{"id":"https://openalex.org/W566045943","doi":null,"title":"Better than random: weighted least squares meta-regression analysis","display_name":"Better than random: weighted least squares meta-regression analysis","publication_year":2013,"publication_date":"2013-01-01","ids":{"openalex":"https://openalex.org/W566045943","mag":"566045943"},"language":"en","primary_location":{"id":"pmh:oai:RePEc:dkn:econwp:eco_2013_2","doi":null,"is_oa":false,"landing_page_url":"http://www.deakin.edu.au/buslaw/aef/workingpapers/papers/2013_2.pdf","pdf_url":"http://www.deakin.edu.au/buslaw/aef/workingpapers/papers/2013_2.pdf","source":{"id":"https://openalex.org/S4306401271","display_name":"RePEc: Research Papers in Economics","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I77793887","host_organization_name":"Federal Reserve Bank of St. Louis","host_organization_lineage":["https://openalex.org/I77793887"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"preprint"},"volume":null,"type":"preprint","indexed_in":[],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5035157505","display_name":"T. D. Stanley","orcid":"https://orcid.org/0000-0002-3205-1983","observed_orcids":["https://orcid.org/0000-0002-3205-1983"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"T. D. Stanley","raw_affiliation_strings":[],"raw_orcid":"https://orcid.org/0000-0002-3205-1983","affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5005489008","display_name":"Hristos Doucouliagos","orcid":"https://orcid.org/0000-0001-5269-3556","observed_orcids":["https://orcid.org/0000-0001-5269-3556"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Hristos Doucouliagos","raw_affiliation_strings":[],"raw_orcid":"https://orcid.org/0000-0001-5269-3556","affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":0,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":17,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10206","display_name":"Meta-analysis and systematic reviews","score":0.9937000274658203,"subfield":{"id":"https://openalex.org/subfields/1804","display_name":"Statistics, Probability and Uncertainty"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T10206","display_name":"Meta-analysis and systematic reviews","score":0.9937000274658203,"subfield":{"id":"https://openalex.org/subfields/1804","display_name":"Statistics, Probability and Uncertainty"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T11911","display_name":"Spatial and Panel Data Analysis","score":0.0010000000474974513,"subfield":{"id":"https://openalex.org/subfields/2002","display_name":"Economics and Econometrics"},"field":{"id":"https://openalex.org/fields/20","display_name":"Economics, Econometrics and Finance"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T10243","display_name":"Statistical Methods and Bayesian Inference","score":0.000699999975040555,"subfield":{"id":"https://openalex.org/subfields/2613","display_name":"Statistics and Probability"},"field":{"id":"https://openalex.org/fields/26","display_name":"Mathematics"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/publication-bias","display_name":"publication bias","score":0.9179999828338623},{"id":"https://openalex.org/keywords/small-sample-bias","display_name":"small sample bias","score":0.9570000171661377},{"id":"https://openalex.org/keywords/heterogeneity","display_name":"heterogeneity","score":0.6539999842643738},{"id":"https://openalex.org/keywords/standard-error-correction","display_name":"standard error correction","score":0.8119999766349792},{"id":"https://openalex.org/keywords/confidence-intervals","display_name":"confidence intervals","score":0.8479999899864197}],"concepts":[{"id":"https://openalex.org/C124936440","wikidata":"https://www.wikidata.org/wiki/Q6822263","display_name":"Meta-regression","level":3,"score":0.7994016408920288},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.7211914658546448},{"id":"https://openalex.org/C168743327","wikidata":"https://www.wikidata.org/wiki/Q1826427","display_name":"Random effects model","level":3,"score":0.665346622467041},{"id":"https://openalex.org/C185429906","wikidata":"https://www.wikidata.org/wiki/Q1130160","display_name":"Estimator","level":2,"score":0.6046253442764282},{"id":"https://openalex.org/C95190672","wikidata":"https://www.wikidata.org/wiki/Q815382","display_name":"Meta-analysis","level":2,"score":0.5871949791908264},{"id":"https://openalex.org/C152877465","wikidata":"https://www.wikidata.org/wiki/Q208042","display_name":"Regression analysis","level":2,"score":0.572658121585846},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.5674851536750793},{"id":"https://openalex.org/C83546350","wikidata":"https://www.wikidata.org/wiki/Q1139051","display_name":"Regression","level":2,"score":0.5460559725761414},{"id":"https://openalex.org/C44249647","wikidata":"https://www.wikidata.org/wiki/Q208498","display_name":"Confidence interval","level":2,"score":0.5075565576553345},{"id":"https://openalex.org/C44970651","wikidata":"https://www.wikidata.org/wiki/Q17014030","display_name":"Fixed effects model","level":3,"score":0.4663742184638977},{"id":"https://openalex.org/C2780439572","wikidata":"https://www.wikidata.org/wiki/Q919364","display_name":"Publication bias","level":3,"score":0.4647706151008606},{"id":"https://openalex.org/C48921125","wikidata":"https://www.wikidata.org/wiki/Q10861030","display_name":"Linear regression","level":2,"score":0.4570474922657013},{"id":"https://openalex.org/C73782692","wikidata":"https://www.wikidata.org/wiki/Q196372","display_name":"Random error","level":2,"score":0.45696207880973816},{"id":"https://openalex.org/C185265303","wikidata":"https://www.wikidata.org/wiki/Q7309537","display_name":"Regression dilution","level":4,"score":0.44802364706993103},{"id":"https://openalex.org/C188649462","wikidata":"https://www.wikidata.org/wiki/Q2246261","display_name":"Generalized least squares","level":3,"score":0.4335469603538513},{"id":"https://openalex.org/C149782125","wikidata":"https://www.wikidata.org/wiki/Q160039","display_name":"Econometrics","level":1,"score":0.4233018159866333},{"id":"https://openalex.org/C120068334","wikidata":"https://www.wikidata.org/wiki/Q45343","display_name":"Polynomial regression","level":3,"score":0.20507413148880005},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.1414448320865631},{"id":"https://openalex.org/C126322002","wikidata":"https://www.wikidata.org/wiki/Q11180","display_name":"Internal medicine","level":1,"score":0.07897055149078369},{"id":"https://openalex.org/C6422946","wikidata":"https://www.wikidata.org/wiki/Q857354","display_name":"Panel data","level":2,"score":0.07006195187568665}],"mesh":[],"locations_count":3,"locations":[{"id":"pmh:oai:RePEc:dkn:econwp:eco_2013_2","doi":null,"is_oa":false,"landing_page_url":"http://www.deakin.edu.au/buslaw/aef/workingpapers/papers/2013_2.pdf","pdf_url":"http://www.deakin.edu.au/buslaw/aef/workingpapers/papers/2013_2.pdf","source":{"id":"https://openalex.org/S4306401271","display_name":"RePEc: Research Papers in Economics","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I77793887","host_organization_name":"Federal Reserve Bank of St. Louis","host_organization_lineage":["https://openalex.org/I77793887"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"preprint"},{"id":"mag:566045943","doi":null,"is_oa":false,"landing_page_url":"http://dro.deakin.edu.au/view/DU:30106703","pdf_url":null,"source":{"id":"https://openalex.org/S4306401271","display_name":"RePEc: Research Papers in Economics","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I77793887","host_organization_name":"Federal Reserve Bank of St. Louis","host_organization_lineage":["https://openalex.org/I77793887"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"RePEc: Research Papers in Economics","raw_type":null},{"id":"pmh:oai:figshare.com:article/20821504","doi":null,"is_oa":false,"landing_page_url":"https://figshare.com/articles/report/Better_than_random_weighted_least_squares_meta-regression_analysis/20821504","pdf_url":null,"source":{"id":"https://openalex.org/S4377196282","display_name":"Figshare","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I4210132348","host_organization_name":"Figshare (United Kingdom)","host_organization_lineage":["https://openalex.org/I4210132348"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Report"}],"best_oa_location":null,"sustainable_development_goals":[],"study_designs":[],"awards":[{"id":"https://openalex.org/G7205733531","display_name":"Development and Applications of Meta-Regression Methods in Economics","funder_award_id":"GA15-02411S","funder_id":"https://openalex.org/F4320321006","funder_display_name":"Grantov\u00e1 Agentura \u010cesk\u00e9 Republiky"}],"funders":[{"id":"https://openalex.org/F4320321006","display_name":"Grantov\u00e1 Agentura \u010cesk\u00e9 Republiky","ror":"https://ror.org/01pv73b02"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":51,"referenced_works":["https://openalex.org/W71228264","https://openalex.org/W151950431","https://openalex.org/W171580799","https://openalex.org/W612372977","https://openalex.org/W1501006277","https://openalex.org/W1504239927","https://openalex.org/W1543804133","https://openalex.org/W1555092484","https://openalex.org/W1562382750","https://openalex.org/W1591821068","https://openalex.org/W1643140812","https://openalex.org/W1895808216","https://openalex.org/W1926625387","https://openalex.org/W1964605289","https://openalex.org/W1970128129","https://openalex.org/W1974467827","https://openalex.org/W1982716565","https://openalex.org/W1988840588","https://openalex.org/W1999649023","https://openalex.org/W2001855995","https://openalex.org/W2009813561","https://openalex.org/W2022934807","https://openalex.org/W2023172431","https://openalex.org/W2025543901","https://openalex.org/W2033299442","https://openalex.org/W2036756589","https://openalex.org/W2048296855","https://openalex.org/W2057905708","https://openalex.org/W2067141886","https://openalex.org/W2079213131","https://openalex.org/W2085494266","https://openalex.org/W2097754952","https://openalex.org/W2113235638","https://openalex.org/W2120819732","https://openalex.org/W2122415632","https://openalex.org/W2124758339","https://openalex.org/W2131701504","https://openalex.org/W2136015137","https://openalex.org/W2148326029","https://openalex.org/W2157823046","https://openalex.org/W2166601188","https://openalex.org/W2170521505","https://openalex.org/W2171636200","https://openalex.org/W2256075884","https://openalex.org/W2317327750","https://openalex.org/W2467077495","https://openalex.org/W2580989708","https://openalex.org/W2958790035","https://openalex.org/W2987754890","https://openalex.org/W3121943492","https://openalex.org/W3142512452"],"related_works":["https://openalex.org/W2462813397","https://openalex.org/W1572903765","https://openalex.org/W4280532271","https://openalex.org/W7202164506","https://openalex.org/W4318618060","https://openalex.org/W4307313709","https://openalex.org/W7127998231","https://openalex.org/W6906559753","https://openalex.org/W2048720074","https://openalex.org/W2135402582"],"abstract_inverted_index":{"Our":[0],"study":[1],"revisits":[2],"and":[3,20,35,61,69,76,112],"challenges":[4],"two":[5],"core":[6],"conventional":[7,49],"meta-regression":[8,17,29,53,86,126],"models:":[9],"the":[10,21,38,124],"prevalent":[11],"use":[12],"of":[13,23,85],"?mixed-effects?":[14],"or":[15],"random-effects":[16,50,96,125],"analysis":[18,30],"(RE-MRA)":[19],"correction":[22],"standard":[24],"errors":[25],"that":[26,80,91],"defines":[27],"fixed-effects":[28],"(FE-MRA).":[31],"We":[32],"show":[33,79],"how":[34],"explain":[36],"why":[37],"traditional,":[39],"unrestricted":[40],"weighted":[41],"least":[42],"squares":[43],"estimator":[44],"(WLS-MRA)":[45],"is":[46,56,99,105,117],"superior":[47],"to":[48,94],"(or":[51,58],"mixed-effects)":[52],"when":[54,97,115],"there":[55,98,104,116],"publication":[57,101,106],"small-sample)":[59],"bias":[60],"as":[62,64,121],"good":[63],"FE-MRA":[65],"in":[66,71],"all":[67],"cases":[68],"better":[70],"most":[72],"practical":[73],"applications.":[74],"Simulations":[75],"statistical":[77],"theory":[78],"WLS-MRA":[81,109],"provides":[82],"satisfactory":[83],"estimates":[84],"coefficients":[87],"with":[88],"confidence":[89],"intervals":[90],"are":[92],"comparable":[93],"mixed-or":[95],"no":[100],"bias.":[102],"When":[103],"selection":[107],"bias,":[108],"dominates":[110],"mixed-":[111],"random-effects,":[113],"especially":[114],"large":[118],"additive":[119],"heterogeneity":[120],"assumed":[122],"by":[123],"model.":[127]},"counts_by_year":[{"year":2024,"cited_by_count":1},{"year":2019,"cited_by_count":2},{"year":2018,"cited_by_count":2},{"year":2017,"cited_by_count":3},{"year":2016,"cited_by_count":3},{"year":2015,"cited_by_count":5},{"year":2014,"cited_by_count":1}],"updated_date":"2026-10-16T09:59:22.235173","created_date":"2016-06-24T00:00:00"}
