Multidimensional Data-Driven Artificial Intelligence Innovation
This is a critical time for the development and adoption of Artificial Intelligence (AI). The field has existed since the 1950s and is only now emerging as viable for commercial markets. Many enterprises are placing bets on AI that will determine their future. Today AI innovation becomes useful when...
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| Format: | Article |
| Language: | English |
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Carleton University
2019-12-01
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| Series: | Technology Innovation Management Review |
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| Online Access: | https://timreview.ca/timreview.ca/article/1288 |
| _version_ | 1811216653406437376 |
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| author | Sergey A. Yablonsky |
| author_facet | Sergey A. Yablonsky |
| author_sort | Sergey A. Yablonsky |
| collection | DOAJ |
| description | This is a critical time for the development and adoption of Artificial Intelligence (AI). The field has existed since the 1950s and is only now emerging as viable for commercial markets. Many enterprises are placing bets on AI that will determine their future. Today AI innovation becomes useful when it enriches decision-making that is enhanced by applying Big Data (BD) and Advanced Analytics (AA), with some element of human interaction using digital platforms. This research investigates an opportunity for cross-fertilization between AI, BD, and AA with related disciplines. The paper aims to investigate the potential relationship of AI, BD, and AA with digital business platforms. In doing so, it develops a multidimensional BD-driven AI innovation taxonomy framework with an AA/BD/AA innovation value chain, related levels of BD, and analytics maturity improvement. This framework can be used with a focus on data-driven human-machine relationships, and applying AI at different levels of data driven automation maturity. |
| first_indexed | 2024-04-12T06:42:53Z |
| format | Article |
| id | doaj.art-bc69f71a7a7d427caacca60ac5e269cc |
| institution | Directory Open Access Journal |
| issn | 1927-0321 |
| language | English |
| last_indexed | 2024-04-12T06:42:53Z |
| publishDate | 2019-12-01 |
| publisher | Carleton University |
| record_format | Article |
| series | Technology Innovation Management Review |
| spelling | doaj.art-bc69f71a7a7d427caacca60ac5e269cc2022-12-22T03:43:41ZengCarleton UniversityTechnology Innovation Management Review1927-03212019-12-019121628http://doi.org/10.22215/timreview/1288Multidimensional Data-Driven Artificial Intelligence InnovationSergey A. Yablonsky0 St. Petersburg State University This is a critical time for the development and adoption of Artificial Intelligence (AI). The field has existed since the 1950s and is only now emerging as viable for commercial markets. Many enterprises are placing bets on AI that will determine their future. Today AI innovation becomes useful when it enriches decision-making that is enhanced by applying Big Data (BD) and Advanced Analytics (AA), with some element of human interaction using digital platforms. This research investigates an opportunity for cross-fertilization between AI, BD, and AA with related disciplines. The paper aims to investigate the potential relationship of AI, BD, and AA with digital business platforms. In doing so, it develops a multidimensional BD-driven AI innovation taxonomy framework with an AA/BD/AA innovation value chain, related levels of BD, and analytics maturity improvement. This framework can be used with a focus on data-driven human-machine relationships, and applying AI at different levels of data driven automation maturity.https://timreview.ca/timreview.ca/article/1288advanced analyticsai maturityai value chainartificial intelligence (ai)big dataenterprise platforminnovation |
| spellingShingle | Sergey A. Yablonsky Multidimensional Data-Driven Artificial Intelligence Innovation Technology Innovation Management Review advanced analytics ai maturity ai value chain artificial intelligence (ai) big data enterprise platform innovation |
| title | Multidimensional Data-Driven Artificial Intelligence Innovation |
| title_full | Multidimensional Data-Driven Artificial Intelligence Innovation |
| title_fullStr | Multidimensional Data-Driven Artificial Intelligence Innovation |
| title_full_unstemmed | Multidimensional Data-Driven Artificial Intelligence Innovation |
| title_short | Multidimensional Data-Driven Artificial Intelligence Innovation |
| title_sort | multidimensional data driven artificial intelligence innovation |
| topic | advanced analytics ai maturity ai value chain artificial intelligence (ai) big data enterprise platform innovation |
| url | https://timreview.ca/timreview.ca/article/1288 |
| work_keys_str_mv | AT sergeyayablonsky multidimensionaldatadrivenartificialintelligenceinnovation |