{"id":"https://openalex.org/W4394856673","doi":"https://doi.org/10.1007/s00291-024-00752-4","title":"Assortment optimization: a systematic literature review","display_name":"Assortment optimization: a systematic literature review","publication_year":2024,"publication_date":"2024-04-16","ids":{"openalex":"https://openalex.org/W4394856673","doi":"https://doi.org/10.1007/s00291-024-00752-4"},"language":"en","primary_location":{"id":"doi:10.1007/s00291-024-00752-4","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s00291-024-00752-4","pdf_url":"https://link.springer.com/content/pdf/10.1007/s00291-024-00752-4.pdf","source":{"id":"https://openalex.org/S2502551423","display_name":"OR Spectrum","issn_l":"0171-6468","issn":["0171-6468","1436-6304"],"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":"OR Spectrum","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://link.springer.com/content/pdf/10.1007/s00291-024-00752-4.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5005484872","display_name":"Julia Heger","orcid":"https://orcid.org/0009-0008-1212-9182"},"institutions":[{"id":"https://openalex.org/I179225836","display_name":"University of Augsburg","ror":"https://ror.org/03p14d497","country_code":"DE","type":"education","lineage":["https://openalex.org/I179225836"]}],"countries":["DE"],"is_corresponding":true,"raw_author_name":"Julia Heger","raw_affiliation_strings":["Chair of Analytics & Optimization, University of Augsburg, Universit\u00e4tsstr. 16, 86159, Augsburg, Germany"],"affiliations":[{"raw_affiliation_string":"Chair of Analytics & Optimization, University of Augsburg, Universit\u00e4tsstr. 16, 86159, Augsburg, Germany","institution_ids":["https://openalex.org/I179225836"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5081497932","display_name":"Robert Klein","orcid":"https://orcid.org/0000-0001-9843-2984"},"institutions":[{"id":"https://openalex.org/I179225836","display_name":"University of Augsburg","ror":"https://ror.org/03p14d497","country_code":"DE","type":"education","lineage":["https://openalex.org/I179225836"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Robert Klein","raw_affiliation_strings":["Chair of Analytics & Optimization, University of Augsburg, Universit\u00e4tsstr. 16, 86159, Augsburg, Germany"],"affiliations":[{"raw_affiliation_string":"Chair of Analytics & Optimization, University of Augsburg, Universit\u00e4tsstr. 16, 86159, Augsburg, Germany","institution_ids":["https://openalex.org/I179225836"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5005484872"],"corresponding_institution_ids":["https://openalex.org/I179225836"],"apc_list":{"value":2390,"currency":"EUR","value_usd":2990},"apc_paid":{"value":2390,"currency":"EUR","value_usd":2990},"fwci":12.1629,"has_fulltext":true,"cited_by_count":23,"citation_normalized_percentile":{"value":0.98694346,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":96,"max":100},"biblio":{"volume":"46","issue":"4","first_page":"1099","last_page":"1161"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10328","display_name":"Supply Chain and Inventory Management","score":0.9997000098228455,"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/T10328","display_name":"Supply Chain and Inventory Management","score":0.9997000098228455,"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/T11161","display_name":"Consumer Market Behavior and Pricing","score":0.9945999979972839,"subfield":{"id":"https://openalex.org/subfields/1406","display_name":"Marketing"},"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/T11773","display_name":"Healthcare Operations and Scheduling Optimization","score":0.9822999835014343,"subfield":{"id":"https://openalex.org/subfields/3604","display_name":"Emergency Medical Services"},"field":{"id":"https://openalex.org/fields/36","display_name":"Health Professions"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.643478512763977},{"id":"https://openalex.org/keywords/systematic-review","display_name":"Systematic review","score":0.5691061019897461},{"id":"https://openalex.org/keywords/set","display_name":"Set (abstract data type)","score":0.5214254856109619},{"id":"https://openalex.org/keywords/taxonomy","display_name":"Taxonomy (biology)","score":0.48405545949935913},{"id":"https://openalex.org/keywords/selection","display_name":"Selection (genetic algorithm)","score":0.4546802341938019},{"id":"https://openalex.org/keywords/scientific-literature","display_name":"Scientific literature","score":0.43578875064849854},{"id":"https://openalex.org/keywords/operations-research","display_name":"Operations research","score":0.4342010021209717},{"id":"https://openalex.org/keywords/optimization-problem","display_name":"Optimization problem","score":0.42918121814727783},{"id":"https://openalex.org/keywords/key","display_name":"Key (lock)","score":0.427230566740036},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.40956783294677734},{"id":"https://openalex.org/keywords/management-science","display_name":"Management science","score":0.3600079417228699},{"id":"https://openalex.org/keywords/economics","display_name":"Economics","score":0.18909868597984314},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.1476893424987793},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.11599582433700562}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.643478512763977},{"id":"https://openalex.org/C189708586","wikidata":"https://www.wikidata.org/wiki/Q1504425","display_name":"Systematic review","level":3,"score":0.5691061019897461},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.5214254856109619},{"id":"https://openalex.org/C58642233","wikidata":"https://www.wikidata.org/wiki/Q8269924","display_name":"Taxonomy (biology)","level":2,"score":0.48405545949935913},{"id":"https://openalex.org/C81917197","wikidata":"https://www.wikidata.org/wiki/Q628760","display_name":"Selection (genetic algorithm)","level":2,"score":0.4546802341938019},{"id":"https://openalex.org/C2781083858","wikidata":"https://www.wikidata.org/wiki/Q17327049","display_name":"Scientific literature","level":2,"score":0.43578875064849854},{"id":"https://openalex.org/C42475967","wikidata":"https://www.wikidata.org/wiki/Q194292","display_name":"Operations research","level":1,"score":0.4342010021209717},{"id":"https://openalex.org/C137836250","wikidata":"https://www.wikidata.org/wiki/Q984063","display_name":"Optimization problem","level":2,"score":0.42918121814727783},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.427230566740036},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.40956783294677734},{"id":"https://openalex.org/C539667460","wikidata":"https://www.wikidata.org/wiki/Q2414942","display_name":"Management science","level":1,"score":0.3600079417228699},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.18909868597984314},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.1476893424987793},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.11599582433700562},{"id":"https://openalex.org/C2779473830","wikidata":"https://www.wikidata.org/wiki/Q1540899","display_name":"MEDLINE","level":2,"score":0.0},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.0},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0},{"id":"https://openalex.org/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","level":1,"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/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","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/C59822182","wikidata":"https://www.wikidata.org/wiki/Q441","display_name":"Botany","level":1,"score":0.0},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.0}],"mesh":[],"locations_count":4,"locations":[{"id":"doi:10.1007/s00291-024-00752-4","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s00291-024-00752-4","pdf_url":"https://link.springer.com/content/pdf/10.1007/s00291-024-00752-4.pdf","source":{"id":"https://openalex.org/S2502551423","display_name":"OR Spectrum","issn_l":"0171-6468","issn":["0171-6468","1436-6304"],"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":"OR Spectrum","raw_type":"journal-article"},{"id":"pmh:oai:econstor.eu:10419/313826","is_oa":true,"landing_page_url":"https://hdl.handle.net/10419/313826","pdf_url":"https://www.econstor.eu/bitstream/10419/313826/1/00291_2024_Article_752.pdf","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":null,"raw_type":"doc-type:article"},{"id":"pmh:oai:uni-augsburg.opus-bayern.de:114641","is_oa":true,"landing_page_url":"https://nbn-resolving.org/urn:nbn:de:bvb:384-opus4-1146416","pdf_url":"https://opus.bibliothek.uni-augsburg.de/opus4/files/114641/114641 Heger Klein.pdf","source":{"id":"https://openalex.org/S4306400930","display_name":"OPUS (Augsburg University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I119916105","host_organization_name":"Augsburg University","host_organization_lineage":["https://openalex.org/I119916105"],"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":null,"raw_type":"doc-type:article"},{"id":"pmh:oai:RePEc:spr:orspec:v:46:y:2024:i:4:d:10.1007_s00291-024-00752-4","is_oa":false,"landing_page_url":"http://link.springer.com/10.1007/s00291-024-00752-4","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"}],"best_oa_location":{"id":"doi:10.1007/s00291-024-00752-4","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s00291-024-00752-4","pdf_url":"https://link.springer.com/content/pdf/10.1007/s00291-024-00752-4.pdf","source":{"id":"https://openalex.org/S2502551423","display_name":"OR Spectrum","issn_l":"0171-6468","issn":["0171-6468","1436-6304"],"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":"OR Spectrum","raw_type":"journal-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/9","display_name":"Industry, innovation and infrastructure","score":0.49000000953674316}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4394856673.pdf"},"referenced_works_count":175,"referenced_works":["https://openalex.org/W124303657","https://openalex.org/W223708877","https://openalex.org/W1772605494","https://openalex.org/W1848196498","https://openalex.org/W1947899035","https://openalex.org/W1967402052","https://openalex.org/W1970819311","https://openalex.org/W1975066011","https://openalex.org/W1979361300","https://openalex.org/W1980389968","https://openalex.org/W1980765410","https://openalex.org/W1983885210","https://openalex.org/W1996341585","https://openalex.org/W2026006398","https://openalex.org/W2034504820","https://openalex.org/W2038868471","https://openalex.org/W2042675251","https://openalex.org/W2045980827","https://openalex.org/W2046475359","https://openalex.org/W2047084122","https://openalex.org/W2048111145","https://openalex.org/W2049633694","https://openalex.org/W2050043342","https://openalex.org/W2053459917","https://openalex.org/W2059005260","https://openalex.org/W2065968751","https://openalex.org/W2078286011","https://openalex.org/W2095705345","https://openalex.org/W2099044518","https://openalex.org/W2102037914","https://openalex.org/W2105562458","https://openalex.org/W2116725038","https://openalex.org/W2117923605","https://openalex.org/W2118791906","https://openalex.org/W2120840732","https://openalex.org/W2124832196","https://openalex.org/W2125649381","https://openalex.org/W2128668628","https://openalex.org/W2137344397","https://openalex.org/W2138151011","https://openalex.org/W2144425834","https://openalex.org/W2148648976","https://openalex.org/W2161803816","https://openalex.org/W2163236302","https://openalex.org/W2167598103","https://openalex.org/W2169725625","https://openalex.org/W2174936192","https://openalex.org/W2260696741","https://openalex.org/W2319483639","https://openalex.org/W2420698967","https://openalex.org/W2499314255","https://openalex.org/W2593233929","https://openalex.org/W2620325536","https://openalex.org/W2625050444","https://openalex.org/W2726904498","https://openalex.org/W2737040173","https://openalex.org/W2771192055","https://openalex.org/W2773515122","https://openalex.org/W2781826904","https://openalex.org/W2800976446","https://openalex.org/W2801371175","https://openalex.org/W2801484527","https://openalex.org/W2802469782","https://openalex.org/W2905902520","https://openalex.org/W2924127585","https://openalex.org/W2942640611","https://openalex.org/W2942694712","https://openalex.org/W2945907975","https://openalex.org/W2953601795","https://openalex.org/W2962708792","https://openalex.org/W2962727192","https://openalex.org/W2964358627","https://openalex.org/W2966541754","https://openalex.org/W2972989214","https://openalex.org/W2973104105","https://openalex.org/W2975378590","https://openalex.org/W2989754732","https://openalex.org/W3003964569","https://openalex.org/W3010469363","https://openalex.org/W3011001448","https://openalex.org/W3011311334","https://openalex.org/W3012342973","https://openalex.org/W3014292573","https://openalex.org/W3019598628","https://openalex.org/W3024987513","https://openalex.org/W3025218994","https://openalex.org/W3038400462","https://openalex.org/W3081067191","https://openalex.org/W3083430313","https://openalex.org/W3084666641","https://openalex.org/W3089129971","https://openalex.org/W3090493372","https://openalex.org/W3091802468","https://openalex.org/W3094000877","https://openalex.org/W3099845659","https://openalex.org/W3114907133","https://openalex.org/W3118813081","https://openalex.org/W3121438461","https://openalex.org/W3121556861","https://openalex.org/W3121665968","https://openalex.org/W3122059187","https://openalex.org/W3122066005","https://openalex.org/W3122898663","https://openalex.org/W3123070567","https://openalex.org/W3123213556","https://openalex.org/W3123440875","https://openalex.org/W3125773256","https://openalex.org/W3126525839","https://openalex.org/W3127556243","https://openalex.org/W3128079177","https://openalex.org/W3129788911","https://openalex.org/W3131162448","https://openalex.org/W3133039191","https://openalex.org/W3138754215","https://openalex.org/W3139477374","https://openalex.org/W3152367353","https://openalex.org/W3163605570","https://openalex.org/W3176296829","https://openalex.org/W3186893068","https://openalex.org/W3193326062","https://openalex.org/W3193963178","https://openalex.org/W3197865201","https://openalex.org/W3206626007","https://openalex.org/W3209439467","https://openalex.org/W3210418234","https://openalex.org/W3212779624","https://openalex.org/W3213471522","https://openalex.org/W3215092485","https://openalex.org/W4200158701","https://openalex.org/W4200248633","https://openalex.org/W4200284733","https://openalex.org/W4210378847","https://openalex.org/W4210936825","https://openalex.org/W4211198550","https://openalex.org/W4220902050","https://openalex.org/W4220976981","https://openalex.org/W4226181302","https://openalex.org/W4226196880","https://openalex.org/W4226288310","https://openalex.org/W4233100544","https://openalex.org/W4239922322","https://openalex.org/W4280558956","https://openalex.org/W4281400904","https://openalex.org/W4283836917","https://openalex.org/W4285182784","https://openalex.org/W4285272952","https://openalex.org/W4285585572","https://openalex.org/W4285796305","https://openalex.org/W4286951766","https://openalex.org/W4287086204","https://openalex.org/W4287640419","https://openalex.org/W4287761173","https://openalex.org/W4288080477","https://openalex.org/W4288099413","https://openalex.org/W4290928864","https://openalex.org/W4292760866","https://openalex.org/W4294225671","https://openalex.org/W4298156820","https://openalex.org/W4300978707","https://openalex.org/W4306658332","https://openalex.org/W4307321332","https://openalex.org/W4312601554","https://openalex.org/W4316038769","https://openalex.org/W4319792369","https://openalex.org/W4321595806","https://openalex.org/W4322581816","https://openalex.org/W4365130441","https://openalex.org/W4379652827","https://openalex.org/W4384524434","https://openalex.org/W4385707843","https://openalex.org/W4385775152","https://openalex.org/W4386026497","https://openalex.org/W4386422196","https://openalex.org/W4387492946","https://openalex.org/W4387687023"],"related_works":["https://openalex.org/W2395691387","https://openalex.org/W2792383399","https://openalex.org/W3024289321","https://openalex.org/W2766255174","https://openalex.org/W4200400515","https://openalex.org/W4230169674","https://openalex.org/W3184182918","https://openalex.org/W3154271163","https://openalex.org/W1955500077","https://openalex.org/W2407657815"],"abstract_inverted_index":{"Abstract":[0],"Assortment":[1],"optimization":[2,41,59,116],"is":[3,104],"a":[4,14,107,150],"core":[5],"topic":[6,56],"of":[7,17,52,57,66,141,153],"demand":[8],"management":[9],"that":[10,110],"finds":[11],"application":[12],"in":[13,30,37,45,71],"broad":[15],"set":[16],"different":[18],"areas":[19],"including":[20],"retail,":[21],"airline,":[22],"hotel,":[23],"and":[24,123,145],"transportation":[25],"industries":[26],"as":[27,29],"well":[28],"the":[31,35,49,55,72,115,119,124,130,142],"healthcare":[32],"sector.":[33],"Hence,":[34],"interest":[36],"research":[38],"on":[39,54,82,149],"assortment":[40,58,83],"has":[42],"grown":[43],"rapidly":[44],"recent":[46],"years.":[47],"However,":[48],"sheer":[50],"number":[51],"publications":[53],"makes":[60],"it":[61,147],"difficult":[62],"to":[63,114],"keep":[64],"track":[65],"all":[67],"available":[68],"approaches":[69],"proposed":[70,108,151],"literature.":[73],"In":[74],"this":[75],"paper,":[76],"we":[77,137],"systematically":[78],"review":[79],"state-of-the-art":[80],"studies":[81],"optimization.":[84],"We":[85],"assemble":[86],"an":[87,139],"extensive":[88],"literature":[89,103,144],"overview":[90,140],"by":[91,106],"strategically":[92],"searching":[93],"for":[94,128],"pre-defined":[95],"keywords":[96],"within":[97],"leading":[98],"scientific":[99],"databases.":[100],"The":[101],"resulting":[102],"grouped":[105],"taxonomy":[109],"captures":[111],"properties":[112],"related":[113],"problem":[117,131],"itself,":[118],"modelled":[120],"customer":[121],"behaviour,":[122],"solution":[125],"concept":[126],"applied":[127],"solving":[129],"at":[132],"hand.":[133],"For":[134],"each":[135],"group,":[136],"provide":[138],"corresponding":[143],"analyse":[146],"based":[148],"selection":[152],"key":[154],"factors.":[155]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":16},{"year":2024,"cited_by_count":6}],"updated_date":"2026-03-29T08:15:47.926485","created_date":"2025-10-10T00:00:00"}