Big Data Analytics for Business Management: Driving Innovation and Competitive Advantage

Big Data Analytics (BDA) is becoming more important for companies in today’s data-driven business world that want to innovate and stay ahead of the competition. Business process analysis is the focus of this article as it relates to the management of innovation and competitive advantage. The relationship between BDA capability, information governance, and creative capacities is investigated using a thorough research methodology that draws on resource-based view (RBV) and information governance theories. This research tests the hypothesized associations using primary survey data from 175 C-suite executives using Partial Least Squares Structural Equation Modelling (PLS-SEM). The results show that, with environmental dynamism acting as a moderator, BDA capacity has substantial favorable effects on the capacities for both incremental and radical innovation. In addition, the impact of BDA competence on radical innovation capacities is shown to be amplified by information governance. Consideration of technological resources, human skills, and information governance policies should be given equal weight when deploying BDAs, since this will have far-reaching practical consequences. Theoretically, this study adds to what is already known, and practically, it directs managers on how to use BDA to their benefit in the pursuit of innovation and competitive advantage.

Authors

Institutions

Publication Details

Published
2024-11-22
DOI
https://doi.org/10.1109/icaccm61117.2024.11059063
Citations
1
Primary Topic
Big Data and Business Intelligence
Type
article
Field-Weighted Citation Impact
0.53
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Big Data Analytics for Business Management: Driving Innovation and Competitive Advantage

Nikhil Polke, Ajim Shaikh, A. Roniboss, Geetha Manoharan et al.
1 citations
Big Data and Business Intelligence
0.53
article

Big Data Analytics for Business Management: Driving Innovation and Competitive Advantage

Nikhil Polke, Ajim Shaikh, A. Roniboss, Geetha Manoharan, Shaik Rehana Banu, Manoj Kumar Vandanapu
article en
1 citations

Abstract

Big Data Analytics (BDA) is becoming more important for companies in today’s data-driven business world that want to innovate and stay ahead of the competition. Business process analysis is the focus of this article as it relates to the management of innovation and competitive advantage. The relationship between BDA capability, information governance, and creative capacities is investigated using a thorough research methodology that draws on resource-based view (RBV) and information governance theories. This research tests the hypothesized associations using primary survey data from 175 C-suite executives using Partial Least Squares Structural Equation Modelling (PLS-SEM). The results show that, with environmental dynamism acting as a moderator, BDA capacity has substantial favorable effects on the capacities for both incremental and radical innovation. In addition, the impact of BDA competence on radical innovation capacities is shown to be amplified by information governance. Consideration of technological resources, human skills, and information governance policies should be given equal weight when deploying BDAs, since this will have far-reaching practical consequences. Theoretically, this study adds to what is already known, and practically, it directs managers on how to use BDA to their benefit in the pursuit of innovation and competitive advantage.

Vel Tech Rangarajan Dr. Sagunthala R&D Institute of Science and Technology (IN), Symbiosis International University (IN), Windsor Dermatology (US), Bharati Vidyapeeth (Deemed to be University) (IN)
Industry, innovation and infrastructure
Openalex Percentile: Top 21%
Big Data and Business Intelligence
0.53
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.