{"id":"https://openalex.org/W4313909533","doi":"https://doi.org/10.1007/s44163-022-00044-2","title":"Simple rules outperform machine learning for personnel selection: insights from the 3rd annual SIOP machine learning competition","display_name":"Simple rules outperform machine learning for personnel selection: insights from the 3rd annual SIOP machine learning competition","publication_year":2023,"publication_date":"2023-01-10","ids":{"openalex":"https://openalex.org/W4313909533","doi":"https://doi.org/10.1007/s44163-022-00044-2"},"language":"en","primary_location":{"id":"doi:10.1007/s44163-022-00044-2","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s44163-022-00044-2","pdf_url":"https://link.springer.com/content/pdf/10.1007/s44163-022-00044-2.pdf","source":{"id":"https://openalex.org/S4210220416","display_name":"Discover Artificial Intelligence","issn_l":"2731-0809","issn":["2731-0809"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["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":"Discover Artificial Intelligence","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://link.springer.com/content/pdf/10.1007/s44163-022-00044-2.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5069082252","display_name":"Jason L. Harman","orcid":"https://orcid.org/0000-0002-6606-3050"},"institutions":[{"id":"https://openalex.org/I2802384920","display_name":"Stennis Space Center","ror":"https://ror.org/03j9e2j92","country_code":"US","type":"facility","lineage":["https://openalex.org/I2802384920","https://openalex.org/I4210124779"]},{"id":"https://openalex.org/I121820613","display_name":"Louisiana State University","ror":"https://ror.org/05ect4e57","country_code":"US","type":"education","lineage":["https://openalex.org/I121820613"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Jason L. Harman","raw_affiliation_strings":["Louisiana State University, Baton Rouge, LA, USA","U.S. Naval Research Laboratory, Stennis Space Center, MS, USA","Louisiana State University, Baton Rouge, USA","U.S. Naval Research Laboratory, Stennis Space Center, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Louisiana State University, Baton Rouge, LA, USA","institution_ids":["https://openalex.org/I121820613"]},{"raw_affiliation_string":"U.S. Naval Research Laboratory, Stennis Space Center, MS, USA","institution_ids":["https://openalex.org/I2802384920"]},{"raw_affiliation_string":"Louisiana State University, Baton Rouge, USA","institution_ids":["https://openalex.org/I121820613"]},{"raw_affiliation_string":"U.S. Naval Research Laboratory, Stennis Space Center, USA","institution_ids":["https://openalex.org/I2802384920"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5054539260","display_name":"Jaelle Scheuerman","orcid":null},"institutions":[{"id":"https://openalex.org/I2802384920","display_name":"Stennis Space Center","ror":"https://ror.org/03j9e2j92","country_code":"US","type":"facility","lineage":["https://openalex.org/I2802384920","https://openalex.org/I4210124779"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Jaelle Scheuerman","raw_affiliation_strings":["U.S. Naval Research Laboratory, Stennis Space Center, MS, USA","U.S. Naval Research Laboratory, Stennis Space Center, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"U.S. Naval Research Laboratory, Stennis Space Center, MS, USA","institution_ids":["https://openalex.org/I2802384920"]},{"raw_affiliation_string":"U.S. Naval Research Laboratory, Stennis Space Center, USA","institution_ids":["https://openalex.org/I2802384920"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5069082252"],"corresponding_institution_ids":["https://openalex.org/I121820613","https://openalex.org/I2802384920"],"apc_list":{"value":990,"currency":"EUR","value_usd":1067},"apc_paid":{"value":990,"currency":"EUR","value_usd":1067},"fwci":0.7322,"has_fulltext":true,"cited_by_count":3,"citation_normalized_percentile":{"value":0.71831822,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":96},"biblio":{"volume":"3","issue":"1","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11918","display_name":"Forecasting Techniques and Applications","score":0.9904999732971191,"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/T11918","display_name":"Forecasting Techniques and Applications","score":0.9904999732971191,"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/T10315","display_name":"Decision-Making and Behavioral Economics","score":0.9726999998092651,"subfield":{"id":"https://openalex.org/subfields/1800","display_name":"General Decision Sciences"},"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/T12026","display_name":"Explainable Artificial Intelligence (XAI)","score":0.964900016784668,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"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/machine-learning","display_name":"Machine learning","score":0.753801703453064},{"id":"https://openalex.org/keywords/simple","display_name":"Simple (philosophy)","score":0.7322574853897095},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6882695555686951},{"id":"https://openalex.org/keywords/competition","display_name":"Competition (biology)","score":0.6637053489685059},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6389217376708984},{"id":"https://openalex.org/keywords/transparency","display_name":"Transparency (behavior)","score":0.6142622232437134},{"id":"https://openalex.org/keywords/selection","display_name":"Selection (genetic algorithm)","score":0.5708010196685791},{"id":"https://openalex.org/keywords/model-selection","display_name":"Model selection","score":0.5141280293464661},{"id":"https://openalex.org/keywords/adverse-selection","display_name":"Adverse selection","score":0.46293964982032776},{"id":"https://openalex.org/keywords/constraint","display_name":"Constraint (computer-aided design)","score":0.4166698455810547},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.16194701194763184},{"id":"https://openalex.org/keywords/economics","display_name":"Economics","score":0.12216600775718689},{"id":"https://openalex.org/keywords/microeconomics","display_name":"Microeconomics","score":0.08704596757888794}],"concepts":[{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.753801703453064},{"id":"https://openalex.org/C2780586882","wikidata":"https://www.wikidata.org/wiki/Q7520643","display_name":"Simple (philosophy)","level":2,"score":0.7322574853897095},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6882695555686951},{"id":"https://openalex.org/C91306197","wikidata":"https://www.wikidata.org/wiki/Q45767","display_name":"Competition (biology)","level":2,"score":0.6637053489685059},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6389217376708984},{"id":"https://openalex.org/C2780233690","wikidata":"https://www.wikidata.org/wiki/Q535347","display_name":"Transparency (behavior)","level":2,"score":0.6142622232437134},{"id":"https://openalex.org/C81917197","wikidata":"https://www.wikidata.org/wiki/Q628760","display_name":"Selection (genetic algorithm)","level":2,"score":0.5708010196685791},{"id":"https://openalex.org/C93959086","wikidata":"https://www.wikidata.org/wiki/Q6888345","display_name":"Model selection","level":2,"score":0.5141280293464661},{"id":"https://openalex.org/C32252159","wikidata":"https://www.wikidata.org/wiki/Q380037","display_name":"Adverse selection","level":2,"score":0.46293964982032776},{"id":"https://openalex.org/C2776036281","wikidata":"https://www.wikidata.org/wiki/Q48769818","display_name":"Constraint (computer-aided design)","level":2,"score":0.4166698455810547},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.16194701194763184},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.12216600775718689},{"id":"https://openalex.org/C175444787","wikidata":"https://www.wikidata.org/wiki/Q39072","display_name":"Microeconomics","level":1,"score":0.08704596757888794},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","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},{"id":"https://openalex.org/C111472728","wikidata":"https://www.wikidata.org/wiki/Q9471","display_name":"Epistemology","level":1,"score":0.0},{"id":"https://openalex.org/C78519656","wikidata":"https://www.wikidata.org/wiki/Q101333","display_name":"Mechanical engineering","level":1,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C18903297","wikidata":"https://www.wikidata.org/wiki/Q7150","display_name":"Ecology","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1007/s44163-022-00044-2","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s44163-022-00044-2","pdf_url":"https://link.springer.com/content/pdf/10.1007/s44163-022-00044-2.pdf","source":{"id":"https://openalex.org/S4210220416","display_name":"Discover Artificial Intelligence","issn_l":"2731-0809","issn":["2731-0809"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["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":"Discover Artificial Intelligence","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:f6ddf442e92a497da757b73697fd0a6c","is_oa":true,"landing_page_url":"https://doaj.org/article/f6ddf442e92a497da757b73697fd0a6c","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","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-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Discover Artificial Intelligence, Vol 3, Iss 1, Pp 1-5 (2023)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1007/s44163-022-00044-2","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s44163-022-00044-2","pdf_url":"https://link.springer.com/content/pdf/10.1007/s44163-022-00044-2.pdf","source":{"id":"https://openalex.org/S4210220416","display_name":"Discover Artificial Intelligence","issn_l":"2731-0809","issn":["2731-0809"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["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":"Discover Artificial Intelligence","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.5699999928474426,"id":"https://metadata.un.org/sdg/5","display_name":"Gender equality"}],"awards":[{"id":"https://openalex.org/G7150245520","display_name":null,"funder_award_id":"AWD-AM210614","funder_id":"https://openalex.org/F4320309392","funder_display_name":"Louisiana Board of Regents"}],"funders":[{"id":"https://openalex.org/F4320309392","display_name":"Louisiana Board of Regents","ror":"https://ror.org/00jv89z46"}],"has_content":{"grobid_xml":false,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4313909533.pdf"},"referenced_works_count":6,"referenced_works":["https://openalex.org/W857595605","https://openalex.org/W2059135017","https://openalex.org/W2096016260","https://openalex.org/W2755429800","https://openalex.org/W2981451251","https://openalex.org/W3204424447"],"related_works":["https://openalex.org/W2107306052","https://openalex.org/W3125774522","https://openalex.org/W4367841153","https://openalex.org/W2961085424","https://openalex.org/W3124596293","https://openalex.org/W4306674287","https://openalex.org/W4224009465","https://openalex.org/W4286629047","https://openalex.org/W4306321456","https://openalex.org/W2963373297"],"abstract_inverted_index":{"Abstract":[0],"Machine":[1,34],"learning":[2],"(ML)":[3],"algorithms":[4],"are":[5],"often":[6],"assumed":[7],"to":[8,38,102],"be":[9],"the":[10,48,54,67,103],"most":[11,95],"accurate":[12],"way":[13],"of":[14,50,56,70],"producing":[15],"predictive":[16],"models":[17,41,97],"despite":[18],"problems":[19],"with":[20,53],"explainability":[21,112],"and":[22,31,63,80,99,113],"adverse":[23],"impact.":[24],"The":[25],"3rd":[26],"annual":[27],"Society":[28],"for":[29,42],"Industrial":[30],"Organizational":[32],"Psychology":[33],"Learning":[35],"Competition":[36],"sought":[37],"find":[39],"ML":[40,51,74,96],"personnel":[43],"selection":[44,58],"that":[45],"could":[46],"balance":[47],"best":[49],"prediction":[52],"constraint":[55],"minimizing":[57],"bias":[59],"based":[60],"on":[61],"race":[62],"gender.":[64],"To":[65],"test":[66],"possible":[68],"advantages":[69],"simple":[71,79,92],"rules":[72],"over":[73],"algorithms,":[75],"we":[76],"entered":[77,98],"a":[78],"explainable":[81],"rule-based":[82],"model":[83,89,93],"inspired":[84],"by":[85],"recent":[86],"advances":[87],"in":[88],"comparison.":[90],"This":[91],"outperformed":[94],"was":[100],"comparable":[101],"top":[104],"performers":[105],"while":[106],"retaining":[107],"positive":[108],"qualities":[109],"such":[110],"as":[111],"transparency.":[114]},"counts_by_year":[{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":2}],"updated_date":"2026-05-06T08:25:59.206177","created_date":"2025-10-10T00:00:00"}
