An Exploration of the Applications, Challenges, and Success Factors in AI-Driven Product Development and Management
While extensive research studies exist on the influence of AI solutions on organizations as a whole, there is a paucity of comprehensive studies examining the adoption of these solutions in product development and subsequent management processes. This article presents an exploratory investigation of...
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| Format: | Article |
| Language: | English |
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Sciendo
2024-08-01
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| Series: | Foundations of Management |
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| Online Access: | https://doi.org/10.2478/fman-2024-0009 |
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| author | Witkowski Aron Wodecki Andrzej |
| author_facet | Witkowski Aron Wodecki Andrzej |
| author_sort | Witkowski Aron |
| collection | DOAJ |
| description | While extensive research studies exist on the influence of AI solutions on organizations as a whole, there is a paucity of comprehensive studies examining the adoption of these solutions in product development and subsequent management processes. This article presents an exploratory investigation of the applications, challenges, and determinants of success associated with artificial intelligence (AI) solutions employed in the product development and management processes. To this end, a qualitative thematic analysis is conducted based on twelve in-depth interviews with experts proficient in AI engineering and product management, representing twelve distinct organizations within the Polish IT sector. This article offers insights into four potential applications and expounds on various factors impacting the challenges and success of deployed AI solutions, generating two additional emergent themes. This article delineates practical implications for organizations and product managers and proposes intriguing directions for future research exploring topical areas of study. |
| format | Article |
| id | doaj-art-843e5270c4844cfab2c91675b8707a59 |
| institution | Kabale University |
| issn | 2300-5661 |
| language | English |
| publishDate | 2024-08-01 |
| publisher | Sciendo |
| record_format | Article |
| series | Foundations of Management |
| spelling | doaj-art-843e5270c4844cfab2c91675b8707a592025-02-02T15:48:06ZengSciendoFoundations of Management2300-56612024-08-0116113915610.2478/fman-2024-0009An Exploration of the Applications, Challenges, and Success Factors in AI-Driven Product Development and ManagementWitkowski Aron0Wodecki Andrzej1Warsaw University of Technology, Faculty of Management, Warsaw, POLANDWarsaw University of Technology, Faculty of Management, Warsaw, POLANDWhile extensive research studies exist on the influence of AI solutions on organizations as a whole, there is a paucity of comprehensive studies examining the adoption of these solutions in product development and subsequent management processes. This article presents an exploratory investigation of the applications, challenges, and determinants of success associated with artificial intelligence (AI) solutions employed in the product development and management processes. To this end, a qualitative thematic analysis is conducted based on twelve in-depth interviews with experts proficient in AI engineering and product management, representing twelve distinct organizations within the Polish IT sector. This article offers insights into four potential applications and expounds on various factors impacting the challenges and success of deployed AI solutions, generating two additional emergent themes. This article delineates practical implications for organizations and product managers and proposes intriguing directions for future research exploring topical areas of study.https://doi.org/10.2478/fman-2024-0009artificial intelligencemachine learningproduct managementai-driven developmentdata-driven developmentnew product developmento31o32o33m15m30 |
| spellingShingle | Witkowski Aron Wodecki Andrzej An Exploration of the Applications, Challenges, and Success Factors in AI-Driven Product Development and Management Foundations of Management artificial intelligence machine learning product management ai-driven development data-driven development new product development o31 o32 o33 m15 m30 |
| title | An Exploration of the Applications, Challenges, and Success Factors in AI-Driven Product Development and Management |
| title_full | An Exploration of the Applications, Challenges, and Success Factors in AI-Driven Product Development and Management |
| title_fullStr | An Exploration of the Applications, Challenges, and Success Factors in AI-Driven Product Development and Management |
| title_full_unstemmed | An Exploration of the Applications, Challenges, and Success Factors in AI-Driven Product Development and Management |
| title_short | An Exploration of the Applications, Challenges, and Success Factors in AI-Driven Product Development and Management |
| title_sort | exploration of the applications challenges and success factors in ai driven product development and management |
| topic | artificial intelligence machine learning product management ai-driven development data-driven development new product development o31 o32 o33 m15 m30 |
| url | https://doi.org/10.2478/fman-2024-0009 |
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