1{2 "record_id": "c0719dfc2e99247adf55e3df25480bbce55099dd",3 "eligible": true,4 "exclusion_reason": null,5 "study": {6 "title": "Modelling coastal externalities effects on residential housing values",7 "year": 2022,8 "doi": "10.1108/ijhma-05-2022-0071",9 "country": "Nigeria",10 "region_city": "Victoria Island, Lagos",11 "sample_start": null,12 "sample_end": null,13 "property_type": "rental",14 "price_type": "rent",15 "data_source": "field questionnaire survey of single-tenancy rented residential properties within 500 m of the coastline (318 valid responses)",16 "document_type": "journal",17 "estimators": [18 "OLS"19 ],20 "spatial_method": "none",21 "time_fe": false,22 "location_fe": false,23 "se_type": "unknown",24 "n_obs_total": 318,25 "ai_methods": [],26 "notes": "Accepted-manuscript PDF (IJHMA-05-2022-0071.R1). Survey date not stated; exchange-rate note refers to 2019 market price ($1 = N360), so data are likely 2019-2021 (not recorded as numbers). Log-log hedonic models of LogRENT; t-statistics printed next to coefficients (no SE). Star legend: *** p<0.001, ** p<0.01, * p<0.05. Six models: Model 1 A/B/C by distance band (coastline distance) and Model 2 A/B/C (coastline distance x flood rate)."27 },28 "models": [29 {30 "model_id": "T2-1A",31 "table": "2",32 "column": "1A",33 "page": 54,34 "dep_var": "LogRENT (annual rent, Naira)",35 "dep_transform": "log",36 "estimator": "OLS",37 "n_obs": 318,38 "r2": 0.571,39 "se_or_t_in_parentheses": "t",40 "sample_subset": "0-500 m from coastline",41 "notes": "Model 1 (non-flood): t-statistics in adjacent column"42 },43 {44 "model_id": "T2-1B",45 "table": "2",46 "column": "1B",47 "page": 54,48 "dep_var": "LogRENT (annual rent, Naira)",49 "dep_transform": "log",50 "estimator": "OLS",51 "n_obs": 118,52 "r2": 0.553,53 "se_or_t_in_parentheses": "t",54 "sample_subset": "0-250 m from coastline",55 "notes": "Model 1 (non-flood): t-statistics in adjacent column"56 },57 {58 "model_id": "T2-1C",59 "table": "2",60 "column": "1C",61 "page": 54,62 "dep_var": "LogRENT (annual rent, Naira)",63 "dep_transform": "log",64 "estimator": "OLS",65 "n_obs": 200,66 "r2": 0.637,67 "se_or_t_in_parentheses": "t",68 "sample_subset": "251-500 m from coastline",69 "notes": "Model 1 (non-flood): t-statistics in adjacent column"70 },71 {72 "model_id": "T3-2A",73 "table": "3",74 "column": "2A",75 "page": 55,76 "dep_var": "LogRENT (annual rent, Naira)",77 "dep_transform": "log",78 "estimator": "OLS",79 "n_obs": 318,80 "r2": 0.571,81 "se_or_t_in_parentheses": "t",82 "sample_subset": "0-500 m from coastline",83 "notes": "Model 2 (flood effect): coastline distance interacted with flood rate; t-statistics in adjacent column"84 },85 {86 "model_id": "T3-2B",87 "table": "3",88 "column": "2B",89 "page": 55,90 "dep_var": "LogRENT (annual rent, Naira)",91 "dep_transform": "log",92 "estimator": "OLS",93 "n_obs": 118,94 "r2": 0.553,95 "se_or_t_in_parentheses": "t",96 "sample_subset": "0-250 m from coastline",97 "notes": "Model 2 (flood effect): coastline distance interacted with flood rate; t-statistics in adjacent column"98 },99 {100 "model_id": "T3-2C",101 "table": "3",102 "column": "2C",103 "page": 55,104 "dep_var": "LogRENT (annual rent, Naira)",105 "dep_transform": "log",106 "estimator": "OLS",107 "n_obs": 200,108 "r2": 0.635,109 "se_or_t_in_parentheses": "t",110 "sample_subset": "251-500 m from coastline",111 "notes": "Model 2 (flood effect): coastline distance interacted with flood rate; t-statistics in adjacent column"112 }113 ],114 "coefficients": [115 {116 "model_id": "T2-1A",117 "var_name_printed": "LogBLDAGE",118 "taxonomy_id": "age",119 "x_transform": "log",120 "x_unit": "years",121 "beta": -0.163,122 "se": null,123 "t": -3.454,124 "p": null,125 "p_stars": "**",126 "ci_lo": null,127 "ci_hi": null,128 "page": 54,129 "confidence": "high",130 "notes": "building age, log"131 },132 {133 "model_id": "T2-1A",134 "var_name_printed": "LogBFLOAREA",135 "taxonomy_id": "living_area",136 "x_transform": "log",137 "x_unit": "m2",138 "beta": 2.381,139 "se": null,140 "t": 10.627,141 "p": null,142 "p_stars": "***",143 "ci_lo": null,144 "ci_hi": null,145 "page": 54,146 "confidence": "high",147 "notes": "building floor area, log"148 },149 {150 "model_id": "T2-1A",151 "var_name_printed": "NBEDROOM",152 "taxonomy_id": "bedrooms",153 "x_transform": "level",154 "x_unit": "count",155 "beta": 0.025,156 "se": null,157 "t": 0.576,158 "p": null,159 "p_stars": "",160 "ci_lo": null,161 "ci_hi": null,162 "page": 54,163 "confidence": "high",164 "notes": ""165 },166 {167 "model_id": "T2-1A",168 "var_name_printed": "NBATROOM",169 "taxonomy_id": "bathrooms",170 "x_transform": "level",171 "x_unit": "count",172 "beta": -0.114,173 "se": null,174 "t": -0.953,175 "p": null,176 "p_stars": "",177 "ci_lo": null,178 "ci_hi": null,179 "page": 54,180 "confidence": "high",181 "notes": ""182 },183 {184 "model_id": "T2-1A",185 "var_name_printed": "NFLOORS",186 "taxonomy_id": "storeys",187 "x_transform": "level",188 "x_unit": "count",189 "beta": 0.031,190 "se": null,191 "t": 3.966,192 "p": null,193 "p_stars": "***",194 "ci_lo": null,195 "ci_hi": null,196 "page": 54,197 "confidence": "high",198 "notes": "number of floors"199 },200 {201 "model_id": "T2-1A",202 "var_name_printed": "GARAGE_YES",203 "taxonomy_id": "garage",204 "x_transform": "binary",205 "x_unit": "binary",206 "beta": 0.152,207 "se": null,208 "t": 3.468,209 "p": null,210 "p_stars": "**",211 "ci_lo": null,212 "ci_hi": null,213 "page": 54,214 "confidence": "high",215 "notes": ""216 },217 {218 "model_id": "T2-1A",219 "var_name_printed": "BLDCOND_Excellent",220 "taxonomy_id": "condition",221 "x_transform": "binary",222 "x_unit": "binary",223 "beta": 0.028,224 "se": null,225 "t": 0.892,226 "p": null,227 "p_stars": "",228 "ci_lo": null,229 "ci_hi": null,230 "page": 54,231 "confidence": "high",232 "notes": "building condition excellent dummy"233 },234 {235 "model_id": "T2-1A",236 "var_name_printed": "LSCAPQUA_Excellent",237 "taxonomy_id": "landscaping",238 "x_transform": "binary",239 "x_unit": "binary",240 "beta": 0.028,241 "se": null,242 "t": 0.817,243 "p": null,244 "p_stars": "",245 "ci_lo": null,246 "ci_hi": null,247 "page": 54,248 "confidence": "high",249 "notes": "landscape quality excellent dummy"250 },251 {252 "model_id": "T2-1A",253 "var_name_printed": "LogDISCOAST",254 "taxonomy_id": "water_proximity",255 "x_transform": "log",256 "x_unit": "m",257 "beta": 0.001,258 "se": null,259 "t": 0.009,260 "p": null,261 "p_stars": "",262 "ci_lo": null,263 "ci_hi": null,264 "page": 54,265 "confidence": "high",266 "notes": "distance to coastline, log"267 },268 {269 "model_id": "T2-1A",270 "var_name_printed": "LogDISTWORK",271 "taxonomy_id": "employment_access",272 "x_transform": "log",273 "x_unit": "m",274 "beta": -0.029,275 "se": null,276 "t": -0.932,277 "p": null,278 "p_stars": "",279 "ci_lo": null,280 "ci_hi": null,281 "page": 54,282 "confidence": "high",283 "notes": "distance to workplace, log"284 },285 {286 "model_id": "T2-1A",287 "var_name_printed": "LogDISBSTOP",288 "taxonomy_id": "transit_distance",289 "x_transform": "log",290 "x_unit": "m",291 "beta": -0.437,292 "se": null,293 "t": -1.22,294 "p": null,295 "p_stars": "",296 "ci_lo": null,297 "ci_hi": null,298 "page": 54,299 "confidence": "high",300 "notes": "distance to bus stop, log"301 },302 {303 "model_id": "T2-1A",304 "var_name_printed": "LogDISTSCH",305 "taxonomy_id": "school_distance",306 "x_transform": "log",307 "x_unit": "m",308 "beta": -0.002,309 "se": null,310 "t": -0.04,311 "p": null,312 "p_stars": "",313 "ci_lo": null,314 "ci_hi": null,315 "page": 54,316 "confidence": "high",317 "notes": "distance to school, log"318 },319 {320 "model_id": "T2-1B",321 "var_name_printed": "LogBLDAGE",322 "taxonomy_id": "age",323 "x_transform": "log",324 "x_unit": "years",325 "beta": -0.098,326 "se": null,327 "t": -1.3,328 "p": null,329 "p_stars": "",330 "ci_lo": null,331 "ci_hi": null,332 "page": 54,333 "confidence": "high",334 "notes": "building age, log"335 },336 {337 "model_id": "T2-1B",338 "var_name_printed": "LogBFLOAREA",339 "taxonomy_id": "living_area",340 "x_transform": "log",341 "x_unit": "m2",342 "beta": 1.856,343 "se": null,344 "t": 6.04,345 "p": null,346 "p_stars": "***",347 "ci_lo": null,348 "ci_hi": null,349 "page": 54,350 "confidence": "high",351 "notes": "building floor area, log"352 },353 {354 "model_id": "T2-1B",355 "var_name_printed": "NBEDROOM",356 "taxonomy_id": "bedrooms",357 "x_transform": "level",358 "x_unit": "count",359 "beta": 0.071,360 "se": null,361 "t": 1.083,362 "p": null,363 "p_stars": "",364 "ci_lo": null,365 "ci_hi": null,366 "page": 54,367 "confidence": "high",368 "notes": ""369 },370 {371 "model_id": "T2-1B",372 "var_name_printed": "NBATROOM",373 "taxonomy_id": "bathrooms",374 "x_transform": "level",375 "x_unit": "count",376 "beta": 0.105,377 "se": null,378 "t": 0.624,379 "p": null,380 "p_stars": "",381 "ci_lo": null,382 "ci_hi": null,383 "page": 54,384 "confidence": "high",385 "notes": ""386 },387 {388 "model_id": "T2-1B",389 "var_name_printed": "NFLOORS",390 "taxonomy_id": "storeys",391 "x_transform": "level",392 "x_unit": "count",393 "beta": 0.01,394 "se": null,395 "t": 0.803,396 "p": null,397 "p_stars": "",398 "ci_lo": null,399 "ci_hi": null,400 "page": 54,401 "confidence": "high",402 "notes": "number of floors"403 },404 {405 "model_id": "T2-1B",406 "var_name_printed": "GARAGE_YES",407 "taxonomy_id": "garage",408 "x_transform": "binary",409 "x_unit": "binary",410 "beta": 0.059,411 "se": null,412 "t": 0.851,413 "p": null,414 "p_stars": "",415 "ci_lo": null,416 "ci_hi": null,417 "page": 54,418 "confidence": "high",419 "notes": ""420 },421 {422 "model_id": "T2-1B",423 "var_name_printed": "BLDCOND_Excellent",424 "taxonomy_id": "condition",425 "x_transform": "binary",426 "x_unit": "binary",427 "beta": -0.007,428 "se": null,429 "t": -0.162,430 "p": null,431 "p_stars": "",432 "ci_lo": null,433 "ci_hi": null,434 "page": 54,435 "confidence": "high",436 "notes": "building condition excellent dummy"437 },438 {439 "model_id": "T2-1B",440 "var_name_printed": "LSCAPQUA_Excellent",441 "taxonomy_id": "landscaping",442 "x_transform": "binary",443 "x_unit": "binary",444 "beta": 0.039,445 "se": null,446 "t": 0.743,447 "p": null,448 "p_stars": "",449 "ci_lo": null,450 "ci_hi": null,451 "page": 54,452 "confidence": "high",453 "notes": "landscape quality excellent dummy"454 },455 {456 "model_id": "T2-1B",457 "var_name_printed": "LogDISCOAST",458 "taxonomy_id": "water_proximity",459 "x_transform": "log",460 "x_unit": "m",461 "beta": 0.077,462 "se": null,463 "t": 0.359,464 "p": null,465 "p_stars": "",466 "ci_lo": null,467 "ci_hi": null,468 "page": 54,469 "confidence": "high",470 "notes": "distance to coastline, log"471 },472 {473 "model_id": "T2-1B",474 "var_name_printed": "LogDISTWORK",475 "taxonomy_id": "employment_access",476 "x_transform": "log",477 "x_unit": "m",478 "beta": -0.048,479 "se": null,480 "t": -0.852,481 "p": null,482 "p_stars": "",483 "ci_lo": null,484 "ci_hi": null,485 "page": 54,486 "confidence": "high",487 "notes": "distance to workplace, log"488 },489 {490 "model_id": "T2-1B",491 "var_name_printed": "LogDISBSTOP",492 "taxonomy_id": "transit_distance",493 "x_transform": "log",494 "x_unit": "m",495 "beta": 1.074,496 "se": null,497 "t": 0.952,498 "p": null,499 "p_stars": "",500 "ci_lo": null,501 "ci_hi": null,502 "page": 54,503 "confidence": "high",504 "notes": "distance to bus stop, log"505 },506 {507 "model_id": "T2-1B",508 "var_name_printed": "LogDISTSCH",509 "taxonomy_id": "school_distance",510 "x_transform": "log",511 "x_unit": "m",512 "beta": -0.073,513 "se": null,514 "t": -0.653,515 "p": null,516 "p_stars": "",517 "ci_lo": null,518 "ci_hi": null,519 "page": 54,520 "confidence": "high",521 "notes": "distance to school, log"522 },523 {524 "model_id": "T2-1C",525 "var_name_printed": "LogBLDAGE",526 "taxonomy_id": "age",527 "x_transform": "log",528 "x_unit": "years",529 "beta": -0.235,530 "se": null,531 "t": -3.775,532 "p": null,533 "p_stars": "***",534 "ci_lo": null,535 "ci_hi": null,536 "page": 54,537 "confidence": "high",538 "notes": "building age, log"539 },540 {541 "model_id": "T2-1C",542 "var_name_printed": "LogBFLOAREA",543 "taxonomy_id": "living_area",544 "x_transform": "log",545 "x_unit": "m2",546 "beta": 2.672,547 "se": null,548 "t": 8.368,549 "p": null,550 "p_stars": "***",551 "ci_lo": null,552 "ci_hi": null,553 "page": 54,554 "confidence": "high",555 "notes": "building floor area, log"556 },557 {558 "model_id": "T2-1C",559 "var_name_printed": "NBEDROOM",560 "taxonomy_id": "bedrooms",561 "x_transform": "level",562 "x_unit": "count",563 "beta": 0.029,564 "se": null,565 "t": 0.489,566 "p": null,567 "p_stars": "",568 "ci_lo": null,569 "ci_hi": null,570 "page": 54,571 "confidence": "high",572 "notes": ""573 },574 {575 "model_id": "T2-1C",576 "var_name_printed": "NBATROOM",577 "taxonomy_id": "bathrooms",578 "x_transform": "level",579 "x_unit": "count",580 "beta": -0.252,581 "se": null,582 "t": -1.471,583 "p": null,584 "p_stars": "",585 "ci_lo": null,586 "ci_hi": null,587 "page": 54,588 "confidence": "high",589 "notes": ""590 },591 {592 "model_id": "T2-1C",593 "var_name_printed": "NFLOORS",594 "taxonomy_id": "storeys",595 "x_transform": "level",596 "x_unit": "count",597 "beta": 0.055,598 "se": null,599 "t": 4.682,600 "p": null,601 "p_stars": "***",602 "ci_lo": null,603 "ci_hi": null,604 "page": 54,605 "confidence": "high",606 "notes": "number of floors"607 },608 {609 "model_id": "T2-1C",610 "var_name_printed": "GARAGE_YES",611 "taxonomy_id": "garage",612 "x_transform": "binary",613 "x_unit": "binary",614 "beta": 0.183,615 "se": null,616 "t": 3.124,617 "p": null,618 "p_stars": "**",619 "ci_lo": null,620 "ci_hi": null,621 "page": 54,622 "confidence": "high",623 "notes": ""624 },625 {626 "model_id": "T2-1C",627 "var_name_printed": "BLDCOND_Excellent",628 "taxonomy_id": "condition",629 "x_transform": "binary",630 "x_unit": "binary",631 "beta": 0.02,632 "se": null,633 "t": 0.46,634 "p": null,635 "p_stars": "",636 "ci_lo": null,637 "ci_hi": null,638 "page": 54,639 "confidence": "high",640 "notes": "building condition excellent dummy"641 },642 {643 "model_id": "T2-1C",644 "var_name_printed": "LSCAPQUA_Excellent",645 "taxonomy_id": "landscaping",646 "x_transform": "binary",647 "x_unit": "binary",648 "beta": -0.031,649 "se": null,650 "t": -0.679,651 "p": null,652 "p_stars": "",653 "ci_lo": null,654 "ci_hi": null,655 "page": 54,656 "confidence": "high",657 "notes": "landscape quality excellent dummy"658 },659 {660 "model_id": "T2-1C",661 "var_name_printed": "LogDISCOAST",662 "taxonomy_id": "water_proximity",663 "x_transform": "log",664 "x_unit": "m",665 "beta": 0.233,666 "se": null,667 "t": 0.763,668 "p": null,669 "p_stars": "",670 "ci_lo": null,671 "ci_hi": null,672 "page": 54,673 "confidence": "high",674 "notes": "distance to coastline, log"675 },676 {677 "model_id": "T2-1C",678 "var_name_printed": "LogDISTWORK",679 "taxonomy_id": "employment_access",680 "x_transform": "log",681 "x_unit": "m",682 "beta": -0.065,683 "se": null,684 "t": -1.51,685 "p": null,686 "p_stars": "",687 "ci_lo": null,688 "ci_hi": null,689 "page": 54,690 "confidence": "high",691 "notes": "distance to workplace, log"692 },693 {694 "model_id": "T2-1C",695 "var_name_printed": "LogDISBSTOP",696 "taxonomy_id": "transit_distance",697 "x_transform": "log",698 "x_unit": "m",699 "beta": -0.345,700 "se": null,701 "t": -0.718,702 "p": null,703 "p_stars": "",704 "ci_lo": null,705 "ci_hi": null,706 "page": 54,707 "confidence": "high",708 "notes": "distance to bus stop, log"709 },710 {711 "model_id": "T2-1C",712 "var_name_printed": "LogDISTSCH",713 "taxonomy_id": "school_distance",714 "x_transform": "log",715 "x_unit": "m",716 "beta": 0.023,717 "se": null,718 "t": 0.301,719 "p": null,720 "p_stars": "",721 "ci_lo": null,722 "ci_hi": null,723 "page": 54,724 "confidence": "high",725 "notes": "distance to school, log"726 },727 {728 "model_id": "T3-2A",729 "var_name_printed": "LogBLDAGE",730 "taxonomy_id": "age",731 "x_transform": "log",732 "x_unit": "years",733 "beta": -0.162,734 "se": null,735 "t": -3.44,736 "p": null,737 "p_stars": "**",738 "ci_lo": null,739 "ci_hi": null,740 "page": 55,741 "confidence": "high",742 "notes": "building age, log"743 },744 {745 "model_id": "T3-2A",746 "var_name_printed": "LogBFLOAREA",747 "taxonomy_id": "living_area",748 "x_transform": "log",749 "x_unit": "m2",750 "beta": 2.385,751 "se": null,752 "t": 10.622,753 "p": null,754 "p_stars": "***",755 "ci_lo": null,756 "ci_hi": null,757 "page": 55,758 "confidence": "high",759 "notes": "building floor area, log"760 },761 {762 "model_id": "T3-2A",763 "var_name_printed": "NBEDROOM",764 "taxonomy_id": "bedrooms",765 "x_transform": "level",766 "x_unit": "count",767 "beta": 0.025,768 "se": null,769 "t": 0.569,770 "p": null,771 "p_stars": "",772 "ci_lo": null,773 "ci_hi": null,774 "page": 55,775 "confidence": "high",776 "notes": ""777 },778 {779 "model_id": "T3-2A",780 "var_name_printed": "NBATROOM",781 "taxonomy_id": "bathrooms",782 "x_transform": "level",783 "x_unit": "count",784 "beta": -0.117,785 "se": null,786 "t": -0.986,787 "p": null,788 "p_stars": "",789 "ci_lo": null,790 "ci_hi": null,791 "page": 55,792 "confidence": "high",793 "notes": ""794 },795 {796 "model_id": "T3-2A",797 "var_name_printed": "NFLOORS",798 "taxonomy_id": "storeys",799 "x_transform": "level",800 "x_unit": "count",801 "beta": 0.032,802 "se": null,803 "t": 3.975,804 "p": null,805 "p_stars": "***",806 "ci_lo": null,807 "ci_hi": null,808 "page": 55,809 "confidence": "high",810 "notes": "number of floors"811 },812 {813 "model_id": "T3-2A",814 "var_name_printed": "GARAGE_YES",815 "taxonomy_id": "garage",816 "x_transform": "binary",817 "x_unit": "binary",818 "beta": 0.152,819 "se": null,820 "t": 3.484,821 "p": null,822 "p_stars": "**",823 "ci_lo": null,824 "ci_hi": null,825 "page": 55,826 "confidence": "high",827 "notes": ""828 },829 {830 "model_id": "T3-2A",831 "var_name_printed": "BLDCOND_Excellent",832 "taxonomy_id": "condition",833 "x_transform": "binary",834 "x_unit": "binary",835 "beta": 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