{"id":"https://openalex.org/W2045019904","doi":"https://doi.org/10.1061/(asce)co.1943-7862.0000138","title":"Empirical Modeling Methodologies for Construction","display_name":"Empirical Modeling Methodologies for Construction","publication_year":2009,"publication_date":"2009-08-20","ids":{"openalex":"https://openalex.org/W2045019904","doi":"https://doi.org/10.1061/(asce)co.1943-7862.0000138","mag":"2045019904"},"language":"en","primary_location":{"id":"doi:10.1061/(asce)co.1943-7862.0000138","doi":"https://doi.org/10.1061/(asce)co.1943-7862.0000138","is_oa":false,"landing_page_url":"https://doi.org/10.1061/(asce)co.1943-7862.0000138","pdf_url":null,"source":{"id":"https://openalex.org/S2764777209","display_name":"Journal of Construction Engineering and Management","issn_l":"0733-9364","issn":["0733-9364","1943-7862"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["abdc-a-star","anvur-class-a","anvur-scientific","cwts-core","dongbi-b","jufo-2","norway-2","poland-100","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310315747","host_organization_name":"American Society of Civil Engineers","host_organization_lineage":["https://openalex.org/P4310315747"],"host_organization_lineage_names":["American Society of Civil Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Construction Engineering and Management","raw_type":"journal-article"},"volume":null,"type":"article","is_traditional":true,"indexed_in":["crossref"],"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/A5007739957","display_name":"Ian Flood","orcid":"https://orcid.org/0000-0002-4054-7604","observed_orcids":["https://orcid.org/0000-0002-4054-7604"]},"institutions":[{"id":"https://openalex.org/I33213144","display_name":"University of Florida","ror":"https://ror.org/02y3ad647","country_code":"US","type":"education","lineage":["https://openalex.org/I33213144"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Ian Flood","raw_affiliation_strings":["Associate Professor, Rinker School, College of Design, Construction and Planning, Univ. of Florida, Gainesville, FL 32611-5703 (corresponding author)","Professor, Rinker School, College of Design, Construction and Planning, Univ. of Florida, Gainesville, FL 32611-5703"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Associate Professor, Rinker School, College of Design, Construction and Planning, Univ. of Florida, Gainesville, FL 32611-5703 (corresponding author)","institution_ids":["https://openalex.org/I33213144"]},{"raw_affiliation_string":"Professor, Rinker School, College of Design, Construction and Planning, Univ. of Florida, Gainesville, FL 32611-5703","institution_ids":["https://openalex.org/I33213144"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5039850123","display_name":"Raja R. A. Issa","orcid":"https://orcid.org/0000-0001-5193-3802","observed_orcids":["https://orcid.org/0000-0001-5193-3802"]},"institutions":[{"id":"https://openalex.org/I33213144","display_name":"University of Florida","ror":"https://ror.org/02y3ad647","country_code":"US","type":"education","lineage":["https://openalex.org/I33213144"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Raja R. A. Issa","raw_affiliation_strings":["Associate Professor, Rinker School, College of Design, Construction and Planning, Univ. of Florida, Gainesville, FL 32611-5703 (corresponding author)","Professor, Rinker School, College of Design, Construction and Planning, Univ. of Florida, Gainesville, FL 32611-5703"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Associate Professor, Rinker School, College of Design, Construction and Planning, Univ. of Florida, Gainesville, FL 32611-5703 (corresponding author)","institution_ids":["https://openalex.org/I33213144"]},{"raw_affiliation_string":"Professor, Rinker School, College of Design, Construction and Planning, Univ. of Florida, Gainesville, FL 32611-5703","institution_ids":["https://openalex.org/I33213144"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I33213144"],"apc_list":null,"apc_paid":null,"fwci":1.7845,"has_fulltext":false,"cited_by_count":30,"citation_normalized_percentile":{"value":0.85394833,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":88,"max":98},"biblio":{"volume":"136","issue":"1","first_page":"36","last_page":"48"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10395","display_name":"Construction Project Management and Performance","score":0.47920000553131104,"subfield":{"id":"https://openalex.org/subfields/1803","display_name":"Management Science and Operations Research"},"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/T10395","display_name":"Construction Project Management and Performance","score":0.47920000553131104,"subfield":{"id":"https://openalex.org/subfields/1803","display_name":"Management Science and Operations Research"},"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/T11006","display_name":"BIM and Construction Integration","score":0.20250000059604645,"subfield":{"id":"https://openalex.org/subfields/2215","display_name":"Building and Construction"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11195","display_name":"Simulation Techniques and Applications","score":0.1298000067472458,"subfield":{"id":"https://openalex.org/subfields/1803","display_name":"Management Science and Operations Research"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/empirical-modeling","display_name":"empirical modeling","score":0.996999979019165},{"id":"https://openalex.org/keywords/construction-engineering-and-management","display_name":"construction engineering management","score":0.7929999828338623},{"id":"https://openalex.org/keywords/model-development-methodology","display_name":"model development methodology","score":0.8769999742507935},{"id":"https://openalex.org/keywords/model-validation","display_name":"model validation","score":0.9229999780654907},{"id":"https://openalex.org/keywords/model-evaluation","display_name":"model evaluation","score":0.5199999809265137},{"id":"https://openalex.org/keywords/artificial-evolution","display_name":"artificial evolution","score":0.7720000147819519},{"id":"https://openalex.org/keywords/data-collation","display_name":"data collation","score":0.6019999980926514},{"id":"https://openalex.org/keywords/model-selection","display_name":"model selection","score":0.6439999938011169}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4417729675769806}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1061/(asce)co.1943-7862.0000138","doi":"https://doi.org/10.1061/(asce)co.1943-7862.0000138","is_oa":false,"landing_page_url":"https://doi.org/10.1061/(asce)co.1943-7862.0000138","pdf_url":null,"source":{"id":"https://openalex.org/S2764777209","display_name":"Journal of Construction Engineering and Management","issn_l":"0733-9364","issn":["0733-9364","1943-7862"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["abdc-a-star","anvur-class-a","anvur-scientific","cwts-core","dongbi-b","jufo-2","norway-2","poland-100","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310315747","host_organization_name":"American Society of Civil Engineers","host_organization_lineage":["https://openalex.org/P4310315747"],"host_organization_lineage_names":["American Society of Civil Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Construction Engineering and Management","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"study_designs":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":26,"referenced_works":["https://openalex.org/W957773933","https://openalex.org/W1486857861","https://openalex.org/W1973823913","https://openalex.org/W1987919596","https://openalex.org/W2005157281","https://openalex.org/W2006225934","https://openalex.org/W2024937578","https://openalex.org/W2036109877","https://openalex.org/W2048643360","https://openalex.org/W2051588321","https://openalex.org/W2051964834","https://openalex.org/W2065654763","https://openalex.org/W2073585262","https://openalex.org/W2079847520","https://openalex.org/W2081951886","https://openalex.org/W2090548009","https://openalex.org/W2116843996","https://openalex.org/W2143593951","https://openalex.org/W2155904984","https://openalex.org/W2171642819","https://openalex.org/W2766736793","https://openalex.org/W2802241598","https://openalex.org/W2894852644","https://openalex.org/W2912045277","https://openalex.org/W3137435582","https://openalex.org/W4300402905"],"related_works":["https://openalex.org/W2569869921","https://openalex.org/W2126651007","https://openalex.org/W2134977903","https://openalex.org/W4242571316","https://openalex.org/W2943940662","https://openalex.org/W7095530819","https://openalex.org/W4410777227","https://openalex.org/W7100064572","https://openalex.org/W2616978108","https://openalex.org/W4408112233"],"abstract_inverted_index":{"The":[0,16,67,107],"paper":[1,68,139],"provides":[2,70],"a":[3,71,175],"review":[4],"of":[5,18,24,45,49,57,84,116,154,165,174],"empirical":[6,50,117,148],"modeling":[7,118,149],"and":[8,14,20,30,55,60,82,94,100,105,169],"its":[9,34,65],"application":[10,19],"within":[11],"construction":[12],"engineering":[13],"management.":[15],"scope":[17],"trends":[21],"in":[22,64,130],"use":[23,160],"this":[25,161],"approach":[26],"are":[27],"first":[28],"assessed,":[29],"the":[31,46,53,58,61,80,85,89,120,138],"potential":[32],"for":[33,113],"further":[35],"development":[36,124,173],"is":[37,40,109,140,157],"identified.":[38],"This":[39],"followed":[41,77],"by":[42],"an":[43,147,152],"examination":[44],"key":[47],"components":[48],"modeling,":[51],"namely:":[52],"structure":[54],"operation":[56],"model":[59,96,98],"scheme":[62],"used":[63],"development.":[66],"then":[69],"rigorous":[72],"methodology":[73,108],"that":[74,126],"must":[75],"be":[76],"to":[78,111,142,159,167,171],"ensure":[79,172],"validity":[81],"value":[83],"end":[86,177],"model,":[87],"covering":[88],"steps:":[90],"strategizing;":[91],"data":[92],"collation":[93],"assessment;":[95],"development;":[97],"evaluation":[99],"final":[101,103],"selection;":[102],"validation;":[104],"implementation.":[106],"designed":[110,141],"cater":[112],"all":[114],"forms":[115],"including":[119],"procedurally":[121],"more":[122],"demanding":[123],"algorithms":[125],"have":[127],"become":[128],"available":[129],"recent":[131],"years,":[132],"such":[133],"as":[134],"simulated":[135],"evolution.":[136],"Overall,":[137],"provide":[143],"researchers":[144],"embarking":[145],"on":[146],"study":[150],"with":[151],"overview":[153],"when":[155],"it":[156],"appropriate":[158],"approach,":[162],"what":[163],"type":[164],"system":[166],"adopt,":[168],"how":[170],"successful":[176],"product.":[178]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":2},{"year":2023,"cited_by_count":1},{"year":2022,"cited_by_count":1},{"year":2021,"cited_by_count":2},{"year":2020,"cited_by_count":5},{"year":2019,"cited_by_count":2},{"year":2017,"cited_by_count":2},{"year":2016,"cited_by_count":1},{"year":2015,"cited_by_count":2},{"year":2014,"cited_by_count":3},{"year":2013,"cited_by_count":4},{"year":2012,"cited_by_count":3}],"updated_date":"2026-11-04T10:54:05.112534","created_date":"2016-06-24T00:00:00"}