{"id":"https://openalex.org/W7213003201","doi":"https://doi.org/10.2139/ssrn.7460678","title":"AI readiness and adoption in SMEs from lagging regions: Managerial perspectives from Central Germany","display_name":"AI readiness and adoption in SMEs from lagging regions: Managerial perspectives from Central Germany","publication_year":2026,"publication_date":"2026-01-01","ids":{"openalex":"https://openalex.org/W7213003201","doi":"https://doi.org/10.2139/ssrn.7460678"},"language":"en","primary_location":{"id":"doi:10.2139/ssrn.7460678","doi":"https://doi.org/10.2139/ssrn.7460678","is_oa":true,"landing_page_url":"https://doi.org/10.2139/ssrn.7460678","pdf_url":null,"source":{"id":"https://openalex.org/S4210172589","display_name":"SSRN Electronic Journal","issn_l":"1556-5068","issn":["1556-5068"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I1318003438","host_organization_name":"RELX Group (Netherlands)","host_organization_lineage":["https://openalex.org/I1318003438"],"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":"posted-content"},"volume":null,"type":"preprint","is_traditional":true,"indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://doi.org/10.2139/ssrn.7460678","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5090247544","display_name":"Anja Br\u00fcckner","orcid":"https://orcid.org/0000-0002-4990-177X","observed_orcids":["https://orcid.org/0000-0002-4990-177X"]},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"Anja Br\u00fcckner","raw_affiliation_strings":[],"raw_orcid":"https://orcid.org/0000-0002-4990-177X","affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5137755316","display_name":"Sabine Hartig","orcid":"https://orcid.org/0009-0005-5170-5769","observed_orcids":["https://orcid.org/0009-0005-5170-5769"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Sabine Hartig","raw_affiliation_strings":[],"raw_orcid":"https://orcid.org/0009-0005-5170-5769","affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5059097309","display_name":"Mandy W\u00f6lke","orcid":"https://orcid.org/0009-0003-4614-1896","observed_orcids":["https://orcid.org/0009-0003-4614-1896","https://orcid.org/0009-0004-0625-157X"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Mandy W\u00f6lke","raw_affiliation_strings":[],"raw_orcid":"https://orcid.org/0009-0003-4614-1896","affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5122300889","display_name":"Marie Luise Hermann","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Marie  Luise Hermann","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5122276811","display_name":"Sophia Jenkel","orcid":"https://orcid.org/0009-0006-6346-8382","observed_orcids":["https://orcid.org/0009-0006-6346-8382"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Sophia Jenkel","raw_affiliation_strings":[],"raw_orcid":"https://orcid.org/0009-0006-6346-8382","affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5103417521","display_name":"Sebastian Schumann","orcid":"https://orcid.org/0009-0007-6342-3085","observed_orcids":["https://orcid.org/0009-0007-6342-3085"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Sebastian Schumann","raw_affiliation_strings":[],"raw_orcid":"https://orcid.org/0009-0007-6342-3085","affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":0,"corresponding_author_ids":["https://openalex.org/A5090247544"],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T14260","display_name":"Impact of AI and Big Data on Business and Society","score":0.7397000193595886,"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/T14260","display_name":"Impact of AI and Big Data on Business and Society","score":0.7397000193595886,"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/T10068","display_name":"Technology Adoption and User Behaviour","score":0.09870000183582306,"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/T13904","display_name":"Artificial Intelligence Applications","score":0.08470000326633453,"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/artificial-intelligence-adoption","display_name":"artificial intelligence adoption","score":0.9940000176429749},{"id":"https://openalex.org/keywords/artificial-intelligence-readiness","display_name":"AI readiness","score":0.9589999914169312},{"id":"https://openalex.org/keywords/small-and-medium-sized-enterprises","display_name":"small and medium-sized enterprises","score":0.9980000257492065},{"id":"https://openalex.org/keywords/lagging-regions","display_name":"lagging regions","score":0.9660000205039978},{"id":"https://openalex.org/keywords/managerial-perspective","display_name":"managerial perspective","score":0.6539999842643738},{"id":"https://openalex.org/keywords/technology-organization-environment-framework","display_name":"technology-organization-environment framework","score":0.8289999961853027},{"id":"https://openalex.org/keywords/digital-transformation","display_name":"digital transformation","score":0.7829999923706055},{"id":"https://openalex.org/keywords/firm-size","display_name":"firm size","score":0.9269999861717224},{"id":"https://openalex.org/keywords/central-germany","display_name":"Central Germany","score":0.7300000190734863}],"concepts":[{"id":"https://openalex.org/C2776962539","wikidata":"https://www.wikidata.org/wiki/Q6472078","display_name":"Lagging","level":2,"score":0.9609000086784363},{"id":"https://openalex.org/C144133560","wikidata":"https://www.wikidata.org/wiki/Q4830453","display_name":"Business","level":0,"score":0.6176999807357788},{"id":"https://openalex.org/C105339364","wikidata":"https://www.wikidata.org/wiki/Q2297740","display_name":"Software deployment","level":2,"score":0.5963000059127808},{"id":"https://openalex.org/C162853370","wikidata":"https://www.wikidata.org/wiki/Q39809","display_name":"Marketing","level":1,"score":0.5418000221252441},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.4921000003814697},{"id":"https://openalex.org/C39896193","wikidata":"https://www.wikidata.org/wiki/Q380344","display_name":"Descriptive statistics","level":2,"score":0.4742000102996826},{"id":"https://openalex.org/C151956035","wikidata":"https://www.wikidata.org/wiki/Q1132755","display_name":"Logistic regression","level":2,"score":0.4296000003814697},{"id":"https://openalex.org/C2776505523","wikidata":"https://www.wikidata.org/wiki/Q4785468","display_name":"Plan (archaeology)","level":2,"score":0.42340001463890076},{"id":"https://openalex.org/C56739046","wikidata":"https://www.wikidata.org/wiki/Q192060","display_name":"Knowledge management","level":1,"score":0.41350001096725464},{"id":"https://openalex.org/C120936955","wikidata":"https://www.wikidata.org/wiki/Q2155640","display_name":"Empirical research","level":2,"score":0.4047999978065491},{"id":"https://openalex.org/C166052673","wikidata":"https://www.wikidata.org/wiki/Q83021","display_name":"Empirical evidence","level":2,"score":0.35989999771118164},{"id":"https://openalex.org/C198082294","wikidata":"https://www.wikidata.org/wiki/Q3399648","display_name":"Position (finance)","level":2,"score":0.33340001106262207},{"id":"https://openalex.org/C199521495","wikidata":"https://www.wikidata.org/wiki/Q181487","display_name":"Audit","level":2,"score":0.3312000036239624},{"id":"https://openalex.org/C198477413","wikidata":"https://www.wikidata.org/wiki/Q7647069","display_name":"Survey data collection","level":2,"score":0.3151000142097473},{"id":"https://openalex.org/C184356942","wikidata":"https://www.wikidata.org/wiki/Q830382","display_name":"Best practice","level":2,"score":0.3107999861240387},{"id":"https://openalex.org/C2767350","wikidata":"https://www.wikidata.org/wiki/Q6662173","display_name":"Business intelligence","level":2,"score":0.29120001196861267},{"id":"https://openalex.org/C142546437","wikidata":"https://www.wikidata.org/wiki/Q2661195","display_name":"Descriptive research","level":2,"score":0.2784000039100647},{"id":"https://openalex.org/C152877465","wikidata":"https://www.wikidata.org/wiki/Q208042","display_name":"Regression analysis","level":2,"score":0.2671999931335449},{"id":"https://openalex.org/C162696548","wikidata":"https://www.wikidata.org/wiki/Q830170","display_name":"Knowledge economy","level":2,"score":0.25540000200271606}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.2139/ssrn.7460678","doi":"https://doi.org/10.2139/ssrn.7460678","is_oa":true,"landing_page_url":"https://doi.org/10.2139/ssrn.7460678","pdf_url":null,"source":{"id":"https://openalex.org/S4210172589","display_name":"SSRN Electronic Journal","issn_l":"1556-5068","issn":["1556-5068"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I1318003438","host_organization_name":"RELX Group (Netherlands)","host_organization_lineage":["https://openalex.org/I1318003438"],"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":"posted-content"}],"best_oa_location":{"id":"doi:10.2139/ssrn.7460678","doi":"https://doi.org/10.2139/ssrn.7460678","is_oa":true,"landing_page_url":"https://doi.org/10.2139/ssrn.7460678","pdf_url":null,"source":{"id":"https://openalex.org/S4210172589","display_name":"SSRN Electronic Journal","issn_l":"1556-5068","issn":["1556-5068"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I1318003438","host_organization_name":"RELX Group (Netherlands)","host_organization_lineage":["https://openalex.org/I1318003438"],"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":"posted-content"},"sustainable_development_goals":[{"display_name":"Decent work and economic growth","id":"https://metadata.un.org/sdg/8","score":0.833299994468689},{"display_name":"Industry, innovation and infrastructure","id":"https://metadata.un.org/sdg/9","score":0.5378999710083008}],"study_designs":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":26,"referenced_works":["https://openalex.org/W2101771110","https://openalex.org/W2620078091","https://openalex.org/W2906515731","https://openalex.org/W2909349553","https://openalex.org/W2955825426","https://openalex.org/W2968471090","https://openalex.org/W3008269137","https://openalex.org/W3020323671","https://openalex.org/W3091602332","https://openalex.org/W3159209581","https://openalex.org/W4205843231","https://openalex.org/W4295880339","https://openalex.org/W4311680423","https://openalex.org/W4385067947","https://openalex.org/W4389590488","https://openalex.org/W4391535821","https://openalex.org/W4398167039","https://openalex.org/W4399582328","https://openalex.org/W4399859155","https://openalex.org/W4400415573","https://openalex.org/W4401536151","https://openalex.org/W4403827851","https://openalex.org/W4406204824","https://openalex.org/W4407731705","https://openalex.org/W4407920284","https://openalex.org/W4412756233"],"related_works":["https://openalex.org/W7166555736","https://openalex.org/W7220263137","https://openalex.org/W7172526977","https://openalex.org/W7036150164","https://openalex.org/W7161974831","https://openalex.org/W7204211022","https://openalex.org/W3204725535","https://openalex.org/W4411548287","https://openalex.org/W3159836748","https://openalex.org/W4413223529"],"abstract_inverted_index":null,"counts_by_year":[],"updated_date":"2026-11-09T13:22:03.289127","created_date":"2026-09-15T00:00:00"}
