Developing a Strategic Data Science Roadmap through Trend Analysis and Digital Maturity Assessment

The rapid advancements in Data Science and Artificial Intelligence require organizations to create strategic roadmaps that align with both technological trends and business objectives. This paper introduces a data-driven approach for developing such strategies, integrating Digital Maturity Assessment, Multivocal Literature Review, Topic Modeling, and SWOT analysis within the Data Science Roadmapping (DSR) framework. The proposed approach aims to enhance the accuracy and relevance of roadmap development by combining multiple tools for comprehensive trend identification and organizational capability assessment. Ongoing validation through case studies will assess its practical application and effectiveness.

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Publication Details

Published
2024-11-04
DOI
https://doi.org/10.1109/ictmod63116.2024.10878174
Primary Topic
Big Data and Business Intelligence
Type
article
Field-Weighted Citation Impact
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article

Developing a Strategic Data Science Roadmap through Trend Analysis and Digital Maturity Assessment

Altan Koçyiğit, P. Erhan Eren, Erdem Aydın, Kerem Nazlıel et al.
Big Data and Business Intelligence
article

Developing a Strategic Data Science Roadmap through Trend Analysis and Digital Maturity Assessment

Altan Koçyiğit, P. Erhan Eren, Erdem Aydın, Kerem Nazlıel, Mert Onuralp Gökalp, Kerem Kayabay
article en

Abstract

The rapid advancements in Data Science and Artificial Intelligence require organizations to create strategic roadmaps that align with both technological trends and business objectives. This paper introduces a data-driven approach for developing such strategies, integrating Digital Maturity Assessment, Multivocal Literature Review, Topic Modeling, and SWOT analysis within the Data Science Roadmapping (DSR) framework. The proposed approach aims to enhance the accuracy and relevance of roadmap development by combining multiple tools for comprehensive trend identification and organizational capability assessment. Ongoing validation through case studies will assess its practical application and effectiveness.

University of Stuttgart (DE), Middle East Technical University (TR), Hacettepe University (TR)
Industry, innovation and infrastructure
Openalex Percentile: Top 57%
Big Data and Business Intelligence
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