{"id":"https://openalex.org/W3155929575","doi":"https://doi.org/10.1007/s12525-021-00459-2","title":"Machine learning in information systems - a bibliographic review and open research issues","display_name":"Machine learning in information systems - a bibliographic review and open research issues","publication_year":2021,"publication_date":"2021-04-20","ids":{"openalex":"https://openalex.org/W3155929575","doi":"https://doi.org/10.1007/s12525-021-00459-2","mag":"3155929575"},"language":"en","primary_location":{"id":"doi:10.1007/s12525-021-00459-2","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s12525-021-00459-2","pdf_url":"https://link.springer.com/content/pdf/10.1007/s12525-021-00459-2.pdf","source":{"id":"https://openalex.org/S137519996","display_name":"Electronic Markets","issn_l":"1019-6781","issn":["1019-6781","1422-8890"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Electronic Markets","raw_type":"journal-article"},"type":"review","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://link.springer.com/content/pdf/10.1007/s12525-021-00459-2.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5057467358","display_name":"Benjamin M. Abdel-Karim","orcid":"https://orcid.org/0000-0002-2588-6552"},"institutions":[{"id":"https://openalex.org/I114090438","display_name":"Goethe University Frankfurt","ror":"https://ror.org/04cvxnb49","country_code":"DE","type":"education","lineage":["https://openalex.org/I114090438"]}],"countries":["DE"],"is_corresponding":true,"raw_author_name":"Benjamin M. Abdel-Karim","raw_affiliation_strings":["Goethe University Frankfurt, Information Systems and Information Management, Theodor-W.-Adorno-Platz 4, 60323, Frankfurt, Germany"],"raw_orcid":"https://orcid.org/0000-0002-2588-6552","affiliations":[{"raw_affiliation_string":"Goethe University Frankfurt, Information Systems and Information Management, Theodor-W.-Adorno-Platz 4, 60323, Frankfurt, Germany","institution_ids":["https://openalex.org/I114090438"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5087106786","display_name":"Nicolas Pfeuffer","orcid":"https://orcid.org/0000-0002-5891-1013"},"institutions":[{"id":"https://openalex.org/I114090438","display_name":"Goethe University Frankfurt","ror":"https://ror.org/04cvxnb49","country_code":"DE","type":"education","lineage":["https://openalex.org/I114090438"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Nicolas Pfeuffer","raw_affiliation_strings":["Goethe University Frankfurt, Information Systems and Information Management, Theodor-W.-Adorno-Platz 4, 60323, Frankfurt, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Goethe University Frankfurt, Information Systems and Information Management, Theodor-W.-Adorno-Platz 4, 60323, Frankfurt, Germany","institution_ids":["https://openalex.org/I114090438"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5053984864","display_name":"Oliver Hinz","orcid":"https://orcid.org/0000-0003-4757-0599"},"institutions":[{"id":"https://openalex.org/I114090438","display_name":"Goethe University Frankfurt","ror":"https://ror.org/04cvxnb49","country_code":"DE","type":"education","lineage":["https://openalex.org/I114090438"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Oliver Hinz","raw_affiliation_strings":["Goethe University Frankfurt, Information Systems and Information Management, Theodor-W.-Adorno-Platz 4, 60323, Frankfurt, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Goethe University Frankfurt, Information Systems and Information Management, Theodor-W.-Adorno-Platz 4, 60323, Frankfurt, Germany","institution_ids":["https://openalex.org/I114090438"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5057467358"],"corresponding_institution_ids":["https://openalex.org/I114090438"],"apc_list":{"value":2590,"currency":"EUR","value_usd":3190},"apc_paid":{"value":2590,"currency":"EUR","value_usd":3190},"fwci":5.6866,"has_fulltext":true,"cited_by_count":40,"citation_normalized_percentile":{"value":0.96088087,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":89,"max":99},"biblio":{"volume":"31","issue":"3","first_page":"643","last_page":"670"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11891","display_name":"Big Data and Business Intelligence","score":0.9995999932289124,"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/T11891","display_name":"Big Data and Business Intelligence","score":0.9995999932289124,"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/T11719","display_name":"Data Quality and Management","score":0.9853000044822693,"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/T10799","display_name":"Data Visualization and Analytics","score":0.9757999777793884,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5770105719566345},{"id":"https://openalex.org/keywords/business-intelligence","display_name":"Business intelligence","score":0.5703747868537903},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.5403525829315186},{"id":"https://openalex.org/keywords/sample","display_name":"Sample (material)","score":0.538731575012207},{"id":"https://openalex.org/keywords/empirical-research","display_name":"Empirical research","score":0.5020661354064941},{"id":"https://openalex.org/keywords/knowledge-management","display_name":"Knowledge management","score":0.48957619071006775},{"id":"https://openalex.org/keywords/analytics","display_name":"Analytics","score":0.4741078019142151},{"id":"https://openalex.org/keywords/open-research","display_name":"Open research","score":0.43161529302597046},{"id":"https://openalex.org/keywords/information-system","display_name":"Information system","score":0.41638198494911194},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.28408002853393555},{"id":"https://openalex.org/keywords/political-science","display_name":"Political science","score":0.20580124855041504}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5770105719566345},{"id":"https://openalex.org/C2767350","wikidata":"https://www.wikidata.org/wiki/Q6662173","display_name":"Business intelligence","level":2,"score":0.5703747868537903},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.5403525829315186},{"id":"https://openalex.org/C198531522","wikidata":"https://www.wikidata.org/wiki/Q485146","display_name":"Sample (material)","level":2,"score":0.538731575012207},{"id":"https://openalex.org/C120936955","wikidata":"https://www.wikidata.org/wiki/Q2155640","display_name":"Empirical research","level":2,"score":0.5020661354064941},{"id":"https://openalex.org/C56739046","wikidata":"https://www.wikidata.org/wiki/Q192060","display_name":"Knowledge management","level":1,"score":0.48957619071006775},{"id":"https://openalex.org/C79158427","wikidata":"https://www.wikidata.org/wiki/Q485396","display_name":"Analytics","level":2,"score":0.4741078019142151},{"id":"https://openalex.org/C2778464652","wikidata":"https://www.wikidata.org/wiki/Q309849","display_name":"Open research","level":2,"score":0.43161529302597046},{"id":"https://openalex.org/C180198813","wikidata":"https://www.wikidata.org/wiki/Q121182","display_name":"Information system","level":2,"score":0.41638198494911194},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.28408002853393555},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.20580124855041504},{"id":"https://openalex.org/C111472728","wikidata":"https://www.wikidata.org/wiki/Q9471","display_name":"Epistemology","level":1,"score":0.0},{"id":"https://openalex.org/C43617362","wikidata":"https://www.wikidata.org/wiki/Q170050","display_name":"Chromatography","level":1,"score":0.0},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.0},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0}],"mesh":[],"locations_count":4,"locations":[{"id":"doi:10.1007/s12525-021-00459-2","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s12525-021-00459-2","pdf_url":"https://link.springer.com/content/pdf/10.1007/s12525-021-00459-2.pdf","source":{"id":"https://openalex.org/S137519996","display_name":"Electronic Markets","issn_l":"1019-6781","issn":["1019-6781","1422-8890"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Electronic Markets","raw_type":"journal-article"},{"id":"pmh:oai:RePEc:spr:elmark:v:31:y:2021:i:3:d:10.1007_s12525-021-00459-2","is_oa":false,"landing_page_url":"http://link.springer.com/10.1007/s12525-021-00459-2","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,"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":null,"raw_type":"article"},{"id":"pmh:oai:econstor.eu:10419/287115","is_oa":true,"landing_page_url":"https://hdl.handle.net/10419/287115","pdf_url":null,"source":{"id":"https://openalex.org/S4306401696","display_name":"Econstor (Econstor)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"doc-type:article"},{"id":"pmh:oai:publikationen.ub.uni-frankfurt.de:75082","is_oa":true,"landing_page_url":"https://nbn-resolving.org/urn:nbn:de:hebis:30:3-750823","pdf_url":null,"source":{"id":"https://openalex.org/S4306400432","display_name":"Publication Server of Goethe University Frankfurt am Main (Goethe University Frankfurt)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I114090438","host_organization_name":"Goethe University Frankfurt","host_organization_lineage":["https://openalex.org/I114090438"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1007/s12525-021-00459-2","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s12525-021-00459-2","pdf_url":"https://link.springer.com/content/pdf/10.1007/s12525-021-00459-2.pdf","source":{"id":"https://openalex.org/S137519996","display_name":"Electronic Markets","issn_l":"1019-6781","issn":["1019-6781","1422-8890"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Electronic Markets","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Industry, innovation and infrastructure","score":0.4699999988079071,"id":"https://metadata.un.org/sdg/9"}],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W3155929575.pdf","grobid_xml":"https://content.openalex.org/works/W3155929575.grobid-xml"},"referenced_works_count":167,"referenced_works":["https://openalex.org/W33227584","https://openalex.org/W92988379","https://openalex.org/W198744195","https://openalex.org/W951700742","https://openalex.org/W958802842","https://openalex.org/W1534859880","https://openalex.org/W1547183878","https://openalex.org/W1549761040","https://openalex.org/W1595575146","https://openalex.org/W1613741416","https://openalex.org/W1663973292","https://openalex.org/W1672197616","https://openalex.org/W1849719402","https://openalex.org/W1870146437","https://openalex.org/W1901616594","https://openalex.org/W1964402839","https://openalex.org/W1966866425","https://openalex.org/W1980640719","https://openalex.org/W1985258161","https://openalex.org/W1995565767","https://openalex.org/W2007339694","https://openalex.org/W2008518674","https://openalex.org/W2009086942","https://openalex.org/W2012533078","https://openalex.org/W2014352947","https://openalex.org/W2019868234","https://openalex.org/W2023160745","https://openalex.org/W2039852399","https://openalex.org/W2042067540","https://openalex.org/W2044936748","https://openalex.org/W2053186076","https://openalex.org/W2073117112","https://openalex.org/W2074205536","https://openalex.org/W2076143961","https://openalex.org/W2094027307","https://openalex.org/W2094198095","https://openalex.org/W2101393389","https://openalex.org/W2103080710","https://openalex.org/W2104153957","https://openalex.org/W2106100979","https://openalex.org/W2107822587","https://openalex.org/W2111072639","https://openalex.org/W2111628838","https://openalex.org/W2112705380","https://openalex.org/W2115006245","https://openalex.org/W2116721563","https://openalex.org/W2122410182","https://openalex.org/W2124421215","https://openalex.org/W2126926621","https://openalex.org/W2130229588","https://openalex.org/W2131241448","https://openalex.org/W2132743748","https://openalex.org/W2132986405","https://openalex.org/W2135492276","https://openalex.org/W2136451344","https://openalex.org/W2141975087","https://openalex.org/W2150593711","https://openalex.org/W2157184254","https://openalex.org/W2159793693","https://openalex.org/W2160327429","https://openalex.org/W2163598528","https://openalex.org/W2164422986","https://openalex.org/W2168894761","https://openalex.org/W2228794033","https://openalex.org/W2248783999","https://openalex.org/W2253872233","https://openalex.org/W2258542398","https://openalex.org/W2276960746","https://openalex.org/W2280145546","https://openalex.org/W2282821441","https://openalex.org/W2284916459","https://openalex.org/W2291179494","https://openalex.org/W2294798173","https://openalex.org/W2342352817","https://openalex.org/W2343018080","https://openalex.org/W2403454318","https://openalex.org/W2425853333","https://openalex.org/W2473432990","https://openalex.org/W2491298660","https://openalex.org/W2496777941","https://openalex.org/W2520289586","https://openalex.org/W2520497278","https://openalex.org/W2523199434","https://openalex.org/W2529936865","https://openalex.org/W2533491448","https://openalex.org/W2533859312","https://openalex.org/W2552927906","https://openalex.org/W2560718226","https://openalex.org/W2571054566","https://openalex.org/W2578336118","https://openalex.org/W2579976737","https://openalex.org/W2584722588","https://openalex.org/W2586895320","https://openalex.org/W2594899909","https://openalex.org/W2595321735","https://openalex.org/W2597972688","https://openalex.org/W2599278603","https://openalex.org/W2601695273","https://openalex.org/W2606175140","https://openalex.org/W2608460224","https://openalex.org/W2611751757","https://openalex.org/W2613879460","https://openalex.org/W2616214552","https://openalex.org/W2618613105","https://openalex.org/W2618851150","https://openalex.org/W2621342023","https://openalex.org/W2623293810","https://openalex.org/W2626134199","https://openalex.org/W2728239371","https://openalex.org/W2745208208","https://openalex.org/W2747870549","https://openalex.org/W2765377385","https://openalex.org/W2766117931","https://openalex.org/W2766447205","https://openalex.org/W2768552067","https://openalex.org/W2770567674","https://openalex.org/W2771885314","https://openalex.org/W2772285495","https://openalex.org/W2774064330","https://openalex.org/W2782835884","https://openalex.org/W2784280741","https://openalex.org/W2794429296","https://openalex.org/W2794862351","https://openalex.org/W2795562246","https://openalex.org/W2796501058","https://openalex.org/W2799903446","https://openalex.org/W2902479564","https://openalex.org/W2903571680","https://openalex.org/W2914030410","https://openalex.org/W2919115771","https://openalex.org/W2924262973","https://openalex.org/W2942995233","https://openalex.org/W2950182411","https://openalex.org/W2952278941","https://openalex.org/W2963705386","https://openalex.org/W2972661768","https://openalex.org/W2974830182","https://openalex.org/W2979273157","https://openalex.org/W2994898777","https://openalex.org/W3004256386","https://openalex.org/W3121853384","https://openalex.org/W3121961986","https://openalex.org/W3122342955","https://openalex.org/W3122693449","https://openalex.org/W3122849737","https://openalex.org/W3123564675","https://openalex.org/W3124376166","https://openalex.org/W3124647323","https://openalex.org/W3141964932","https://openalex.org/W3151176709","https://openalex.org/W3151685851","https://openalex.org/W3192995924","https://openalex.org/W4234523574","https://openalex.org/W4236654676","https://openalex.org/W4237578258","https://openalex.org/W4242413345","https://openalex.org/W4248191365","https://openalex.org/W4297081765","https://openalex.org/W6625177380","https://openalex.org/W6629510986","https://openalex.org/W6678087030","https://openalex.org/W6683022730","https://openalex.org/W6684327724","https://openalex.org/W6684456340","https://openalex.org/W6720628773","https://openalex.org/W6729097804","https://openalex.org/W6756046586"],"related_works":["https://openalex.org/W2369033652","https://openalex.org/W4367856707","https://openalex.org/W2048156096","https://openalex.org/W4391096297","https://openalex.org/W3123352720","https://openalex.org/W3068949829","https://openalex.org/W2150941767","https://openalex.org/W3130756120","https://openalex.org/W2089700089","https://openalex.org/W2107023905"],"abstract_inverted_index":{"Abstract":[0],"Artificial":[1],"Intelligence":[2],"(AI)":[3],"and":[4,14,62,96,138],"Machine":[5],"Learning":[6],"(ML)":[7],"are":[8,132],"currently":[9],"hot":[10],"topics":[11],"in":[12,74,86,135,149],"industry":[13],"business":[15],"practice,":[16],"while":[17],"management-oriented":[18],"research":[19,31,53,150],"disciplines":[20],"seem":[21],"reluctant":[22],"to":[23,43,47,63],"adopt":[24],"these":[25],"sophisticated":[26],"data":[27],"analytics":[28],"methods":[29,131,148],"as":[30],"instruments.":[32],"Even":[33],"the":[34,57,60,89,116,141],"Information":[35],"Systems":[36,99],"(IS)":[37],"discipline":[38,143],"with":[39],"its":[40,65],"close":[41],"connections":[42],"Computer":[44],"Science":[45],"seems":[46],"be":[48],"conservative":[49],"when":[50],"conducting":[51],"empirical":[52],"endeavors.":[54],"To":[55],"assess":[56],"magnitude":[58],"of":[59],"problem":[61],"understand":[64],"causes,":[66],"we":[67,104,121],"conducted":[68,105],"a":[69,106],"bibliographic":[70],"review":[71],"on":[72,115],"publications":[73],"high-level":[75],"IS":[76,109,142],"journals.":[77],"We":[78],"reviewed":[79],"1,838":[80],"articles":[81],"that":[82,126],"matched":[83],"corresponding":[84],"keyword-queries":[85],"journals":[87,137],"from":[88,118],"AIS":[90],"senior":[91],"scholar":[92],"basket,":[93],"Electronic":[94],"Markets":[95],"Decision":[97],"Support":[98],"(Ranked":[100],"B).":[101],"In":[102],"addition,":[103],"survey":[107],"among":[108],"researchers":[110],"(N":[111],"=":[112],"110).":[113],"Based":[114],"findings":[117],"our":[119],"sample":[120],"evaluate":[122],"different":[123],"potential":[124],"causes":[125],"could":[127,144],"explain":[128],"why":[129],"ML":[130,147],"rather":[133],"underrepresented":[134],"top-tier":[136],"discuss":[139],"how":[140],"successfully":[145],"incorporate":[146],"undertakings.":[151]},"counts_by_year":[{"year":2026,"cited_by_count":3},{"year":2025,"cited_by_count":11},{"year":2024,"cited_by_count":10},{"year":2023,"cited_by_count":5},{"year":2022,"cited_by_count":10},{"year":2021,"cited_by_count":1}],"updated_date":"2026-06-19T17:40:00.097472","created_date":"2025-10-10T00:00:00"}