{"id":"https://openalex.org/W2113814318","doi":"https://doi.org/10.1109/tem.2011.2136437","title":"Addressing Common Method Variance: Guidelines for Survey Research on Information Technology, Operations, and Supply Chain Management","display_name":"Addressing Common Method Variance: Guidelines for Survey Research on Information Technology, Operations, and Supply Chain Management","publication_year":2011,"publication_date":"2011-05-09","ids":{"openalex":"https://openalex.org/W2113814318","doi":"https://doi.org/10.1109/tem.2011.2136437","mag":"2113814318"},"language":"en","primary_location":{"id":"doi:10.1109/tem.2011.2136437","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tem.2011.2136437","pdf_url":null,"source":{"id":"https://openalex.org/S154533451","display_name":"IEEE Transactions on Engineering Management","issn_l":"0018-9391","issn":["0018-9391","1558-0040"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Engineering Management","raw_type":"journal-article"},"type":"article","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/A5001862274","display_name":"Christopher W. Craighead","orcid":"https://orcid.org/0000-0003-2081-8216"},"institutions":[{"id":"https://openalex.org/I130769515","display_name":"Pennsylvania State University","ror":"https://ror.org/04p491231","country_code":"US","type":"education","lineage":["https://openalex.org/I130769515"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Christopher W. Craighead","raw_affiliation_strings":["Department of Supply Chain and Information Systems, Smeal College of Business, Pennsylvania State University, University Park, PA, USA","Department of Supply Chain and Information Systems; Pennsylvania State University; University Park PA USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Supply Chain and Information Systems, Smeal College of Business, Pennsylvania State University, University Park, PA, USA","institution_ids":["https://openalex.org/I130769515"]},{"raw_affiliation_string":"Department of Supply Chain and Information Systems; Pennsylvania State University; University Park PA USA","institution_ids":["https://openalex.org/I130769515"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5090290465","display_name":"David J. Ketchen","orcid":"https://orcid.org/0000-0001-9861-9781"},"institutions":[{"id":"https://openalex.org/I82497590","display_name":"Auburn University","ror":"https://ror.org/02v80fc35","country_code":"US","type":"education","lineage":["https://openalex.org/I82497590"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"David J. Ketchen","raw_affiliation_strings":["College of Business, Aubum University, Auburn, AL, USA","College of Business, Auburn University, Auburn, AL, USA#TAB#"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Business, Aubum University, Auburn, AL, USA","institution_ids":["https://openalex.org/I82497590"]},{"raw_affiliation_string":"College of Business, Auburn University, Auburn, AL, USA#TAB#","institution_ids":["https://openalex.org/I82497590"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5110210114","display_name":"Kaitlin S. Dunn","orcid":null},"institutions":[{"id":"https://openalex.org/I130769515","display_name":"Pennsylvania State University","ror":"https://ror.org/04p491231","country_code":"US","type":"education","lineage":["https://openalex.org/I130769515"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Kaitlin S. Dunn","raw_affiliation_strings":["Department of Supply Chain and Information Systems, Smeal College of Business, Pennsylvania State University, University Park, PA, USA","Department of Supply Chain and Information Systems; Pennsylvania State University; University Park PA USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Supply Chain and Information Systems, Smeal College of Business, Pennsylvania State University, University Park, PA, USA","institution_ids":["https://openalex.org/I130769515"]},{"raw_affiliation_string":"Department of Supply Chain and Information Systems; Pennsylvania State University; University Park PA USA","institution_ids":["https://openalex.org/I130769515"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5043993835","display_name":"G. Tomas M. Hult","orcid":"https://orcid.org/0000-0003-1728-7856"},"institutions":[{"id":"https://openalex.org/I87216513","display_name":"Michigan State University","ror":"https://ror.org/05hs6h993","country_code":"US","type":"education","lineage":["https://openalex.org/I87216513"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"G. Tomas M. Hult","raw_affiliation_strings":["Eli Broad Graduate School of Management, Michigan State University, East Lansing, MI, USA","Eli Broad Grad. Sch. of Manage., Michigan State Univ., East Lansing, MI, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Eli Broad Graduate School of Management, Michigan State University, East Lansing, MI, USA","institution_ids":["https://openalex.org/I87216513"]},{"raw_affiliation_string":"Eli Broad Grad. Sch. of Manage., Michigan State Univ., East Lansing, MI, USA","institution_ids":["https://openalex.org/I87216513"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":22.4997,"has_fulltext":false,"cited_by_count":519,"citation_normalized_percentile":{"value":0.99668614,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":98,"max":100},"biblio":{"volume":"58","issue":"3","first_page":"578","last_page":"588"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10164","display_name":"Quality and Supply Management","score":0.9930999875068665,"subfield":{"id":"https://openalex.org/subfields/1404","display_name":"Management Information Systems"},"field":{"id":"https://openalex.org/fields/14","display_name":"Business, Management and Accounting"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T10164","display_name":"Quality and Supply Management","score":0.9930999875068665,"subfield":{"id":"https://openalex.org/subfields/1404","display_name":"Management Information Systems"},"field":{"id":"https://openalex.org/fields/14","display_name":"Business, Management and Accounting"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T10068","display_name":"Technology Adoption and User Behaviour","score":0.9506999850273132,"subfield":{"id":"https://openalex.org/subfields/1802","display_name":"Information Systems and Management"},"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/T11938","display_name":"ERP Systems Implementation and Impact","score":0.9355000257492065,"subfield":{"id":"https://openalex.org/subfields/1404","display_name":"Management Information Systems"},"field":{"id":"https://openalex.org/fields/14","display_name":"Business, Management and Accounting"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/variance","display_name":"Variance (accounting)","score":0.6351795196533203},{"id":"https://openalex.org/keywords/spurious-relationship","display_name":"Spurious relationship","score":0.622859537601471},{"id":"https://openalex.org/keywords/variable","display_name":"Variable (mathematics)","score":0.5508124232292175},{"id":"https://openalex.org/keywords/supply-chain-management","display_name":"Supply chain management","score":0.5460023283958435},{"id":"https://openalex.org/keywords/common-method-variance","display_name":"Common-method variance","score":0.5025217533111572},{"id":"https://openalex.org/keywords/supply-chain","display_name":"Supply chain","score":0.4812007546424866},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.4595547914505005},{"id":"https://openalex.org/keywords/information-technology-management","display_name":"Information technology management","score":0.4215925335884094},{"id":"https://openalex.org/keywords/knowledge-management","display_name":"Knowledge management","score":0.37964990735054016},{"id":"https://openalex.org/keywords/business","display_name":"Business","score":0.3619968891143799},{"id":"https://openalex.org/keywords/risk-analysis","display_name":"Risk analysis (engineering)","score":0.35410648584365845},{"id":"https://openalex.org/keywords/operations-management","display_name":"Operations management","score":0.3348740339279175},{"id":"https://openalex.org/keywords/management-information-systems","display_name":"Management information systems","score":0.33108386397361755},{"id":"https://openalex.org/keywords/marketing","display_name":"Marketing","score":0.2780856192111969},{"id":"https://openalex.org/keywords/information-system","display_name":"Information system","score":0.25390633940696716},{"id":"https://openalex.org/keywords/economics","display_name":"Economics","score":0.24119096994400024},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.23454001545906067},{"id":"https://openalex.org/keywords/accounting","display_name":"Accounting","score":0.11311876773834229},{"id":"https://openalex.org/keywords/statistics","display_name":"Statistics","score":0.11161482334136963},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.10299134254455566}],"concepts":[{"id":"https://openalex.org/C196083921","wikidata":"https://www.wikidata.org/wiki/Q7915758","display_name":"Variance (accounting)","level":2,"score":0.6351795196533203},{"id":"https://openalex.org/C97256817","wikidata":"https://www.wikidata.org/wiki/Q1462316","display_name":"Spurious relationship","level":2,"score":0.622859537601471},{"id":"https://openalex.org/C182365436","wikidata":"https://www.wikidata.org/wiki/Q50701","display_name":"Variable (mathematics)","level":2,"score":0.5508124232292175},{"id":"https://openalex.org/C44104985","wikidata":"https://www.wikidata.org/wiki/Q492886","display_name":"Supply chain management","level":3,"score":0.5460023283958435},{"id":"https://openalex.org/C84679943","wikidata":"https://www.wikidata.org/wiki/Q1925442","display_name":"Common-method variance","level":2,"score":0.5025217533111572},{"id":"https://openalex.org/C108713360","wikidata":"https://www.wikidata.org/wiki/Q1824206","display_name":"Supply chain","level":2,"score":0.4812007546424866},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4595547914505005},{"id":"https://openalex.org/C134503902","wikidata":"https://www.wikidata.org/wiki/Q1473265","display_name":"Information technology management","level":4,"score":0.4215925335884094},{"id":"https://openalex.org/C56739046","wikidata":"https://www.wikidata.org/wiki/Q192060","display_name":"Knowledge management","level":1,"score":0.37964990735054016},{"id":"https://openalex.org/C144133560","wikidata":"https://www.wikidata.org/wiki/Q4830453","display_name":"Business","level":0,"score":0.3619968891143799},{"id":"https://openalex.org/C112930515","wikidata":"https://www.wikidata.org/wiki/Q4389547","display_name":"Risk analysis (engineering)","level":1,"score":0.35410648584365845},{"id":"https://openalex.org/C21547014","wikidata":"https://www.wikidata.org/wiki/Q1423657","display_name":"Operations management","level":1,"score":0.3348740339279175},{"id":"https://openalex.org/C29848774","wikidata":"https://www.wikidata.org/wiki/Q61905","display_name":"Management information systems","level":3,"score":0.33108386397361755},{"id":"https://openalex.org/C162853370","wikidata":"https://www.wikidata.org/wiki/Q39809","display_name":"Marketing","level":1,"score":0.2780856192111969},{"id":"https://openalex.org/C180198813","wikidata":"https://www.wikidata.org/wiki/Q121182","display_name":"Information system","level":2,"score":0.25390633940696716},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.24119096994400024},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.23454001545906067},{"id":"https://openalex.org/C121955636","wikidata":"https://www.wikidata.org/wiki/Q4116214","display_name":"Accounting","level":1,"score":0.11311876773834229},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.11161482334136963},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.10299134254455566},{"id":"https://openalex.org/C119599485","wikidata":"https://www.wikidata.org/wiki/Q43035","display_name":"Electrical engineering","level":1,"score":0.0},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.0},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tem.2011.2136437","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tem.2011.2136437","pdf_url":null,"source":{"id":"https://openalex.org/S154533451","display_name":"IEEE Transactions on Engineering Management","issn_l":"0018-9391","issn":["0018-9391","1558-0040"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Engineering Management","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.5199999809265137,"id":"https://metadata.un.org/sdg/9","display_name":"Industry, innovation and infrastructure"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":73,"referenced_works":["https://openalex.org/W116282327","https://openalex.org/W1511920456","https://openalex.org/W1568955415","https://openalex.org/W1595575146","https://openalex.org/W1598127442","https://openalex.org/W1662497404","https://openalex.org/W1964312016","https://openalex.org/W1965354703","https://openalex.org/W1966055854","https://openalex.org/W1966382716","https://openalex.org/W1966426817","https://openalex.org/W1968304553","https://openalex.org/W1970017318","https://openalex.org/W1977673851","https://openalex.org/W1979422830","https://openalex.org/W1979941630","https://openalex.org/W1981708577","https://openalex.org/W1989362746","https://openalex.org/W1992879293","https://openalex.org/W2000461217","https://openalex.org/W2002982309","https://openalex.org/W2006441300","https://openalex.org/W2008839779","https://openalex.org/W2010254810","https://openalex.org/W2012033861","https://openalex.org/W2014484022","https://openalex.org/W2024509488","https://openalex.org/W2040454190","https://openalex.org/W2049030568","https://openalex.org/W2053154970","https://openalex.org/W2056683859","https://openalex.org/W2060635400","https://openalex.org/W2061977616","https://openalex.org/W2064054595","https://openalex.org/W2065139175","https://openalex.org/W2069472812","https://openalex.org/W2070316238","https://openalex.org/W2073984231","https://openalex.org/W2077843716","https://openalex.org/W2079069357","https://openalex.org/W2088768622","https://openalex.org/W2097686744","https://openalex.org/W2106096361","https://openalex.org/W2110380098","https://openalex.org/W2111204980","https://openalex.org/W2116766161","https://openalex.org/W2122983118","https://openalex.org/W2126257895","https://openalex.org/W2127644002","https://openalex.org/W2128090963","https://openalex.org/W2130091537","https://openalex.org/W2136138657","https://openalex.org/W2137174507","https://openalex.org/W2141708152","https://openalex.org/W2144103056","https://openalex.org/W2145316437","https://openalex.org/W2150238850","https://openalex.org/W2153387296","https://openalex.org/W2153779956","https://openalex.org/W2154154386","https://openalex.org/W2161537835","https://openalex.org/W2161917817","https://openalex.org/W2161975883","https://openalex.org/W2164634262","https://openalex.org/W2164777277","https://openalex.org/W2168082050","https://openalex.org/W2171515724","https://openalex.org/W2335487254","https://openalex.org/W3124536214","https://openalex.org/W3124901404","https://openalex.org/W4250653181","https://openalex.org/W4285719527","https://openalex.org/W6604660889"],"related_works":["https://openalex.org/W2184817066","https://openalex.org/W2383278399","https://openalex.org/W639022512","https://openalex.org/W582606261","https://openalex.org/W2010841179","https://openalex.org/W1527305503","https://openalex.org/W2184919556","https://openalex.org/W2081159176","https://openalex.org/W2010475073","https://openalex.org/W618449611"],"abstract_inverted_index":{"Common":[0],"method":[1],"variance":[2],"(CMV)":[3],"is":[4,13],"the":[5,17,73,135,144],"amount":[6],"of":[7,52,72,139],"spurious":[8],"correlation":[9],"between":[10,33,77],"variables":[11,34],"that":[12,70,88],"created":[14],"by":[15,35],"using":[16],"same":[18],"method-often":[19],"a":[20],"survey-to":[21],"measure":[22],"each":[23],"variable.":[24],"CMV":[25,91,146],"may":[26],"lead":[27],"to":[28,60,104,119,127,130,161],"erroneous":[29],"conclusions":[30],"about":[31],"relationships":[32],"inflating":[36],"or":[37],"deflating":[38],"findings.":[39],"We":[40,68],"analyzed":[41],"recent":[42],"survey":[43],"research":[44,122],"in":[45],"IEEE":[46],"Transactions":[47],"on":[48,93],"Engineering":[49],"Management,":[50,54],"Journal":[51],"Operations":[53,58],"and":[55,57,63,79,86,111,152],"Production":[56],"Management":[59],"assess":[61],"if":[62],"how":[64],"scholars":[65,129],"address":[66,84,90,132],"CMV.":[67,133],"found":[69],"two-thirds":[71],"relevant":[74],"articles":[75],"published":[76],"2001":[78],"2009":[80],"did":[81,89],"not":[82],"formally":[83],"CMV,":[85,140],"many":[87],"relied":[92],"relatively":[94],"weak":[95],"remedies.":[96],"These":[97],"findings":[98],"have":[99],"troubling":[100],"implications":[101],"for":[102],"efforts":[103],"build":[105],"knowledge":[106],"within":[107,148],"information":[108],"technology,":[109],"operations":[110],"supply":[112],"chain":[113],"management":[114],"research.":[115],"In":[116],"an":[117],"effort":[118],"strengthen":[120],"future":[121],"designs,":[123],"we":[124],"provide":[125],"recommendations":[126],"help":[128],"better":[131],"Given":[134],"potentially":[136],"severe":[137],"effects":[138],"authors":[141,156],"should":[142,154],"apply":[143],"recommended":[145],"remedies":[147],"their":[149],"survey-based":[150],"studies,":[151],"reviewers":[153],"hold":[155],"accountable":[157],"when":[158],"they":[159],"fail":[160],"do":[162],"so.":[163]},"counts_by_year":[{"year":2026,"cited_by_count":22},{"year":2025,"cited_by_count":41},{"year":2024,"cited_by_count":48},{"year":2023,"cited_by_count":41},{"year":2022,"cited_by_count":59},{"year":2021,"cited_by_count":49},{"year":2020,"cited_by_count":43},{"year":2019,"cited_by_count":47},{"year":2018,"cited_by_count":43},{"year":2017,"cited_by_count":29},{"year":2016,"cited_by_count":31},{"year":2015,"cited_by_count":22},{"year":2014,"cited_by_count":25},{"year":2013,"cited_by_count":12},{"year":2012,"cited_by_count":6}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}