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1{2 "record_id": "670783d3e4613f6e96cb818330755422772653ef",3 "eligible": true,4 "exclusion_reason": null,5 "study": {6  "title": "The impact of energy certification on the real estate market: an analysis using Big Data and hedonic pricing",7  "year": 2026,8  "doi": "10.36253/aestim-19711",9  "country": "Italy",10  "region_city": "Padua (Padova)",11  "sample_start": 2022,12  "sample_end": 2023,13  "property_type": "condo_apartment",14  "price_type": "listing",15  "data_source": "web-scraped real estate listings (5,188 offers, 1,738 apartments retained) in Padua, 2022-2023",16  "document_type": "journal",17  "estimators": [18   "OLS"19  ],20  "spatial_method": "urban zone dummies (10 zones, reference Torre/Mortise/Ponte di Brenta)",21  "time_fe": false,22  "location_fe": true,23  "se_type": "unknown",24  "n_obs_total": 1738,25  "ai_methods": [],26  "notes": "Dependent variable ln(P/m2) = log of listing price per square metre (EUR). 95% confidence intervals in brackets (no SE printed); star legend * p<0.10, ** p<0.05, *** p<0.01. Zone dummies (location FE) not extracted. Table A3 re-estimates the same three models with EPC class D as reference (only EPC coefficients differ; other coefficients identical to Table 3 and not duplicated). Table 5 pools both years with a 2023 dummy and 2023 interactions (interactions not extracted). EPC classes are Italian energy labels A4-A1 (>=A), B...G, G reference in Tables 3/5."27 },28 "models": [29  {30   "model_id": "T3-c1",31   "table": "3",32   "column": "Full sample",33   "page": 10,34   "dep_var": "ln(P/m2): log listing price per m2 (EUR)",35   "dep_transform": "per_m2",36   "estimator": "OLS",37   "n_obs": 1738,38   "r2": 0.55,39   "se_or_t_in_parentheses": "none",40   "sample_subset": "full sample 2022-2023"41  },42  {43   "model_id": "T3-c2",44   "table": "3",45   "column": "year=2022",46   "page": 10,47   "dep_var": "ln(P/m2): log listing price per m2 (EUR)",48   "dep_transform": "per_m2",49   "estimator": "OLS",50   "n_obs": 705,51   "r2": 0.622,52   "se_or_t_in_parentheses": "none",53   "sample_subset": "2022 listings"54  },55  {56   "model_id": "T3-c3",57   "table": "3",58   "column": "year=2023",59   "page": 10,60   "dep_var": "ln(P/m2): log listing price per m2 (EUR)",61   "dep_transform": "per_m2",62   "estimator": "OLS",63   "n_obs": 1033,64   "r2": 0.529,65   "se_or_t_in_parentheses": "none",66   "sample_subset": "2023 listings"67  },68  {69   "model_id": "T5-c1",70   "table": "5",71   "column": "β",72   "page": 13,73   "dep_var": "ln(P/m2): log listing price per m2 (EUR)",74   "dep_transform": "per_m2",75   "estimator": "OLS",76   "n_obs": 1738,77   "r2": 0.56,78   "se_or_t_in_parentheses": "none",79   "sample_subset": "pooled 2022-2023 with Year=2023 dummy and 2023 interactions on all variables except surface"80  },81  {82   "model_id": "TA3-c1",83   "table": "A3",84   "column": "Full sample",85   "page": 19,86   "dep_var": "ln(P/m2): log listing price per m2 (EUR)",87   "dep_transform": "per_m2",88   "estimator": "OLS",89   "n_obs": 1738,90   "r2": null,91   "se_or_t_in_parentheses": "none",92   "sample_subset": "full sample; EPC D reference",93   "notes": "adjusted R2 printed: 0.545 / 0.612 / 0.521; same models as Table 3 with EPC D as reference"94  },95  {96   "model_id": "TA3-c2",97   "table": "A3",98   "column": "year=2022",99   "page": 19,100   "dep_var": "ln(P/m2): log listing price per m2 (EUR)",101   "dep_transform": "per_m2",102   "estimator": "OLS",103   "n_obs": 705,104   "r2": null,105   "se_or_t_in_parentheses": "none",106   "sample_subset": "2022 listings; EPC D reference",107   "notes": "adjusted R2 printed: 0.545 / 0.612 / 0.521; same models as Table 3 with EPC D as reference"108  },109  {110   "model_id": "TA3-c3",111   "table": "A3",112   "column": "year=2023",113   "page": 19,114   "dep_var": "ln(P/m2): log listing price per m2 (EUR)",115   "dep_transform": "per_m2",116   "estimator": "OLS",117   "n_obs": 1033,118   "r2": null,119   "se_or_t_in_parentheses": "none",120   "sample_subset": "2023 listings; EPC D reference",121   "notes": "adjusted R2 printed: 0.545 / 0.612 / 0.521; same models as Table 3 with EPC D as reference"122  }123 ],124 "coefficients": [125  {126   "model_id": "T3-c1",127   "var_name_printed": "Surface (m2)",128   "taxonomy_id": "living_area",129   "x_transform": "level",130   "x_unit": "m2",131   "beta": -0.003,132   "se": null,133   "t": null,134   "p": null,135   "p_stars": "***",136   "ci_lo": -0.003,137   "ci_hi": -0.003,138   "page": 10,139   "confidence": "high",140   "notes": "dependent is price per m2, hence negative"141  },142  {143   "model_id": "T3-c2",144   "var_name_printed": "Surface (m2)",145   "taxonomy_id": "living_area",146   "x_transform": "level",147   "x_unit": "m2",148   "beta": -0.003,149   "se": null,150   "t": null,151   "p": null,152   "p_stars": "***",153   "ci_lo": -0.003,154   "ci_hi": -0.002,155   "page": 10,156   "confidence": "high",157   "notes": "dependent is price per m2, hence negative"158  },159  {160   "model_id": "T3-c3",161   "var_name_printed": "Surface (m2)",162   "taxonomy_id": "living_area",163   "x_transform": "level",164   "x_unit": "m2",165   "beta": -0.003,166   "se": null,167   "t": null,168   "p": null,169   "p_stars": "***",170   "ci_lo": -0.004,171   "ci_hi": -0.003,172   "page": 10,173   "confidence": "high",174   "notes": "dependent is price per m2, hence negative"175  },176  {177   "model_id": "T3-c1",178   "var_name_printed": "Bathrooms",179   "taxonomy_id": "bathrooms",180   "x_transform": "level",181   "x_unit": "count",182   "beta": 0.149,183   "se": null,184   "t": null,185   "p": null,186   "p_stars": "***",187   "ci_lo": 0.118,188   "ci_hi": 0.179,189   "page": 10,190   "confidence": "high",191   "notes": ""192  },193  {194   "model_id": "T3-c2",195   "var_name_printed": "Bathrooms",196   "taxonomy_id": "bathrooms",197   "x_transform": "level",198   "x_unit": "count",199   "beta": 0.091,200   "se": null,201   "t": null,202   "p": null,203   "p_stars": "***",204   "ci_lo": 0.047,205   "ci_hi": 0.136,206   "page": 10,207   "confidence": "high",208   "notes": ""209  },210  {211   "model_id": "T3-c3",212   "var_name_printed": "Bathrooms",213   "taxonomy_id": "bathrooms",214   "x_transform": "level",215   "x_unit": "count",216   "beta": 0.17,217   "se": null,218   "t": null,219   "p": null,220   "p_stars": "***",221   "ci_lo": 0.129,222   "ci_hi": 0.212,223   "page": 10,224   "confidence": "high",225   "notes": ""226  },227  {228   "model_id": "T3-c1",229   "var_name_printed": "EPC: >=A",230   "taxonomy_id": "energy_efficiency",231   "x_transform": "dummy",232   "x_unit": "binary",233   "beta": 0.506,234   "se": null,235   "t": null,236   "p": null,237   "p_stars": "***",238   "ci_lo": 0.459,239   "ci_hi": 0.553,240   "page": 10,241   "confidence": "high",242   "notes": "EPC class A (A4-A1) vs G"243  },244  {245   "model_id": "T3-c2",246   "var_name_printed": "EPC: >=A",247   "taxonomy_id": "energy_efficiency",248   "x_transform": "dummy",249   "x_unit": "binary",250   "beta": 0.473,251   "se": null,252   "t": null,253   "p": null,254   "p_stars": "***",255   "ci_lo": 0.41,256   "ci_hi": 0.536,257   "page": 10,258   "confidence": "high",259   "notes": "EPC class A (A4-A1) vs G"260  },261  {262   "model_id": "T3-c3",263   "var_name_printed": "EPC: >=A",264   "taxonomy_id": "energy_efficiency",265   "x_transform": "dummy",266   "x_unit": "binary",267   "beta": 0.517,268   "se": null,269   "t": null,270   "p": null,271   "p_stars": "***",272   "ci_lo": 0.449,273   "ci_hi": 0.585,274   "page": 10,275   "confidence": "high",276   "notes": "EPC class A (A4-A1) vs G"277  },278  {279   "model_id": "T3-c1",280   "var_name_printed": "EPC: B",281   "taxonomy_id": "energy_efficiency",282   "x_transform": "dummy",283   "x_unit": "binary",284   "beta": 0.361,285   "se": null,286   "t": null,287   "p": null,288   "p_stars": "***",289   "ci_lo": 0.265,290   "ci_hi": 0.458,291   "page": 10,292   "confidence": "high",293   "notes": "vs G"294  },295  {296   "model_id": "T3-c2",297   "var_name_printed": "EPC: B",298   "taxonomy_id": "energy_efficiency",299   "x_transform": "dummy",300   "x_unit": "binary",301   "beta": 0.312,302   "se": null,303   "t": null,304   "p": null,305   "p_stars": "***",306   "ci_lo": 0.202,307   "ci_hi": 0.421,308   "page": 10,309   "confidence": "high",310   "notes": "vs G"311  },312  {313   "model_id": "T3-c3",314   "var_name_printed": "EPC: B",315   "taxonomy_id": "energy_efficiency",316   "x_transform": "dummy",317   "x_unit": "binary",318   "beta": 0.361,319   "se": null,320   "t": null,321   "p": null,322   "p_stars": "***",323   "ci_lo": 0.2,324   "ci_hi": 0.522,325   "page": 10,326   "confidence": "high",327   "notes": "vs G"328  },329  {330   "model_id": "T3-c1",331   "var_name_printed": "EPC: C",332   "taxonomy_id": "energy_efficiency",333   "x_transform": "dummy",334   "x_unit": "binary",335   "beta": 0.253,336   "se": null,337   "t": null,338   "p": null,339   "p_stars": "***",340   "ci_lo": 0.167,341   "ci_hi": 0.339,342   "page": 10,343   "confidence": "high",344   "notes": "vs G"345  },346  {347   "model_id": "T3-c2",348   "var_name_printed": "EPC: C",349   "taxonomy_id": "energy_efficiency",350   "x_transform": "dummy",351   "x_unit": "binary",352   "beta": 0.183,353   "se": null,354   "t": null,355   "p": null,356   "p_stars": "***",357   "ci_lo": 0.08,358   "ci_hi": 0.287,359   "page": 10,360   "confidence": "high",361   "notes": "vs G"362  },363  {364   "model_id": "T3-c3",365   "var_name_printed": "EPC: C",366   "taxonomy_id": "energy_efficiency",367   "x_transform": "dummy",368   "x_unit": "binary",369   "beta": 0.321,370   "se": null,371   "t": null,372   "p": null,373   "p_stars": "***",374   "ci_lo": 0.185,375   "ci_hi": 0.457,376   "page": 10,377   "confidence": "high",378   "notes": "vs G"379  },380  {381   "model_id": "T3-c1",382   "var_name_printed": "EPC: D",383   "taxonomy_id": "energy_efficiency",384   "x_transform": "dummy",385   "x_unit": "binary",386   "beta": 0.245,387   "se": null,388   "t": null,389   "p": null,390   "p_stars": "***",391   "ci_lo": 0.192,392   "ci_hi": 0.299,393   "page": 10,394   "confidence": "high",395   "notes": "vs G"396  },397  {398   "model_id": "T3-c2",399   "var_name_printed": "EPC: D",400   "taxonomy_id": "energy_efficiency",401   "x_transform": "dummy",402   "x_unit": "binary",403   "beta": 0.165,404   "se": null,405   "t": null,406   "p": null,407   "p_stars": "***",408   "ci_lo": 0.089,409   "ci_hi": 0.241,410   "page": 10,411   "confidence": "high",412   "notes": "vs G"413  },414  {415   "model_id": "T3-c3",416   "var_name_printed": "EPC: D",417   "taxonomy_id": "energy_efficiency",418   "x_transform": "dummy",419   "x_unit": "binary",420   "beta": 0.279,421   "se": null,422   "t": null,423   "p": null,424   "p_stars": "***",425   "ci_lo": 0.205,426   "ci_hi": 0.352,427   "page": 10,428   "confidence": "high",429   "notes": "vs G"430  },431  {432   "model_id": "T3-c1",433   "var_name_printed": "EPC: E",434   "taxonomy_id": "energy_efficiency",435   "x_transform": "dummy",436   "x_unit": "binary",437   "beta": 0.091,438   "se": null,439   "t": null,440   "p": null,441   "p_stars": "***",442   "ci_lo": 0.043,443   "ci_hi": 0.139,444   "page": 10,445   "confidence": "high",446   "notes": "vs G"447  },448  {449   "model_id": "T3-c2",450   "var_name_printed": "EPC: E",451   "taxonomy_id": "energy_efficiency",452   "x_transform": "dummy",453   "x_unit": "binary",454   "beta": 0.077,455   "se": null,456   "t": null,457   "p": null,458   "p_stars": "**",459   "ci_lo": 0.016,460   "ci_hi": 0.139,461   "page": 10,462   "confidence": "high",463   "notes": "vs G"464  },465  {466   "model_id": "T3-c3",467   "var_name_printed": "EPC: E",468   "taxonomy_id": "energy_efficiency",469   "x_transform": "dummy",470   "x_unit": "binary",471   "beta": 0.095,472   "se": null,473   "t": null,474   "p": null,475   "p_stars": "***",476   "ci_lo": 0.025,477   "ci_hi": 0.166,478   "page": 10,479   "confidence": "high",480   "notes": "vs G"481  },482  {483   "model_id": "T3-c1",484   "var_name_printed": "EPC: F",485   "taxonomy_id": "energy_efficiency",486   "x_transform": "dummy",487   "x_unit": "binary",488   "beta": 0.071,489   "se": null,490   "t": null,491   "p": null,492   "p_stars": "***",493   "ci_lo": 0.029,494   "ci_hi": 0.113,495   "page": 10,496   "confidence": "high",497   "notes": "vs G"498  },499  {500   "model_id": "T3-c2",501   "var_name_printed": "EPC: F",502   "taxonomy_id": "energy_efficiency",503   "x_transform": "dummy",504   "x_unit": "binary",505   "beta": 0.026,506   "se": null,507   "t": null,508   "p": null,509   "p_stars": "",510   "ci_lo": -0.032,511   "ci_hi": 0.084,512   "page": 10,513   "confidence": "high",514   "notes": "vs G"515  },516  {517   "model_id": "T3-c3",518   "var_name_printed": "EPC: F",519   "taxonomy_id": "energy_efficiency",520   "x_transform": "dummy",521   "x_unit": "binary",522   "beta": 0.097,523   "se": null,524   "t": null,525   "p": null,526   "p_stars": "***",527   "ci_lo": 0.039,528   "ci_hi": 0.155,529   "page": 10,530   "confidence": "high",531   "notes": "vs G"532  },533  {534   "model_id": "T3-c1",535   "var_name_printed": "Elevator (present)",536   "taxonomy_id": "accessibility",537   "x_transform": "binary",538   "x_unit": "binary",539   "beta": 0.103,540   "se": null,541   "t": null,542   "p": null,543   "p_stars": "***",544   "ci_lo": 0.07,545   "ci_hi": 0.135,546   "page": 10,547   "confidence": "high",548   "notes": ""549  },550  {551   "model_id": "T3-c2",552   "var_name_printed": "Elevator (present)",553   "taxonomy_id": "accessibility",554   "x_transform": "binary",555   "x_unit": "binary",556   "beta": 0.093,557   "se": null,558   "t": null,559   "p": null,560   "p_stars": "***",561   "ci_lo": 0.049,562   "ci_hi": 0.136,563   "page": 10,564   "confidence": "high",565   "notes": ""566  },567  {568   "model_id": "T3-c3",569   "var_name_printed": "Elevator (present)",570   "taxonomy_id": "accessibility",571   "x_transform": "binary",572   "x_unit": "binary",573   "beta": 0.093,574   "se": null,575   "t": null,576   "p": null,577   "p_stars": "***",578   "ci_lo": 0.047,579   "ci_hi": 0.139,580   "page": 10,581   "confidence": "high",582   "notes": ""583  },584  {585   "model_id": "T3-c1",586   "var_name_printed": "Alarm System (present)",587   "taxonomy_id": "other",588   "x_transform": "binary",589   "x_unit": "binary",590   "beta": 0.033,591   "se": null,592   "t": null,593   "p": null,594   "p_stars": "*",595   "ci_lo": -0.005,596   "ci_hi": 0.07,597   "page": 10,598   "confidence": "high",599   "notes": "alarm system present"600  },601  {602   "model_id": "T3-c2",603   "var_name_printed": "Alarm System (present)",604   "taxonomy_id": "other",605   "x_transform": "binary",606   "x_unit": "binary",607   "beta": 0.087,608   "se": null,609   "t": null,610   "p": null,611   "p_stars": "***",612   "ci_lo": 0.037,613   "ci_hi": 0.138,614   "page": 10,615   "confidence": "high",616   "notes": "alarm system present"617  },618  {619   "model_id": "T3-c3",620   "var_name_printed": "Alarm System (present)",621   "taxonomy_id": "other",622   "x_transform": "binary",623   "x_unit": "binary",624   "beta": 0.005,625   "se": null,626   "t": null,627   "p": null,628   "p_stars": "",629   "ci_lo": -0.049,630   "ci_hi": 0.059,631   "page": 10,632   "confidence": "high",633   "notes": "alarm system present"634  },635  {636   "model_id": "T5-c1",637   "var_name_printed": "Surface (m2)",638   "taxonomy_id": "living_area",639   "x_transform": "level",640   "x_unit": "m2",641   "beta": -0.003,642   "se": null,643   "t": null,644   "p": null,645   "p_stars": "***",646   "ci_lo": -0.003,647   "ci_hi": -0.003,648   "page": 13,649   "confidence": "high",650   "notes": "dependent is price per m2"651  },652  {653   "model_id": "T5-c1",654   "var_name_printed": "Bathrooms",655   "taxonomy_id": "bathrooms",656   "x_transform": "level",657   "x_unit": "count",658   "beta": 0.122,659   "se": null,660   "t": null,661   "p": null,662   "p_stars": "***",663   "ci_lo": 0.081,664   "ci_hi": 0.163,665   "page": 13,666   "confidence": "high",667   "notes": "2022 base level; 2023 x Bathrooms interaction 0.036 (ns) not extracted"668  },669  {670   "model_id": "T5-c1",671   "var_name_printed": ">=A",672   "taxonomy_id": "energy_efficiency",673   "x_transform": "dummy",674   "x_unit": "binary",675   "beta": 0.466,676   "se": null,677   "t": null,678   "p": null,679   "p_stars": "***",680   "ci_lo": 0.392,681   "ci_hi": 0.54,682   "page": 13,683   "confidence": "high",684   "notes": "EPC >=A vs G, 2022 base level"685  },686  {687   "model_id": "T5-c1",688   "var_name_printed": "B",689   "taxonomy_id": "energy_efficiency",690   "x_transform": "dummy",691   "x_unit": "binary",692   "beta": 0.311,693   "se": null,694   "t": null,695   "p": null,696   "p_stars": "***",697   "ci_lo": 0.182,698   "ci_hi": 0.439,699   "page": 13,700   "confidence": "high",701   "notes": "EPC B vs G, 2022 base level"702  },703  {704   "model_id": "T5-c1",705   "var_name_printed": "C",706   "taxonomy_id": "energy_efficiency",707   "x_transform": "dummy",708   "x_unit": "binary",709   "beta": 0.18,710   "se": null,711   "t": null,712   "p": null,713   "p_stars": "***",714   "ci_lo": 0.059,715   "ci_hi": 0.301,716   "page": 13,717   "confidence": "high",718   "notes": "EPC C vs G, 2022 base level"719  },720  {721   "model_id": "T5-c1",722   "var_name_printed": "D",723   "taxonomy_id": "energy_efficiency",724   "x_transform": "dummy",725   "x_unit": "binary",726   "beta": 0.157,727   "se": null,728   "t": null,729   "p": null,730   "p_stars": "***",731   "ci_lo": 0.068,732   "ci_hi": 0.246,733   "page": 13,734   "confidence": "high",735   "notes": "EPC D vs G, 2022 base level"736  },737  {738   "model_id": "T5-c1",739   "var_name_printed": "E",740   "taxonomy_id": "energy_efficiency",741   "x_transform": "dummy",742   "x_unit": "binary",743   "beta": 0.07,744   "se": null,745   "t": null,746   "p": null,747   "p_stars": "*",748   "ci_lo": -0.002,749   "ci_hi": 0.141,750   "page": 13,751   "confidence": "high",752   "notes": "EPC E vs G, 2022 base level"753  },754  {755   "model_id": "T5-c1",756   "var_name_printed": "F",757   "taxonomy_id": "energy_efficiency",758   "x_transform": "dummy",759   "x_unit": "binary",760   "beta": 0.022,761   "se": null,762   "t": null,763   "p": null,764   "p_stars": "",765   "ci_lo": -0.046,766   "ci_hi": 0.09,767   "page": 13,768   "confidence": "high",769   "notes": "EPC F vs G, 2022 base level"770  },771  {772   "model_id": "T5-c1",773   "var_name_printed": "Elevator (present)",774   "taxonomy_id": "accessibility",775   "x_transform": "binary",776   "x_unit": "binary",777   "beta": 0.093,778   "se": null,779   "t": null,780   "p": null,781   "p_stars": "***",782   "ci_lo": 0.042,783   "ci_hi": 0.144,784   "page": 13,785   "confidence": "high",786   "notes": "2022 base level"787  },788  {789   "model_id": "T5-c1",790   "var_name_printed": "Alarm System (present)",791   "taxonomy_id": "other",792   "x_transform": "binary",793   "x_unit": "binary",794   "beta": 0.089,795   "se": null,796   "t": null,797   "p": null,798   "p_stars": "***",799   "ci_lo": 0.029,800   "ci_hi": 0.149,801   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