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[{"key": "dc.contributor.advisor", "value": "Clements, Kati", "language": null, "element": "contributor", "qualifier": "advisor", "schema": "dc"}, {"key": "dc.contributor.author", "value": "Ylitalo, Robert", "language": null, "element": "contributor", "qualifier": "author", "schema": "dc"}, {"key": "dc.date.accessioned", "value": "2025-02-27T07:36:56Z", "language": null, "element": "date", "qualifier": "accessioned", "schema": "dc"}, {"key": "dc.date.available", "value": "2025-02-27T07:36:56Z", "language": null, "element": "date", "qualifier": "available", "schema": "dc"}, {"key": "dc.date.issued", "value": "2025", "language": null, "element": "date", "qualifier": "issued", "schema": "dc"}, {"key": "dc.identifier.uri", "value": "https://jyx.jyu.fi/handle/123456789/100490", "language": null, "element": "identifier", "qualifier": "uri", "schema": "dc"}, {"key": "dc.description.abstract", "value": "Globalisaatio ja digitalisaatio ovat kasvavin m\u00e4\u00e4rin lis\u00e4nneet organisaatioiden\nkilpailupaineita erityisesti hankintatoimessa, jossa kustannustehokkuus ja \ntoimittajien valinta ovat keskeisi\u00e4 strategisia tavoitteita. Perinteiset manuaaliset \nhankintaprosessit eiv\u00e4t en\u00e4\u00e4 vastaa nykyp\u00e4iv\u00e4n nopeasti muuttuvia \nvaatimuksia, mik\u00e4 korostaa uusien teknologioiden, kuten teko\u00e4lyn ja \nanalytiikan tarvetta. T\u00e4m\u00e4 kandidaatin tutkielma tarkastelee teko\u00e4lyn ja \nliiketoiminta-analytiikan roolia hankintap\u00e4\u00e4t\u00f6ksiss\u00e4, erityisesti \ntoimittajavalinnassa ja toimitusketjujen hallinnassa. Tutkielman tavoitteena on \nselvitt\u00e4\u00e4, kuinka n\u00e4m\u00e4 teknologiat voivat parantaa hankintaprosesseja, \np\u00e4\u00e4t\u00f6ksenteon laatua sek\u00e4 organisaation tehokkuutta ja kilpailukyky\u00e4. Ty\u00f6 \nperustuu kirjallisuuskatsaukseen, jossa analysoidaan teko\u00e4lyn ja liiketoiminta-analytiikan yhdist\u00e4mist\u00e4 hankintap\u00e4\u00e4t\u00f6ksiin k\u00e4yt\u00e4nn\u00f6n sovellutusten kautta. \nP\u00e4\u00e4teemat k\u00e4sittelev\u00e4t teko\u00e4lyn, liiketoiminta-analytiikan ja monikriteerisen \np\u00e4\u00e4t\u00f6ksenteon integraatiota. Erityist\u00e4 huomiota kiinnitet\u00e4\u00e4n datapohjaisten \nhybridimallien soveltuvuuteen ja hy\u00f6tyihin hankintap\u00e4\u00e4t\u00f6ksiss\u00e4. N\u00e4it\u00e4 \nkonsepteja havainnollistetaan nelj\u00e4n tapausesimerkin avulla, jotka valottavat \nk\u00e4yt\u00e4nn\u00f6n toteutuksia eri toimialoilla, kuten \u00f6ljy- ja kaasuteollisuudessa, \ns\u00e4hk\u00f6ajoneuvotuotannossa ja IT-sektorilla. Tutkimuksen tulokset osoittavat, \nett\u00e4 teko\u00e4ly ja liiketoiminta-analytiikka voivat merkitt\u00e4v\u00e4sti kehitt\u00e4\u00e4 \norganisaatioiden hankintaprosesseja. Teknologiat voivat edist\u00e4\u00e4 \ntoimitusketjujen l\u00e4pin\u00e4kyvyytt\u00e4, v\u00e4hent\u00e4\u00e4 riskej\u00e4, optimoida toimittajavalintaa \nja tukea kest\u00e4v\u00e4n kehityksen tavoitteiden saavuttamista. Samalla esiin nousevat \nhaasteet, kuten datan laatu, p\u00e4\u00e4t\u00f6ksenteon selitett\u00e4vyys ja teknologian \nomaksuminen, korostavat tarvetta jatkotutkimukselle ja huolelliselle \nsuunnittelulle.", "language": "fi", "element": "description", "qualifier": "abstract", "schema": "dc"}, {"key": "dc.description.abstract", "value": "Globalization and digitalization have increasingly heightened competitive \npressures on organizations, particularly in procurement, where cost efficiency \nand supplier selection are key strategic objectives. Traditional manual \nprocurement processes no longer meet the rapidly changing demands of today, \nhighlighting the need for new technologies such as artificial intelligence and \nanalytics. This bachelor\u2019s thesis examines the role of artificial intelligence (AI) \nand business analytics in procurement decision-making, with a particular focus \non supplier selection and supply chain management. The objective is to explore \nhow these technologies can enhance procurement processes, improve decision-making quality, and boost organizational efficiency and competitiveness. The \nstudy is based on a literature review that analyzes the integration of AI and \nbusiness analytics into procurement decisions through practical applications. \nThe main themes address the integration of AI, business analytics, and multi-criteria decision-making (MCDM). Special attention is given to the applicability \nand benefits of data driven hybrid models in procurement decision-making. \nThese concepts are illustrated through four case studies that provide insights \ninto real-world implementations across various industries, including oil and \ngas, electric vehicle manufacturing, and the IT sector. The findings indicate that \nAI and business analytics can significantly improve organizational procurement \nprocesses. These technologies enhance supply chain transparency, mitigate \nrisks, optimize supplier selection, and support sustainable development goals. \nHowever, challenges related to data quality, decision-making explainability, \nand technology adoption highlight the need for further research and careful \nimplementation planning.", "language": "en", "element": "description", "qualifier": "abstract", "schema": "dc"}, {"key": "dc.description.provenance", "value": "Submitted by Paivi Vuorio (paelvuor@jyu.fi) on 2025-02-27T07:36:56Z\nNo. of bitstreams: 0", "language": "en", "element": "description", "qualifier": "provenance", "schema": "dc"}, {"key": "dc.description.provenance", "value": "Made available in DSpace on 2025-02-27T07:36:56Z (GMT). No. of bitstreams: 0\n Previous issue date: 2025", "language": "en", "element": "description", "qualifier": "provenance", "schema": "dc"}, {"key": "dc.format.extent", "value": "34", "language": null, "element": "format", "qualifier": "extent", "schema": "dc"}, {"key": "dc.language.iso", "value": "fin", "language": null, "element": "language", "qualifier": "iso", "schema": "dc"}, {"key": "dc.rights", "value": "In Copyright", "language": null, "element": "rights", "qualifier": null, "schema": "dc"}, {"key": "dc.subject.other", "value": "liiketoiminta-analytiikka", "language": null, "element": "subject", "qualifier": "other", "schema": "dc"}, {"key": "dc.subject.other", "value": "hankintap\u00e4\u00e4t\u00f6kset", "language": null, "element": "subject", "qualifier": "other", "schema": "dc"}, {"key": "dc.subject.other", "value": "toimittajavalinta", "language": null, "element": "subject", "qualifier": "other", "schema": "dc"}, {"key": "dc.subject.other", "value": "hybridimallit", "language": null, "element": "subject", "qualifier": "other", "schema": "dc"}, {"key": "dc.title", "value": "Teko\u00e4lyn ja liiketoiminta-analytiikan rooli hankintap\u00e4\u00e4t\u00f6ksiss\u00e4", "language": null, "element": "title", "qualifier": null, "schema": "dc"}, {"key": "dc.type", "value": "bachelor thesis", "language": null, "element": "type", "qualifier": null, "schema": "dc"}, {"key": "dc.identifier.urn", "value": "URN:NBN:fi:jyu-202502272283", "language": null, "element": "identifier", "qualifier": "urn", "schema": "dc"}, {"key": "dc.contributor.faculty", "value": "Informaatioteknologian tiedekunta", "language": "fi", "element": "contributor", "qualifier": "faculty", "schema": "dc"}, {"key": "dc.contributor.faculty", "value": "Faculty of Information Technology", "language": "en", "element": "contributor", "qualifier": "faculty", "schema": "dc"}, {"key": "dc.contributor.department", "value": "Informaatioteknologia", "language": "fi", "element": "contributor", "qualifier": "department", "schema": "dc"}, {"key": "dc.contributor.department", "value": "Information Technology", "language": "en", "element": "contributor", "qualifier": "department", "schema": "dc"}, {"key": "dc.contributor.organization", "value": "Jyv\u00e4skyl\u00e4n yliopisto", "language": null, "element": "contributor", "qualifier": "organization", "schema": "dc"}, {"key": "dc.contributor.organization", "value": "University of Jyv\u00e4skyl\u00e4", "language": null, "element": "contributor", "qualifier": "organization", "schema": "dc"}, {"key": "dc.subject.discipline", "value": "Tietoj\u00e4rjestelm\u00e4tiede", "language": "fi", "element": "subject", "qualifier": "discipline", "schema": "dc"}, {"key": "dc.subject.discipline", "value": "Information Systems Science", "language": "en", "element": "subject", "qualifier": "discipline", "schema": "dc"}, {"key": "dc.type.coar", "value": "http://purl.org/coar/resource_type/c_7a1f", "language": null, "element": "type", "qualifier": "coar", "schema": "dc"}, {"key": "dc.rights.copyright", "value": "\u00a9 The Author(s)", "language": "fi", "element": "rights", "qualifier": "copyright", "schema": "dc"}, {"key": "dc.rights.accesslevel", "value": "openAccess", "language": null, "element": "rights", "qualifier": "accesslevel", "schema": "dc"}, {"key": "dc.type.publication", "value": "bachelorThesis", "language": null, "element": "type", "qualifier": "publication", "schema": "dc"}, {"key": "dc.subject.yso", "value": "teko\u00e4ly", "language": null, "element": "subject", "qualifier": "yso", "schema": "dc"}, {"key": "dc.subject.yso", "value": "hankinta", "language": null, "element": "subject", "qualifier": "yso", "schema": "dc"}, {"key": "dc.subject.yso", "value": "toimitusketjut", "language": null, "element": "subject", "qualifier": "yso", "schema": "dc"}, {"key": "dc.subject.yso", "value": "p\u00e4\u00e4t\u00f6ksenteko", "language": null, "element": "subject", "qualifier": "yso", "schema": "dc"}, {"key": "dc.subject.yso", "value": "analyysi", "language": null, "element": "subject", "qualifier": "yso", "schema": "dc"}, {"key": "dc.subject.yso", "value": "digitalisaatio", "language": null, "element": "subject", "qualifier": "yso", "schema": "dc"}, {"key": "dc.subject.yso", "value": "liiketoiminta", "language": null, "element": "subject", "qualifier": "yso", "schema": "dc"}, {"key": "dc.subject.yso", "value": "organisaatiot", "language": null, "element": "subject", "qualifier": "yso", "schema": "dc"}, {"key": "dc.subject.yso", "value": "koneoppiminen", "language": null, "element": "subject", "qualifier": "yso", "schema": "dc"}, {"key": "dc.rights.url", "value": "https://rightsstatements.org/page/InC/1.0/", "language": null, "element": "rights", "qualifier": "url", "schema": "dc"}]
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