condo_apartment,transaction,Italy,1305b572c9c5529902e7f5bdf7b077c37d6cc9d14f0a,exclude,E2_no_characteristics,Affordability and mortgage rates macro,unknown,unknown,unknown,0306421defd413371fe95b2af1fa77021882136db4fa,exclude,E2_no_characteristics,Why house price indexes differ; measurement,unknown,unknown,multi,030735335d6e7f690b2dc2dd3ab4bfbb3e36b0f3a18b,include,ELIGIBLE_ML_PREDICTIVE_ONLY,"ML house price prediction, Karachi",unknown,listing,Pakistan,1308caa0d7c959640499d35d0aa03c4880cb4000d157,include,ELIGIBLE_HEDONIC,"Cell tower proximity on house prices, New Zealand; title clear",single_family,transaction,New Zealand,0309d3f36ef60f12efc782fb49dfa63c4d11871d219b,exclude,E3_theory_method_only,Conformal prediction uncertainty framework,unknown,unknown,unknown,1310e6fc0d5875024992e333df394e5f825f548e5cd7,exclude,E8_not_housing_market,Green space utilisation,unknown,unknown,China,0311bc3fe637239907e8702a37f95278511c61611329,include,ELIGIBLE_HEDONIC,"Subway and housing prices with urban-structure clustering, Beijing/Hangzhou",condo_apartment,listing,China,03127565f7ec9aefc380cf897b8d5ea10d2d098d1500,include,ELIGIBLE_ML_PREDICTIVE_ONLY,"Automated comparable-sales price estimation for apartments, Korea",condo_apartment,transaction,South Korea,1313a5dfcc57dbb1ed6dabcc0f15c4c987c2f2cc5c91,exclude,E8_not_housing_market,Household energy consumption GWR,unknown,unknown,Netherlands,03140da16fcc25a4072e181978284964b10515347368,exclude,E8_not_housing_market,Tool to identify investment locations; no price regression,unknown,unknown,India,1315b5418cdf1a92c3410b0db715b382f01642d9b3c9,exclude,E5_not_empirical_regression,Questionnaire survey on landscape design and house values,unknown,unknown,Malaysia,0316e06a4d3e776b1e6666c940f56997612ef11873e4,include,ELIGIBLE_HEDONIC,BEAM Plus green certification premium on Hong Kong property prices,condo_apartment,transaction,Hong Kong,031767e47502fc32949afbe52c45d20b0e2070cfbd59,exclude,E5_not_empirical_regression,AHP survey of housing preferences,unknown,unknown,United Arab Emirates,0318a4ca91ce532e2851185221577983efeff14a58db,exclude,E8_not_housing_market,Social media and elevated parks,unknown,unknown,United States,03198199a4a17b07669311c1a6c3bc94ff0597a6b05a,include,ELIGIBLE_HEDONIC,"Racial covenants in deeds and present-day house prices, Minneapolis",single_family,transaction,United States,0320def83ba0d419d5d7617f2227854e572cb76ee681,exclude,E2_no_characteristics,Assessment regressivity of property tax; no hedonic characteristics focus,single_family,appraisal,United States,03213db01bac6d153608cb3a370bba9afc622ae6f889,include,ELIGIBLE_HEDONIC,Heterogeneous price effects of flood buyout programs on homes,single_family,transaction,United States,0322df0fcdc0b0fce3abbe9270fe79fb0dfb553b8f44,include,ELIGIBLE_HEDONIC,Open space amenities capitalised in Australian house prices,single_family,transaction,Australia,0323dcabd0b46a12af41e65b932b18655506f76279a1,exclude,E2_no_characteristics,VECM tourism and national house prices,unknown,unknown,multi,0324b4dd4f693c3c9fb6fe4a70a3f344547c503a4d21,exclude,E8_not_housing_market,Population density functions,unknown,unknown,United States,03259c6b86f52f2529a9b970503dc6d5fdf73cf93bc3,exclude,E8_not_housing_market,State unemployment rates,unknown,unknown,United States,0326541ff75a6f2ea155deede883a961d298c5dd12fc,exclude,E8_not_housing_market,Life satisfaction and amenities,unknown,unknown,United States,032782c7b324fecd20c1cea390847e95e61572ffe06c,include,ELIGIBLE_ML_PREDICTIVE_ONLY,ML house price prediction (conference),unknown,unknown,India,132835083c70cbdfa6e1587519a0c76870abfb12a102,include,ELIGIBLE_HEDONIC,Hedonic estimation of apartment prices in Turkey,condo_apartment,unknown,Turkey,0329c147cda8bf83b3142649ae6e60fef7e1b53baf59,include,ELIGIBLE_ML_PREDICTIVE_ONLY,Regression-based house price prediction with Python,unknown,unknown,India,1330aa3e7bc90f5c74d83e16dca909464199c9e0d002,unclear,UNCLEAR_no_abstract,School quality and price appreciation amid shocks; unit level unknown,unknown,unknown,United States,033198e296c6406bf1c0e9d784c52731c92d28c56ce1,include,ELIGIBLE_ML_PREDICTIVE_ONLY,CART model of Istanbul housing price determinants; title clear,mixed,unknown,Turkey,1332a8dc0bc206dcf71c0dec7e3afac8ab5c1e1c53f5,exclude,E8_not_housing_market,Poisoning attacks on linear regression security,unknown,unknown,unknown,133356d0580efd57a6afd6243eccdccf2e3c1cf59d2b,exclude,E2_no_characteristics,Provincial spatial econometric speculation index,unknown,unknown,China,03340ecc4119e914fb2f076918dfe077bfd4dffb105e,exclude,E8_not_housing_market,Park vitality,unknown,unknown,China,033534db1269fff24b31c412e71c171f43d213287b69,exclude,E8_not_housing_market,Bike-sharing destinations,unknown,unknown,unknown,0336772afc3ec95144862db2a66aa6b3acb010fb4f56,exclude,E8_not_housing_market,Residential burglary,unknown,unknown,China,0337f23a786a9cdac4ec93e7ebff583be100aa5d6514,include,ELIGIBLE_HEDONIC,"Redevelopment and housing price gradient, Mongkok Hong Kong",condo_apartment,transaction,Hong Kong,0338b22ca61bdc73f81cb7a87917fa781f947ce099e6,exclude,E8_not_housing_market,Mental health geography,unknown,unknown,United States,03395b6ff1adff576b8c61b57c55bc5e205884530223,exclude,E8_not_housing_market,Urban spatial growth factors,unknown,unknown,Malaysia,034048517fb02c92af139f94cfc8310cfc8697ce8410,exclude,E2_no_characteristics,Macro/demographic determinants of Malaysian property prices,unknown,unknown,Malaysia,0341ba48c13ae125f1895e4ea41405199dc1b200d247,include,ELIGIBLE_HEDONIC,GBDT nonlinear capitalisation of public facility quality into housing prices,condo_apartment,listing,China,13429b98208c5f3b695f09f18f67a2c3b46b7b6ea3a3,exclude,E3_theory_method_only,Quantile single-index model theory,unknown,unknown,unknown,03436138ff281fe4f3e91e75cbbfdbd9c0cc0fd86524,exclude,E8_not_housing_market,Perceptions of public housing price effects,unknown,unknown,unknown,0344b3dd97435ee56694c0c5b353fb98756cf56e80f2,exclude,E2_no_characteristics,Population ageing micro-simulation of aggregate prices,unknown,unknown,unknown,034577e6003974c60c1148b961627fec6be3fc198f42,exclude,E2_no_characteristics,"District-level stock-flow model, Germany",unknown,unknown,Germany,0346dff530280d1ac876dae29576e3aade69ac32526f,exclude,E3_theory_method_only,Spatial panel econometric theory,unknown,unknown,unknown,0347b1153f986ed9b6dd6d1a956c6a84b72532b224de,exclude,E8_not_housing_market,Historical geography of racial covenants and parks,unknown,unknown,United States,0348432afefbc6bfb35c639fa331e7e39265ac8d1775,exclude,E3_theory_method_only,Anisotropic spatial econometric model,unknown,unknown,unknown,0349407c36cbaf7f3a12fea4c97cc669460996ed12fe,exclude,E2_no_characteristics,House-prices-at-risk macro quantile forecasts,unknown,unknown,multi,035077ba361f1375441f9d9b928967cfb0dbcd3e8432,include,ELIGIBLE_ML_PREDICTIVE_ONLY,Ensemble learning housing price prediction,unknown,unknown,China,13515fb290e0d92ec4d051372a986ac309dc2e666bd6,exclude,E2_no_characteristics,Neural network forecasting of city price indices,unknown,unknown,China,1352b4d90ac556c12775841d148b92b32c2089b062dd,include,ELIGIBLE_HEDONIC,Landfill effects on rural residential values via multiple regression,single_family,transaction,United States,0353aabfbb500e4203cdd6f3b6441bde32e72de639c4,include,ELIGIBLE_HEDONIC,Property tax rate capitalisation with boundary fixed effects,single_family,transaction,United States,0354934c228700b544511e5b1406a0a562934dbcfe58,include,ELIGIBLE_ML_PREDICTIVE_ONLY,"Advanced ML house price prediction, Kuala Lumpur; title clear",unknown,listing,Malaysia,1355ab844b97c7c829c979609856376aac3442ae1d63,include,ELIGIBLE_HEDONIC,Spatial hedonic determinants of Izmir housing prices; title clear,condo_apartment,unknown,Turkey,0356d309e0674e949172ac323df2983c2c7b28535a37,include,ELIGIBLE_HEDONIC,"Water view premiums across submarkets, New Zealand; title clear",single_family,transaction,New Zealand,03576208c8b0b59e84812c99223c935c8973b5134cdd,exclude,E3_theory_method_only,SARCH variance model illustrated on Boston tract data,unknown,unknown,United States,0358511e598b2593fba7c92993a7690d43b3b9b1df7d,exclude,E2_no_characteristics,"141 neighbourhood-level average housing prices, Guangzhou; aggregate",unknown,unknown,China,0359e52d7a2beea1503d75d99f66189fa08e2f2699ff,include,ELIGIBLE_HEDONIC,"Street-view subjective/objective measures on housing prices, Suzhou",condo_apartment,listing,China,1360ca4fb2ebb95cdf0f90c126bff164537a2b769e09,include,ELIGIBLE_ML_PREDICTIVE_ONLY,House asking price prediction with textual descriptions,unknown,listing,unknown,1361ca41667d6376df2dd421960a8fba5b3472e0ba45,exclude,E8_not_housing_market,Worksite neighbourhood and obesity,unknown,unknown,United States,0362041ef096263bbb1506e1c6840cdc8a8528cb3d7a,exclude,E8_not_housing_market,Swarm optimisation algorithm,unknown,unknown,unknown,1363242219c9cc037b48afab875843fed5ceb5776f06,include,ELIGIBLE_HEDONIC,"Brownfield redevelopment effects on residential property values, Milwaukee",single_family,appraisal,United States,036478349a30196c9ee010a5b6087b25ddd2eb8a9b3d,include,ELIGIBLE_HEDONIC,"Noise pollution effects on housing prices, Bari",condo_apartment,unknown,Italy,0365e586d2d5da30c7b039a0e200f6460a3ba1f014a0,exclude,E8_not_housing_market,Alcohol outlets and crashes,unknown,unknown,China,0366e80cdda8f965018e6660b46aac8860f14decc998,include,ELIGIBLE_HEDONIC,Spatial lag models of NI house prices and COVID-19 by dwelling type,mixed,transaction,United Kingdom,0367b544ee2cce99065be4e156dbd7d09e16e1093c53,exclude,E2_no_characteristics,City-level sentiment and housing price volatility,unknown,unknown,China,136826fdab97ef449613d13031877c858acaa34b423b,exclude,E2_no_characteristics,Regional house price trends NZ/Australia,unknown,unknown,New Zealand,0369ec44cf6549ef494bce3d9eb01368098f86be6c36,exclude,E2_no_characteristics,FHA premium discontinuity on home buying volumes,unknown,unknown,United States,0370917c619016df37287467cf4e11b25adbb77eec99,exclude,E2_no_characteristics,"Median home prices by area, mixed effects, Texas",unknown,unknown,United States,0371fad3b3b12cd59030f766d7860e7dd8a2927d41da,include,ELIGIBLE_HEDONIC,RD estimate of primary school premium in Beijing transactions,condo_apartment,transaction,China,0372fc2b33f9da455b9087ed4e52a292699a7b3b4361,exclude,E2_no_characteristics,"City house price convergence, Poland",unknown,unknown,Poland,03739f5c475bea83130e393c68d8dc5f886a776e0f3e,exclude,E8_not_housing_market,Household price expectations,unknown,unknown,Sweden,03746c0fa6707be0f8c5edd0d4088f7dfb356412099f,include,ELIGIBLE_HEDONIC,"Second-stage hedonic demand for air quality, Bogota",mixed,unknown,Colombia,0375777957c0090cd00b170d5f05a88e42c6b9fe0f94,exclude,E8_not_housing_market,Youth homeownership transitions,unknown,unknown,United Kingdom,0376627848628da8709abcbb84a4ef7502a61f755539,exclude,E2_no_characteristics,Aggregate housing price forecasting with text mining,unknown,unknown,China,137724ec981dfb3f074373a1774c3995629adcbe1628,exclude,E2_no_characteristics,"Municipality-level aggregate housing values, NE Italy",unknown,unknown,Italy,0378ce263f41bf2280c0b7021c66e88a17ddcc6d4fb8,include,ELIGIBLE_ML_PREDICTIVE_ONLY,"Deep learning housing price prediction, Taiwan",unknown,transaction,Taiwan,1379fc529dd32d2d43a40e1cb31c84ae6c319b2c910c,exclude,E2_no_characteristics,Park cooling and descriptive price-distance relation; no hedonic model,unknown,unknown,China,0380eaa887dce0cb1525f29d159e88679f9d7c2b2894,exclude,E8_not_housing_market,Heating energy demand from computer vision; no price outcome,single_family,unknown,Germany,138197d464f5865665163d982da69f7dabef3299b19c,exclude,E8_not_housing_market,Burglaries in gated communities,unknown,unknown,China,0382a89208d943bf56995edc3e1f15a194051dbdf01e,exclude,E2_no_characteristics,"VECM macro determinants, Accra",unknown,unknown,Ghana,0383845531ab7d4134ec494bacc723e3671381ac83c1,include,ELIGIBLE_HEDONIC,Green space influence on housing prices via ML and visual intelligence; title clear,unknown,unknown,unknown,1384ac29d2d96e15613eb81fdbe04f9912aebb524004,include,ELIGIBLE_HEDONIC,"EPC ratings and sales prices, polytomous model",mixed,transaction,United Kingdom,03852500a10eca56dc69f0c8e84c57bb76f725cf77b0,unclear,UNCLEAR_other,Spatial differentiation of community housing prices Nanjing; regression unclear,condo_apartment,transaction,China,0386d3a050a61c85805dd91681d85137d25f94b5f00a,exclude,E8_not_housing_market,Urban shrinkage identification,unknown,unknown,China,038788ae15608aafe50fd455ec5983b48e899baff9fc,exclude,E8_not_housing_market,Neighbourhood context and health,unknown,unknown,United Kingdom,0388199a21c5e3757d0bb2c252c53df7c0b1083dc994,exclude,E8_not_housing_market,Landscape fragmentation,unknown,unknown,China,03896bf48d4a70326e414f2a02945bb5c5e78ef87c5b,exclude,E8_not_housing_market,Orthopaedic surgeon distribution,unknown,unknown,United States,0390406039818c118556df2a3a1a0c98839c8c5791a6,exclude,E8_not_housing_market,Commuting patterns,unknown,unknown,China,1391cb799a0586d2b7515f5a1af05729329c0c009873,exclude,E8_not_housing_market,Population mapping,unknown,unknown,China,039237576a1bae15a8f6d858393f06d7db50ffe187bc,exclude,E2_no_characteristics,NY housing price index macro regression,unknown,unknown,United States,03934583a34f4a4d20d25ffca78cdf9546e8bf10a7fb,exclude,E8_not_housing_market,Lift retrofitting decisions,unknown,unknown,China,03944361b4480d2de6221e77caa91d8026b47c594a04,exclude,E2_no_characteristics,City-level ageing and housing prices,unknown,unknown,China,039559b5ed19cb2ffcbedb32ba932b2f0e26b3dffd2c,include,ELIGIBLE_ML_PREDICTIVE_ONLY,"ANN real estate price prediction, Middle East",unknown,unknown,unknown,1396744649b4f02d97b30ff0e6ba7b373f746305e8b7,unclear,UNCLEAR_other,Night-time light vs community housing price modelling; hedonic status unclear,condo_apartment,listing,China,039725e63a0f837c55d437d8c5968ae5db9d9e0bce3a,exclude,E8_not_housing_market,Housing wealth and stock participation,unknown,unknown,China,0398531d6d0273e00a3bc037f290a1eed143097708f2,include,ELIGIBLE_ML_PREDICTIVE_ONLY,"Ridge/Lasso house price models, Ames Iowa",single_family,transaction,United States,139987ecd21a30ea9d1def62f8bb1254d9d3e4f11df2,include,ELIGIBLE_ML_PREDICTIVE_ONLY,"Random forest house price prediction, Surabaya",single_family,listing,Indonesia,14002b2550a1839b8cefb634863e2676314f054e57de,exclude,E8_not_housing_market,Hurricane Harvey disparities,unknown,unknown,United States,0401401c2aaf392cfea1b8314f2c2124d596adfc5d39,include,ELIGIBLE_ML_PREDICTIVE_ONLY,Regression models on Boston house price dataset,unknown,unknown,United States,14025c2fb5e7ee3909f6946bb924b3d4de4f42de07a1,exclude,E8_not_housing_market,Rural settlement preferences,unknown,unknown,China,04039093751032a94b4c57eca580b33f82665fd0764b,exclude,E8_not_housing_market,Walkability and travel behaviour,unknown,unknown,United States,0404504e66bdd395573601c08a21017bcec2eb92b623,exclude,E8_not_housing_market,Interregional migration Spain,unknown,unknown,Spain,04055475c6a1860361ad516bbfeec322ac228c57776a,exclude,E2_no_characteristics,Housing market network Granger causality,unknown,unknown,Australia,040657461efe68605e35524b9ded79afad490d79f279,exclude,E5_not_empirical_regression,WTP survey for waste-to-energy plants,unknown,unknown,China,04072c9b2681340257ea34844a734bdd36c311dbc237,include,ELIGIBLE_ML_PREDICTIVE_ONLY,"Random forest housing price prediction, Pune",unknown,listing,India,1408e9c6a16fffab7ab3c2562ec99af0b0539cd3ee8c,include,ELIGIBLE_HEDONIC,"Spatial autoregressive model of airport noise on 9,606 home sales, Memphis",single_family,transaction,United States,0409ab6b63b8285fc53260cff22fba7c40fe39d3b8fd,include,ELIGIBLE_HEDONIC,Hedonic prediction with spatial dependence and submarkets; title clear,single_family,transaction,unknown,0410994920bae87a9dc1df6f28ae713e52c11e5c1a35,include,ELIGIBLE_ML_PREDICTIVE_ONLY,Multivariate regression home value estimates evaluated by MIC; title,unknown,unknown,unknown,141187e99ac95b18d1756a750f6e261c29ecc6a63c82,exclude,E2_no_characteristics,Aggregate/regional determinants of NZ house prices,unknown,unknown,New Zealand,04124035ce9ff54bfe95be4d89dd6deb485c74beffe6,exclude,E8_not_housing_market,Street centrality and catering,unknown,unknown,China,0413404393d7f51437b49c64cc67a68e01d919e52b0f,include,ELIGIBLE_HEDONIC,Multi-scale spatio-temporal model of Paris old apartment prices,condo_apartment,transaction,France,04146e4338d9588addf406c787f31f3855d59264d8ef,exclude,E8_not_housing_market,Built environment and weight gain,unknown,unknown,United States,04158f8f387da0331232918b7de0ccb67e97a7441d39,exclude,E8_not_housing_market,Aedes aegypti abundance,unknown,unknown,Singapore,0416ab04d6af36fb76f4f27c846735e9e37a51f8e7fd,exclude,E5_not_empirical_regression,Valuers' perspectives on energy efficiency,unknown,appraisal,Australia,0417e72973af9465c25d12476309f3db57aeacec87ee,exclude,E2_no_characteristics,Aggregate Beijing price forecasting,unknown,unknown,China,041829b748f41f25e41048b982f1a44dfd6853e72c7e,exclude,E8_not_housing_market,Opioid poisoning,unknown,unknown,United States,04198373b1bf3d0bd68eb7f5cd5dfa3f927e20a212ee,exclude,E8_not_housing_market,Traffic proximity and vascular disease,unknown,unknown,United States,0420a31e402636848e82c6c17c381e668b331116967d,exclude,E8_not_housing_market,Housing dynamics and cultural openness,unknown,unknown,United States,0421f9970005577a9a8e46b38055ab849c52ff8ad304,exclude,E8_not_housing_market,Urban landscape change remote sensing,unknown,unknown,Romania,04224c50d0ebfcd64d89d724a19f77c057af36cd5e7b,exclude,E3_theory_method_only,Methodological critique of land price gap method,unknown,unknown,unknown,0423d1aecc134aa564d428da0f76c615e1a88f264c17,exclude,E2_no_characteristics,Google Trends and aggregate price changes,unknown,unknown,unknown,04244b5caf1e97d7647eceb2c88cefd554746d9ac62d,exclude,E8_not_housing_market,"Freeway rerouting, air pollution, neighbourhood attributes",unknown,unknown,United States,0425c857bda36784018ccc5edfd8b5c4a3178bd8bc70,include,ELIGIBLE_HEDONIC,"Traffic noise and apartment transaction prices, Olsztyn",condo_apartment,transaction,Poland,042600d11312871963fd0180da4f696b28081ecfa66d,exclude,E8_not_housing_market,COVID-19 case distribution,unknown,unknown,Singapore,0427776391cd14c2fb615c3825167dce5c61172f0b06,exclude,E8_not_housing_market,Medication non-adherence,unknown,unknown,United States,04283022f7f6a987e652d0e41f402d5726596e1e3abc,exclude,E8_not_housing_market,Entertainment facility distribution,unknown,unknown,China,0429e219a3354ee0c17bda293701d626c6deed9ec0c3,include,ELIGIBLE_HEDONIC,"Regionally weighted GWR of housing prices, Wuhan",condo_apartment,listing,China,0430ba09e75417d71ebe528d6f28627c5eaab90a8910,exclude,E8_not_housing_market,Urban sprawl planning policy,unknown,unknown,Chile,04315fecfd757bb0b489146485bcfd550f94989d2df3,exclude,E8_not_housing_market,Psychological predictors of wealth,unknown,unknown,United Kingdom,04322544f65f87a1ceade603c71a2c3a9eca4817d6bf,include,ELIGIBLE_HEDONIC,"Commuting time to centre and apartment prices, Prague",condo_apartment,listing,Czech Republic,0433a789e273701524ab53250f325f8828bb0025fdcd,exclude,E2_no_characteristics,Housing and business cycles OECD,unknown,unknown,OECD,0434ed82ae8547cc5c5974ab6a335ec4b2543486d2c9,include,ELIGIBLE_ML_PREDICTIVE_ONLY,"ANN forecasting of listed housing prices, Ankara",condo_apartment,listing,Turkey,1435ce782b6be542ab1929cbf2850761d10f604cdfbe,exclude,E2_no_characteristics,"Income distribution and aggregate house prices, Turkey",unknown,unknown,Turkey,0436d137401873bf1541045d38c808ce74579ad4b084,exclude,E5_not_empirical_regression,Descriptive early-stage study of immigration and housing,unknown,unknown,Italy,04376e4be5daf59355440452370cc31893fbd8320793,include,ELIGIBLE_HEDONIC,"Repeat-sales DiD of flood defences on 12M property transactions, England",mixed,transaction,United Kingdom,04387cc080e6035f5ca684924692878aa4dbf9699930,include,ELIGIBLE_ML_PREDICTIVE_ONLY,"Comparison of four ML models on 1,512 transactions, Prishtina",condo_apartment,transaction,Kosovo,1439f9deaf7e94d67974d4e6632f2aba48e74e2811dc,exclude,E2_no_characteristics,Macro econometric model of Shanghai housing price,unknown,unknown,China,04403af53533fdb415e445e82c9304d229a03b88cd17,exclude,E2_no_characteristics,"Regional ripple effects, China",unknown,unknown,China,044199994982158adc5d4e3279cdcde54bc9144a5d79,exclude,E8_not_housing_market,Rooftop geocoding,unknown,unknown,United States,1442f930bafd14e8fb7eeaa19f13d4ed1737e10157f8,exclude,E4_review_or_meta,Review of spatial agglomeration theory,unknown,unknown,unknown,04430d6bc73ac5588c938604152251b9d2b09cf958d6,include,ELIGIBLE_ML_PREDICTIVE_ONLY,Gradient boosting housing price prediction,unknown,unknown,unknown,1444b1c555ad302c0dee8f9d8492304d62ac79efc2a3,exclude,E8_not_housing_market,Residential landscapes and growth coalitions,unknown,unknown,China,0445e42270488a4c7818d168f0d4579296d882867fc0,exclude,E2_no_characteristics,"Monetary policy and housing regime, 31 countries",unknown,unknown,multi,04463b32d080088cf933b6252aced526927d4ea36162,exclude,E2_no_characteristics,Macro determinants of Namibian house prices; title,unknown,unknown,Namibia,04472f2c4c9104ab5f35fc4278e11f3a1d6ccb5a75ca,include,ELIGIBLE_HEDONIC,Waterfront premiums and flood risk in home values,single_family,transaction,United States,0448d08df985d975e985376df89c2c16beca6f9387b8,include,ELIGIBLE_HEDONIC,"Open sewer disamenity on house rents, Rawalpindi; title clear",mixed,rent,Pakistan,0449f96ae327517a8457e3c1f01c66ddc882f4fe9efd,include,ELIGIBLE_HEDONIC,GWR built-environment effects on home prices across cycle; title clear,single_family,transaction,United States,045057363f365f7588a484192c72c748fb9d109d2b16,exclude,E8_not_housing_market,Jobs-housing multi-agent simulation,unknown,unknown,China,0451a8f35aaffce7a19db65aeb4b5f670e30504b4e2f,exclude,E8_not_housing_market,TOD vibrancy by age group,unknown,unknown,China,0452fd9ab9831a73c7828954e01e097ddcb6fc47dc3e,exclude,E2_no_characteristics,Regional real estate prices and coworking spaces,unknown,unknown,Germany,04535ab734264a727ff777d521ba6a331d95895867bb,exclude,E8_not_housing_market,Anti-displacement tax fund cost estimation,unknown,unknown,United States,145425aebab245fe00aace2a149a2161924ed1553888,exclude,E3_theory_method_only,Agent-based model of coastal housing market,unknown,unknown,United States,04559c2d8f55974ce92eb190cb77150f00fb5bfa6dd6,exclude,E8_not_housing_market,Intercity commuting flows,unknown,unknown,China,0456355d7243ad31495bb8cc1e6cf8dc01279163b3ec,exclude,E2_no_characteristics,"City-level PM2.5 and housing prices, quantile GWR",unknown,unknown,China,04577f4b8bd90a8dcc52bae3112f45a8654da639a49c,exclude,E2_no_characteristics,Country-level EU-28 sustainability attributes and prices,unknown,unknown,Europe,0458933204aac69df35d44733b61b90a1210852e7b68,include,ELIGIBLE_HEDONIC,"DiD of Circle Line MRT on private housing transactions, Singapore",condo_apartment,transaction,Singapore,04599a37a75e686f359c4523f5ca7443d46a9877164d,exclude,E2_no_characteristics,Intra-urban submarket ripple effects,unknown,unknown,China,046057be8411aad588fe679210a8eaa1e5bd5c85aa47,include,ELIGIBLE_HEDONIC,Kernel-based GTWAR model for house price estimation,unknown,unknown,China,0461455b3094212a104b5ab70dd047f6bbf3e6e6b475,include,ELIGIBLE_ML_PREDICTIVE_ONLY,"Neural-network proximity in GWR house price modelling, Wuhan",condo_apartment,listing,China,146209503bd0bba9d6200d9915f7844ce851f1339b64,exclude,E8_not_housing_market,Physical vs socioeconomic city balance,unknown,unknown,China,14633460ad0578b3b8ba1a442a838ebf0e7c34942eb9,unclear,UNCLEAR_other,Pedagogical regression of home prices on realtor attributes; status unclear,single_family,listing,United States,04646780d7ed10512152f92b6800e6f8062c5d99f2ae,include,ELIGIBLE_ML_PREDICTIVE_ONLY,ML house price prediction,unknown,unknown,India,14655e4eb46e0fe34316820d6f29f559a88c59b7d9aa,include,ELIGIBLE_ML_PREDICTIVE_ONLY,Fuzzy logic house price prediction,unknown,transaction,unknown,1466b14f7815b7a0280ab2775b5d243b2cc75a1ec3f6,include,ELIGIBLE_HEDONIC,"Green building price premiums over time and price levels, Taipei",condo_apartment,transaction,Taiwan,0467987c64347befe9e9d7df1e26d467ed4fdd8b9a85,exclude,E8_not_housing_market,Euro area twin crises macro,unknown,unknown,Europe,04680a91dd72511aff28a4f4061d0ebf65bfbeaf0914,exclude,E2_no_characteristics,Macro factors on national price indices via rough sets/ANN,unknown,unknown,Europe,146917dfad4bdda2ef9eab5e834430935e4b47a3175c,exclude,E8_not_housing_market,Historical property tax spatialisation 1809,unknown,unknown,Brazil,0470d17926cec2692825ef0e6ea81e1f6aa3924ab181,exclude,E8_not_housing_market,Mortgage loss given default,unknown,unknown,United States,0471afac39996859dec0e93402bafd2f8d62d316c2bf,exclude,E8_not_housing_market,Simulated visible greenness measurement,unknown,unknown,United States,0472d1f212ca2f8fa11f4a26604ead5a0f784326e48e,exclude,E8_not_housing_market,Credit standards in European housing,unknown,unknown,Europe,0473668d07bf051b66c27a6176fb59b2559a1aade831,include,ELIGIBLE_HEDONIC,Functional form in hedonic housing price model; title clear,unknown,unknown,unknown,0474f68b93fc5eb9b42ba1bfa8ed232491ecaf7b5c15,exclude,E8_not_housing_market,Decision support for house selection (MAUT),unknown,unknown,Indonesia,0475c7ee9a6b0834ce714d6b62db88a2133ebe29f97e,exclude,E8_not_housing_market,Alcohol outlets and calls-for-service,unknown,unknown,Spain,0476c028299e71a71ee7ad858d99cfea2cd912973b8f,exclude,E3_theory_method_only,Agent-based spatial economy simulation,unknown,unknown,Brazil,04776ff77fee24ef0cbc227ae704f23ca49f19d1e1db,exclude,E8_not_housing_market,Breast cancer survivorship,unknown,unknown,United States,0478dd16c23c43cc7c0b96bd898f384d266c734a5526,exclude,E8_not_housing_market,Tract-level greenspace and gentrification,unknown,unknown,United States,047973a4d1649cc2f4a13a13cf54b8a118d823a143ab,exclude,E8_not_housing_market,Urban renewal potential areas,unknown,unknown,China,04808550fbc72c6b46622fd732c58d24972f4ea40c81,include,ELIGIBLE_ML_PREDICTIVE_ONLY,GWR plus deep learning rental price model,rental,rent,China,1481813aea7b2a842cc8a747542ce36fc12cd0919b8c,exclude,E2_no_characteristics,"Provincial average rents descriptive, COVID Turkey",rental,rent,Turkey,048269b13c605d7bd1379b0010e4a1d1ac7422ff6c8e,exclude,E8_not_housing_market,Corporate financialization prediction,unknown,unknown,China,1483deecbed170b4346f9c6b5d21511304ae3e383268,exclude,E8_not_housing_market,Property values as SES for health,unknown,unknown,United States,04845d6a24c5fc5936c76afccb25ba046986475b50c4,exclude,E5_not_empirical_regression,Professional survey on sustainability certifications,unknown,unknown,unknown,048549795d686dbc88a9699003c9e105269544ba458f,exclude,E8_not_housing_market,Housing and health CGSS,unknown,unknown,China,0486d489781f49c7c107af16c21bd0279d71e4d41a4e,unclear,UNCLEAR_other,Spatial econometrics of Tuscan real estate values and landscape; unit level unclear,unknown,unknown,Italy,0487cf103c1ff77ecff33cc3dcde7cfa30d40e2c90e8,include,ELIGIBLE_HEDONIC,"Quantile regression of listed house prices, Izmir",condo_apartment,listing,Turkey,048879aa353cf47cf4a81a3da338a56f2275edaa63b2,exclude,E8_not_housing_market,Commuter mobility Sweden,unknown,unknown,Sweden,0489cd1fec90492e585de693209af0d307109ff80290,include,ELIGIBLE_HEDONIC,"Car ownership cost and house price gradient, Singapore",condo_apartment,transaction,Singapore,0490ac6152c2a324e9ff5b7ca260ee98a468d126ad61,exclude,E8_not_housing_market,Energy transition index,unknown,unknown,multi,04913a8000c6105bec9fa2fce0f03b88ceb8d0593564,exclude,E8_not_housing_market,Social segregation Shenzhen,unknown,unknown,China,04921b27ce63eb206f91ede85a8cc238ddbeead94b29,include,ELIGIBLE_HEDONIC,Spatial DiD of MRT on neighbourhood housing prices,unknown,transaction,Taiwan,0493efb27fc3d0471d743e06f448aea63a2939af1203,exclude,E2_no_characteristics,City panel bank lending and home prices,unknown,unknown,China,0494bb63c63917e51e1931ae23ee6ef45b634acc07e2,include,ELIGIBLE_ML_PREDICTIVE_ONLY,"Kriging AVM with road distance, Coventry",mixed,transaction,United Kingdom,1495ed42fa40fbc0a004411002765140cc1b55117d56,include,ELIGIBLE_ML_PREDICTIVE_ONLY,Comparative ML house price prediction with micro features,unknown,unknown,Turkey,1496d2d3026249adf766dde1c32ffa102aa35fc8f5df,exclude,E5_not_empirical_regression,"Residential satisfaction survey and price, Tehran fringe",unknown,unknown,Iran,0497f6e066d10d0fef1481900621dddaf23a37f8179e,exclude,E2_no_characteristics,House price index prediction with WOA-SVR,unknown,unknown,China,149837efd6830edec0055742821d2615a05c3a9e1e0f,exclude,E2_no_characteristics,G7 financial cycles wavelet,unknown,unknown,multi,049994f8fa5d8528a8fb875d1dd4e35e1c4005228047,exclude,E8_not_housing_market,Nursing home choice,unknown,unknown,Germany,0500ebd8c894f170c5715dc0515760df0559a6f43dc9,include,ELIGIBLE_HEDONIC,"Quality-adjusted city prices from 1M flat listings, 48 European cities",condo_apartment,listing,Europe,050180f35b33854990fddc9a0f407b519428d8535d17,include,ELIGIBLE_ML_PREDICTIVE_ONLY,"Co-training GWR semi-supervised housing price prediction, Beijing",condo_apartment,listing,China,150273b42a52080d9c6506b8dfbfc6d5ad212ace3057,include,ELIGIBLE_HEDONIC,Anticipatory Crossrail effects in Ealing house prices,mixed,transaction,United Kingdom,050328aaa885c5ec66de6422ccfa40feb346081f9b17,exclude,E5_not_empirical_regression,Data descriptor for linked price-attribute dataset,mixed,transaction,United Kingdom,0504712779f2577785ba69e8f4310fe840b343c363a1,exclude,E3_theory_method_only,Double machine learning method evaluation,unknown,unknown,unknown,1505c50f28cdad6e91a18fafb5fc714add81af4ff1db,exclude,E8_not_housing_market,Homeowner opposition attitudes,unknown,unknown,United States,0506a72105684504e2e70a7e97bdff4c8ce8e553e6b5,exclude,E2_no_characteristics,Macro commentary on China housing,unknown,unknown,China,0507550052797342bda3b6aef186620699386fd19e8e,exclude,E1_no_residential_price,Office price index forecasting,unknown,unknown,China,1508a08e95cdab91ae1acf2fc06d72a1dad8577ad56a,exclude,E2_no_characteristics,Inter-city information diffusion,unknown,unknown,China,05093dc8dfa7d26bd111784d8b6447f211ea53ecd397,exclude,E3_theory_method_only,Partially linear single-index spatial model theory,unknown,unknown,unknown,0510e14aaa386eebd7bbe7ac656ef52249731eabdff2,exclude,E2_no_characteristics,Provincial house prices and SME investment,unknown,unknown,Iran,0511cf16265d76cb2a334fa54d33f5e8cb817e67c45b,include,ELIGIBLE_HEDONIC,Park proximity and crime on apartment prices; title clear,condo_apartment,transaction,unknown,05125560158772cca6a9ce3bc164aeb14df730c00078,exclude,E2_no_characteristics,Determinants of NZ house prices; macro by title,unknown,unknown,New Zealand,05139304f4227e15ad47d98e3d1b4a67e08f331927b6,exclude,E8_not_housing_market,Israeli housing policy governance,unknown,unknown,Israel,0514bfbb7ad42d56c88d6f8e096cf19426072e44f05a,exclude,E8_not_housing_market,Workplace accessibility map,unknown,unknown,Sweden,051531236e84175b169f162ce709cca3eb6c4f6b0a0c,exclude,E8_not_housing_market,County-level mortality,unknown,unknown,United States,0516609f19795df3057e1a30de284584a2321a57df4f,exclude,E8_not_housing_market,Physical distancing and race,unknown,unknown,United States,05178dc98427d4e7ceed94bdcf67951ede5ee1aaeea3,exclude,E8_not_housing_market,Digital signage site selection,unknown,unknown,China,1518ab4f8fb40fdce0da7c26536b31d592bbae29af2b,exclude,E8_not_housing_market,Heart failure outcomes,unknown,unknown,United States,0519b827a50a5b3fe735ba3475c0514ffecf35e91d7e,include,ELIGIBLE_HEDONIC,"Commuter rail stations and residential property values, Rotterdam-The Hague",mixed,transaction,Netherlands,05203125ce7429979d234b67166d00ca61df1600ed12,exclude,E5_not_empirical_regression,WTP for green housing survey,unknown,unknown,China,0521dedc78eeba83acb9117d32031c13b48e68005615,include,ELIGIBLE_HEDONIC,"Transport infrastructure effects on dwelling prices and rents, Thessaloniki",condo_apartment,unknown,Greece,05224b1717baf61a3bbd2fd3f53b93e410aa877ccf05,exclude,E2_no_characteristics,Monetary policy and affordability,unknown,unknown,multi,0523af8b085301877ec2ccab7828e4b57013f0ac1f23,exclude,E2_no_characteristics,Kriging interpolation surface of housing prices; no characteristics,unknown,unknown,China,05242518e2c110a78ff2c5142894a3904cd1bd1228db,exclude,E2_no_characteristics,"Suburb-level house prices and walkability, Melbourne",unknown,unknown,Australia,0525403476ec5f39b46ace725f1094480d1f5f52005e,exclude,E4_review_or_meta,Meta-regression of air quality and property values in China,unknown,unknown,China,0526640c44dc4ccf145ce85e047fcef15dfc851fe2b9,exclude,E2_no_characteristics,Housing shortage market analysis,unknown,unknown,Malaysia,0527762436588c3e2b9e6042e432bed40cc28e30b225,exclude,E2_no_characteristics,COVID urban-regional dynamics,unknown,unknown,Australia,052854b906f93a085057694a517e801adc64cef1c2e2,exclude,E1_no_residential_price,Land transaction prices only,unknown,unknown,South Korea,05296551d5ef849d76334ca9d9d8e5de697ba2c4112c,exclude,E2_no_characteristics,Macro determinants Czech house prices,unknown,unknown,Czech Republic,0530aedad25070d346ed64416bf6b34b3038633a479d,exclude,E8_not_housing_market,Airbnb supply in Rome,unknown,unknown,Italy,05314f34e7a4acece7912750440685549d3c08b22cd0,exclude,E3_theory_method_only,Panel latent group econometrics,unknown,unknown,unknown,0532ebb9ed71f15fa99b443bbf874eb355e0d70207b1,include,ELIGIBLE_ML_PREDICTIVE_ONLY,ANN prediction on Boston housing dataset,unknown,unknown,United States,15335aeea4922b03eec1ebf5b68b1b57fcbc6cfc2b72,exclude,E8_not_housing_market,Age segregation and affordability,unknown,unknown,United Kingdom,0534395c5d2a8a1503c507d1e5afde3efe9eed74bfcd,include,ELIGIBLE_HEDONIC,"Elite school admission policy and resale housing prices, Beijing",condo_apartment,transaction,China,05354013761638fb0d7734ddccf910563b4e4577a951,include,ELIGIBLE_HEDONIC,"Airport noise zone and single-family house prices, Warsaw",single_family,transaction,Poland,0536d4cee2e00925075ff80d2a12883fe1ecfcd543fc,exclude,E2_no_characteristics,City index time-series clustering,unknown,unknown,China,053759f4ff5c7578141e64d6717c32a7e1579cd3e514,exclude,E2_no_characteristics,"DMA forecasting of monthly price growth, Turkey",unknown,unknown,Turkey,0538624663dff1b3bf35814a9f24967c7be02207f074,unclear,UNCLEAR_other,School bond RD on house prices; unit of price analysis unclear,unknown,transaction,United States,0539ab191331e36cbad09e63b15fe6718ff9ef7bb99d,include,ELIGIBLE_HEDONIC,"School choice program effects on 85,744 housing transactions, Seoul",condo_apartment,transaction,South Korea,05405e2b1180b83c8a4300a6329dde6caf45b6769698,include,ELIGIBLE_HEDONIC,"GWR of EPC rankings on listing prices, Barcelona",condo_apartment,listing,Spain,0541fbca687495ec1c96bddbdc0ba4ca22d0417a1385,include,ELIGIBLE_HEDONIC,Kindergarten proximity discounted in house prices,single_family,transaction,unknown,0542add78fb695d60a689b2585c010a4a0dd241301f2,exclude,E8_not_housing_market,Managed retreat homeowner choice,unknown,unknown,New Zealand,0543bef12f85b1060a1107e9bd3fdf01ea3be0a03dee,exclude,E2_no_characteristics,Land unavailability instrument for metro house prices,unknown,unknown,United States,1544a37a92f2696a34f55c7af155a580e60004fa434d,include,ELIGIBLE_HEDONIC,Covenant restrictions and subdivision characteristics on house prices; title,single_family,transaction,United States,0545443a582a1db48a2aad10dfd2ff51939e5b5bb3bb,include,ELIGIBLE_HEDONIC,Landscaping attributes and buyer profiles on house prices; title clear,single_family,transaction,Canada,0546fab80a014e7c69903f33920d8b77abacdc5a7fbb,unclear,UNCLEAR_no_abstract,FHA discount points and house prices; design unknown,single_family,transaction,United States,054729983f9ade705f981b012495b6339aac7ac62359,include,ELIGIBLE_HEDONIC,Home value premium within residential community associations; title clear,single_family,transaction,United States,0548a907287eba86306b6de0fa7078b9b503d1c5a9b3,include,ELIGIBLE_ML_PREDICTIVE_ONLY,AI/ML forecasting of second-hand housing prices,condo_apartment,listing,China,15493a8f5a2d0ac3a4b301dce77474bb4912d009e059,exclude,E2_no_characteristics,"Gated communities and tract-level property values, descriptive",unknown,unknown,United States,0550ca3fca702c30a4041ec69213d9e189ab5a8e3e9c,exclude,E8_not_housing_market,Life satisfaction MGWR/GBDT,unknown,unknown,China,155174a46d535c736e19bb0546c84087f4efd6699671,exclude,E8_not_housing_market,Housing reform and ownership,unknown,unknown,China,0552a47de418f520e6a57bdc090332753fdbeb2f8876,exclude,E8_not_housing_market,Migration to new cities Kuwait,unknown,unknown,Kuwait,0553c2715d347769411c1056dba7d4f40c1140f804b2,include,ELIGIBLE_HEDONIC,"Interpretable GBDT of built environment on housing prices, Chengdu",condo_apartment,listing,China,1554f3404c58fbc3a45be8a10a81c3f6661546c9c592,include,ELIGIBLE_HEDONIC,"Public service facility accessibility and residential quarter housing prices, Dalian",condo_apartment,listing,China,05552b992709053feda78963b3c3e82b0631d100769e,exclude,E8_not_housing_market,Bank NPL literature review,unknown,unknown,multi,0556b8cb2c0c68655087bee4ebb25c0480adc4a67c6a,exclude,E8_not_housing_market,Urban vitality via cafes,unknown,unknown,China,1557c4b70475caa7925d9b58d7180ef1d87065a8d259,include,ELIGIBLE_ML_PREDICTIVE_ONLY,"ML house price prediction with transport accessibility, Xi'an",condo_apartment,listing,China,15588cb8c23f227373ecd7ed10930a6dedbe1cf9462c,exclude,E8_not_housing_market,Residential segregation ML,unknown,unknown,United States,155964ebea43623740b29d4a4657269a61406cbe308a,exclude,E8_not_housing_market,Council tax band and breastfeeding,unknown,unknown,United Kingdom,05607afb4b58d5eb12b4b89f862803f0755a960f632f,exclude,E8_not_housing_market,Residential segregation Jos,unknown,unknown,Nigeria,05619ee0a2d1b4d602b61563df94a293352006227e5f,exclude,E8_not_housing_market,Young adult homeownership transfers,unknown,unknown,United Kingdom,05628bf0b2344e4a2a4da64cc5c38a6c487ad9bb7953,exclude,E2_no_characteristics,Tax burden and residential construction,unknown,unknown,United States,0563797dd1448049e211c1e3df76aca51a277ad16075,exclude,E4_review_or_meta,Review of distressed property sales research,unknown,unknown,United States,056462321b935e4b4223228ccacf41a3e2385ca183cd,exclude,E8_not_housing_market,Survey on mobility intentions near light rail,unknown,unknown,United States,05657443f4f7cf14bd7c561186705ec36a5dc0f4ee26,include,ELIGIBLE_HEDONIC,"Road traffic noise impact on housing prices, Poland",mixed,transaction,Poland,05668896b8e1a8e37d8a7e07a91418ec772fcc9fa6ca,unclear,UNCLEAR_other,GLS of house prices vs airport distance across NZ urban areas; unit level unclear,unknown,unknown,New Zealand,0567b29238c6ac3c3f5bf6f6ff8ea7a53ffbff776275,exclude,E8_not_housing_market,Gentrification case study,unknown,unknown,South Africa,05688c71ed2a01b3971e94d200fbf3065a0da0495751,exclude,E8_not_housing_market,CDS premium VAR,unknown,unknown,United Kingdom,05690b745b20de584fd652f4d7c06d66d9345ee2d178,exclude,E3_theory_method_only,Agent-based macroprudential model,unknown,unknown,Italy,1570bfa947c54509fd5e79a8e4ef3202247df862b071,exclude,E8_not_housing_market,Traffic accidents,unknown,unknown,China,0571a0bb06cac1a04d3884edd314c1d07d8f1e86b05b,include,ELIGIBLE_ML_PREDICTIVE_ONLY,Bayesian deep learning house price valuation,unknown,unknown,unknown,1572e25664df9de1f78dcde6595e7a7d834098ae3ff8,include,ELIGIBLE_HEDONIC,"OLS polynomial regressions of flat and house prices, Baku",mixed,listing,Azerbaijan,0573daab17a59b6b564782c7295508f3600607394535,exclude,E2_no_characteristics,Time-series low-income housing supply Kenya,unknown,unknown,Kenya,0574a51e202ab5bec186bc975349250b3da1b6ecab75,exclude,E5_not_empirical_regression,Data descriptor for mass appraisal dataset,condo_apartment,listing,Italy,0575511d291ed45bea7745e5e6b0311ed984ae280b38,unclear,UNCLEAR_other,Marginal flood damages via property values; hedonic component unclear,unknown,unknown,United States,05769be46ac55c23a12c57219a4fdfbaa73753d4b43f,exclude,E2_no_characteristics,VAR of real estate investment,unknown,unknown,China,05772adaf0a9c21f1fe4b1addbe9aa420bf9fcf05e64,include,ELIGIBLE_ML_PREDICTIVE_ONLY,Intelligent automatic valuation system via ML,unknown,unknown,China,1578e39c02bd7ee6e2bf24c8e0ba66e040041a5c278d,include,ELIGIBLE_HEDONIC,"Greening vacant lots effects on nearby house prices, Philadelphia",single_family,transaction,United States,05799bc38ce8797c172765a5f0dff02d716fa6b5c12e,exclude,E8_not_housing_market,Banking crisis detection,unknown,unknown,multi,15804fb3415a79d125620d1fb2c161b4ca252360ba83,exclude,E2_no_characteristics,Macro determinants Turkey ARDL,unknown,unknown,Turkey,0581276215c6c1107e3ee9cb70edbb44186e634b0e4e,exclude,E8_not_housing_market,Metro group travel and house price,unknown,unknown,China,0582bc28bd6b3037fce40dafd6a8a13a9e24de4a55f1,exclude,E8_not_housing_market,Homeownership dynamic choice,unknown,unknown,United States,05835a417a0b487d4c73da3ce68d2f114a1f9cad1c44,include,ELIGIBLE_HEDONIC,"Spatial determinants of housing prices and tourism, Santa Marta",mixed,listing,Colombia,0584b633c49b2f5879640f919bdc54ae4390ee31d91d,include,ELIGIBLE_HEDONIC,Time-GWR for residential property value assessment; title clear,single_family,transaction,United States,058511ebddb27aeaef3d08cf7a6dac9b7dd21eab0521,unclear,UNCLEAR_no_abstract,ML home price index methodology; micro or aggregate unknown,unknown,unknown,unknown,15861ba525356156eccbb1679920bb914cb6892f627c,exclude,E8_not_housing_market,Urban renewal thesis Beijing,unknown,unknown,China,0587bbb8674354e766e47727d9838744cf79f968dae1,include,ELIGIBLE_HEDONIC,Explainable ML housing price prediction with determinant analysis,unknown,unknown,unknown,1588e0e8c9dab646ac37bfb003fa62b83343f2b91a35,include,ELIGIBLE_HEDONIC,"Gun violence effects on housing values, Stockholm",condo_apartment,transaction,Sweden,0589e4725b150170cc847fbcdcc8cc68f54dd6784886,exclude,E8_not_housing_market,Ecological infrastructure equity,unknown,unknown,China,0590ca65b47e4a32a7fbf3dbff68b5d51da1c7d13264,exclude,E8_not_housing_market,Jobs-housing spatial structure,unknown,unknown,China,05916000df5e30e4cef0f63c1545ebe1d0434ba35232,include,ELIGIBLE_HEDONIC,"Airport proximity and single-family house prices, Poland",single_family,transaction,Poland,0592cad70754fe6402cfbd7c22bd2b1bbe6993bd0ca2,unclear,UNCLEAR_other,MLR of real estate values on urban quality; unit level unclear,unknown,unknown,Italy,05934f85c7691946cca9f3d1c4819140d03bfeb90764,exclude,E8_not_housing_market,Subjective well-being thesis,unknown,unknown,unknown,0594eac951d44e1f60b2458df871dbe61c3b71660f42,include,ELIGIBLE_HEDONIC,"Bus stop walking accessibility and residential rents, Jinan",condo_apartment,rent,China,05953e636739df1d0b6475edf2dcaa97b6bcf407a7b1,exclude,E8_not_housing_market,Investor cognitive biases survey,unknown,unknown,Portugal,0596fa36d1e26273070a8e82365bf9ebb49f8d7a8042,exclude,E2_no_characteristics,City-level PSM-DID of HSR on housing prices,unknown,unknown,China,05973b37941a7cbd283073b7d78d9cbe2e0afe700cde,include,ELIGIBLE_ML_PREDICTIVE_ONLY,Mass appraisal of 1.2M English rental listings with diverse models,rental,rent,United Kingdom,15985febf2bd6e100aa1b4bc0517a4a54f617b5de8da,exclude,E8_not_housing_market,VA health care utilisation,unknown,unknown,United States,0599da487cbbadf24fb7b229f8c42b677863ddf48493,include,ELIGIBLE_HEDONIC,Geographic RDD of school district premium in NYC house prices,mixed,transaction,United States,0600d87d953ba28a42279f5ee562c4a492d0165523ac,exclude,E8_not_housing_market,Residential land differentiation remote sensing,unknown,unknown,China,0601852783167c2a9bd3159fbf8fc300680403f7d46f,exclude,E2_no_characteristics,Stimulus measures and Lithuanian real estate market,unknown,unknown,Lithuania,0602bcb279d1639a77b9062dee2d658c909b375a80f2,exclude,E8_not_housing_market,Co-working supply geography,unknown,unknown,India,06033376bfc8f0cb463a6e5fa4ecc4cec1058103e352,exclude,E8_not_housing_market,Passenger attribute inference,unknown,unknown,China,06049ccbe6e4fa710fd4273f6aa07a7df971efb4e1eb,include,ELIGIBLE_HEDONIC,Energy efficiency premium and prebound effect in German house sales,single_family,transaction,Germany,0605f770dde0e515155a672ed0bd0a9805daf3c8434f,exclude,E8_not_housing_market,Inter-city commuting decisions,unknown,unknown,Germany,0606a3f49dffc296ee3889b44fecaf34a1400986c88c,include,ELIGIBLE_HEDONIC,"Green space proximity and municipal property values, Potchefstroom",single_family,appraisal,South Africa,06074fa98502afe6b09c79926a26aec6753541ceb4bf,include,ELIGIBLE_HEDONIC,"Airport continuation shock on apartment rental prices, Berlin-Tegel",condo_apartment,rent,Germany,0608c4de482d5c48a35197cf9d23d343a7385b3eb987,include,ELIGIBLE_ML_PREDICTIVE_ONLY,Hierarchical spatial functional house price modelling for online estimates,single_family,transaction,United States,16094231bb5ae9abf716a9a61de2188bb3f9e891924b,exclude,E8_not_housing_market,MRI use sociodemographics,unknown,unknown,United States,0610c9c1de74155edd8e89f5948ec680863e2515a63e,include,ELIGIBLE_HEDONIC,"Urban renewal premium and spillovers on house prices, Shenzhen",condo_apartment,listing,China,16114245335f1aefe998e657ad55c78e37fa2c754dd4,exclude,E8_not_housing_market,Mortgage comfort survey,unknown,unknown,Australia,0612a09cc5e41fe71832b0b3cccc50ef0a6dc0daa369,exclude,E8_not_housing_market,Housing prices and health,unknown,unknown,China,06137436237c9b1db9a0ab3ec43cba65261457bbe8d5,exclude,E2_no_characteristics,"Suburb-level house price convergence, Melbourne",unknown,unknown,Australia,0614918fe518d6013d680b0997cbf6ef3ac3ce9bb229,exclude,E2_no_characteristics,"Regional STAR models of house prices, UK",unknown,unknown,United Kingdom,06154f7bdfe3afa5f09654b82462137a063663134086,exclude,E8_not_housing_market,Suburban poverty and gentrification,unknown,unknown,Netherlands,0616d88c6c59b59a9de7f364aec7702dac0e996728e8,include,ELIGIBLE_ML_PREDICTIVE_ONLY,Polynomial regression with PSO for Washington DC house prices,unknown,transaction,United States,1617d68a1aafdfeca06629ad31c61bb928ef7eb1c36a,include,ELIGIBLE_HEDONIC,"Interpretable ML valuation for property tax assessment, Korea",mixed,transaction,South Korea,161856b06abff89944c086296fb66bea306223c2f3e4,exclude,E3_theory_method_only,GW software demonstration,unknown,unknown,China,0619c4051a93ff40e9d744ed084bd8ecd707cc9da5b4,exclude,E8_not_housing_market,Affordability review Malaysia,unknown,unknown,Malaysia,06207b030e3e2ab48150e1fc58d4ba2af5c1b31c6118,include,ELIGIBLE_ML_PREDICTIVE_ONLY,"Random forest on 38,363 second-hand listings, Chengdu",condo_apartment,listing,China,162127c764c633767d58d84501919117e8788fc57642,exclude,E8_not_housing_market,Residential relocation behaviour,unknown,unknown,China,062266f3b8fc39940e91d6eb5ca42830a78fe5b79b0a,exclude,E3_theory_method_only,Spatial scan specification tests with Madrid illustration,unknown,unknown,Spain,0623991587ff922591a9b8f9ef0121b4411b68f421ba,exclude,E3_theory_method_only,Game-theoretic model of precautions,unknown,unknown,unknown,062435b2e9b41a61855b661d26f5d0231fe4231d4694,unclear,UNCLEAR_no_abstract,Neighbourhood determinants of price trends; likely tract-level,unknown,unknown,United States,06258f5757703a010ac3f39fe05e4616e3d438640bce,include,ELIGIBLE_HEDONIC,"Spatial heterogeneity of social environment effects on rents, Guangzhou; title",condo_apartment,rent,China,06263f71af619b46cc835adae599f02bb33a5d8da119,exclude,E2_no_characteristics,Ripple effects of regional house prices,unknown,unknown,unknown,0627cce28f52d1753b3c8515b61bbd8995005ed2865b,include,ELIGIBLE_HEDONIC,DiD of beltway effects on housing prices; title clear,single_family,transaction,United States,0628805b1f41a73870d0d17451e1c7328afce971915a,include,ELIGIBLE_HEDONIC,Urban structure and amenity effects on Nanjing housing prices; title clear,condo_apartment,listing,China,06296fa90d237eb4b36ac555a43b3383f98e1789d26e,exclude,E8_not_housing_market,Life expectancy and house prices at LSOA level,unknown,unknown,United Kingdom,0630385193670b0a77556d2633a857a7a83c459a955f,include,ELIGIBLE_ML_PREDICTIVE_ONLY,Eigenvector spatial filtering in regularised regression for mass appraisal,unknown,transaction,unknown,16313bb651ed2d7aa878f7ff88c9abdca16574b409dc,exclude,E8_not_housing_market,Charter school access,unknown,unknown,United States,063208d18a146b365c661f0cb9c2821b72b8e1ba79ea,exclude,E8_not_housing_market,Green space cooling efficiency,unknown,unknown,China,0633925c622a442843b5728f3f2681fd59c61780e5d6,exclude,E2_no_characteristics,"City-level MLR house price prediction with census data, Zhaoqing",unknown,unknown,China,0634b85028275b011deb999436d9eb9aa1a2d46dcd7a,include,ELIGIBLE_HEDONIC,"Spatial quantile regression of healthcare accessibility on house prices, Taiwan",mixed,transaction,Taiwan,063545b684ad227b7a2400c9bc9d5ed3253f40cd3792,exclude,E3_theory_method_only,Coastal home ownership simulation model,unknown,unknown,United States,0636be994437546b1ac879573045da725bd456fab585,exclude,E8_not_housing_market,Green space perception survey,unknown,unknown,China,06372e0ce9f8ce1fae3bc6247c345c7674910dc944b9,exclude,E2_no_characteristics,Debt and house prices on GDP panel,unknown,unknown,Europe,0638fb48439d69079ff1fe892ad35dfa0570752f43d2,exclude,E8_not_housing_market,Children's afterschool commute,unknown,unknown,China,06392f4f09d2d40cc45ef397d8d6c4cf0e43f77decf0,exclude,E8_not_housing_market,Business location estimator,unknown,unknown,Turkey,1640ef703a0fbbc55cacaca23e2734e14cd273961269,exclude,E8_not_housing_market,Park visiting restorative effects,unknown,unknown,China,0641d54b1dbba22dbbb09a4306e8dc745302486a98c9,exclude,E8_not_housing_market,Migration during Great Recession,unknown,unknown,United States,06423fec95611a8224038adc7e2e613e77c4a2bf3507,exclude,E8_not_housing_market,Household indebtedness Portugal,unknown,unknown,Portugal,0643e9b54acd33342b9c859b2a289244ccd63af2f505,include,ELIGIBLE_HEDONIC,Urban tree canopy effects on residential property values across neighbourhoods,single_family,transaction,United States,06442f9e29e92ef7a22b0331b559cb7f24d9283e81cd,exclude,E3_theory_method_only,Distance metric methodology for urban modelling,unknown,unknown,United Kingdom,0645bf12ae3aa1856e3174c52b6ad528f8d219a252b8,exclude,E8_not_housing_market,Station catchment ridership,unknown,unknown,China,0646bd917fbc268f603e65254282c54b6f02bea23e74,include,ELIGIBLE_ML_PREDICTIVE_ONLY,ML house price range prediction with feature selection,unknown,unknown,unknown,16475d5769c46815fd0be66684d0ddb1fcb27394ac66,include,ELIGIBLE_HEDONIC,POI density and residential prices in three Polish cities,condo_apartment,listing,Poland,0648a3d845d54ac202b15ee42f9be3a871f4c8de52ef,exclude,E8_not_housing_market,Peer-to-peer accommodation nightly prices,unknown,unknown,Spain,064959b2e5f8dd55163cf0dfe3bff3d366750f345b54,exclude,E8_not_housing_market,Resource windfalls Chile,unknown,unknown,Chile,06504add1d0476f9b79f965d23c8e65ab5c961140823,exclude,E3_theory_method_only,IV random coefficients econometric theory,unknown,unknown,unknown,06510e3ac967c407c31a730846c08adb56ac5403d0e5,include,ELIGIBLE_ML_PREDICTIVE_ONLY,"ANN vs regression price prediction on 900 apartment sales, Cluj-Napoca",condo_apartment,transaction,Romania,1652ebb13f62ba15566e18bc5fca69c3e2df2036ab5d,exclude,E8_not_housing_market,Marital satisfaction meta-analysis,unknown,unknown,China,0653e84e671c37fcb94d9ca8f42c22a957fa5c5316ee,exclude,E8_not_housing_market,Economics of mass shootings,unknown,unknown,United States,0654e606bc2674353b4df95f3a5fb334d7306f82ec82,exclude,E2_no_characteristics,Regional DiD of fixed links on population/housing,unknown,unknown,Norway,06552a007a36c9d040ea166693e371e708b19008dbe4,exclude,E2_no_characteristics,Country panel drivers of European housing prices,unknown,unknown,Europe,06564844a7fdfe6b4999f825bc84747f042e22fec426,exclude,E2_no_characteristics,House price misalignment panel DOLS,unknown,unknown,Europe,0657ed3d14b8ea2fcb1435e1cf83c8e332e216d59377,exclude,E2_no_characteristics,Uncertainty shocks on 56-country housing prices,unknown,unknown,multi,0658e19a1a83c723854406a227f7725dd49818d57f23,exclude,E8_not_housing_market,Neighbourhood characteristics and depression,unknown,unknown,Netherlands,0659cceb4fcfd35c0d1c8063ac93306ace3de6b393f9,exclude,E2_no_characteristics,House price synchronisation dynamic factor model,unknown,unknown,multi,06606e53356cfdf50d23acc9e53d536267ad8ed9f841,exclude,E8_not_housing_market,Earthquake and migration,unknown,unknown,South Korea,0661efe49b1b0fc09953fc3aff653968d44133a006f2,include,ELIGIBLE_HEDONIC,Spatial DiD of coal-to-gas plant switching on home transactions,single_family,transaction,United States,0662601cb6323343e28e70e6be5e0bd640374ea3a496,exclude,E2_no_characteristics,Residential investment macro determinants,unknown,unknown,United States,06633a5a84cf4f348596fd03c2b1eca8c0fe7b5f178d,exclude,E8_not_housing_market,Household spending and neighbourhood type,unknown,unknown,United States,06643a8bf4e59b7736be836fb492841da1ddaef35549,exclude,E2_no_characteristics,"House price-at-risk quantile model, Spain",unknown,unknown,Spain,0665a221cbb983800ef86a32fffe6a9b793fd1a1cef1,include,ELIGIBLE_ML_PREDICTIVE_ONLY,ML house price prediction on Kaggle dataset,unknown,unknown,unknown,1666