Big data
|
BD-01 |
.756 |
In the organization's business environment.... .... handles a large volume of data. |
BD-02 |
.820 |
... data is generated (collected, created) at high speed. |
Alharthi et al. (2017)Alharthi, A., Krotov, V., & Bowman, M. (2017). Addressing barriers to big data. Business Horizons , 60(3), 285-292. and (Chen et al. (2014)Chen, M., Mao, S., & Liu, Y. (2014). Big data: A survey. Mobile Networks and Applications, 19(2), 171-209.. |
BD-03 |
.835 |
... it deals with a wide variety (types and formats) of data. |
BD-04 |
.782 |
... deals with great variability of data. |
Business analytics
|
BA-01 |
.799 |
Business data are .... ... analyzed using descriptive techniques (categorization, consolidation, and classification) to convert them into useful information for managers. |
Delen and Zolbanin (2018)Delen, D., & Zolbanin, H. M. (2018). The analytics paradigm in business research. Journal of Business Research, 90, 186-195. and Duan et al. (2020)Duan, Y., Cao, G., & Edwards, J. S. (2020). Understanding the impact of business analytics on innovation. European Journal of Operational Research, 281(3), 673-686.. |
BA-02 |
.847 |
... explored to find out the causes of a specific problem. |
BA-03 |
.863 |
... to identify behaviors and predict trends. |
BA-04 |
.900 |
... to identify the best alternatives and optimize objectives. |
Data stewardship
|
DS-01 |
.725 |
In the organization it is adopted... ... governance policies and data management formally established. |
Fleckenstein and Fellows (2018)Fleckenstein, M., & Fellows, L. (2018). Implementing a data strategy. In M. Fleckenstein & L. Fellows, Modern data strategy (pp. 35-54). Cham: Springer ., Lillie and Eybers (2018)Lillie, T., & Eybers, S. (2018, August). Identifying the constructs and agile capabilities of data governance and data management: A review of the literature. In K. Krauss, Turpin, M. Naude F. (eds.), Locally Relevant ICT Research. IDIA 2018. Communications in Computer and Information Science (pp. 313-326). Cham: Springer., Khatri and Brown (2010)Khatri, V., & Brown, C. V. (2010). Designing data governance. Communications of the ACM, 53(1), 148-152., Koltay (2016)Koltay, T. (2016). Data governance, data literacy and the management of data quality. IFLA Journal, 42(4), 303-312., Plotkin (2020)Plotkin, D. (2020). Data stewardship: An actionable guide to effective data management and data governance. London, UK: Elsevier., Rosenbaum (2010)Rosenbaum, S. (2010). Data governance and stewardship: Designing data stewardship entities and advancing data access. Health Services Research, 45(5), 1442-1455., Surbakti et al. (2020)Surbakti, F. P. S., Wang, W., Indulska, M., & Sadiq, S. (2020). Factors influencing effective use of big data: A research framework. Information & Management , 57(1), 103-146., and Tallon et al. (2013)Tallon, P. P., Ramirez, R. V., & Short, J. E. (2013). The information artifact in IT governance: Toward a theory of information governance. Journal of Management Information Systems , 30(3), 141-178.. |
DS-02 |
.790 |
... a data architecture that makes it possible to identify what data is collected and in which processes it is used. |
DS-03 |
.775 |
... an organizational structure or management committee responsible for data quality and guidance to BDA users. |
Data stewardship
|
DS-04 |
.721 |
... BDA in an accessible corporate environment, in a shared way among business areas. |
Fleckenstein and Fellows (2018)Fleckenstein, M., & Fellows, L. (2018). Implementing a data strategy. In M. Fleckenstein & L. Fellows, Modern data strategy (pp. 35-54). Cham: Springer ., Lillie and Eybers (2018)Lillie, T., & Eybers, S. (2018, August). Identifying the constructs and agile capabilities of data governance and data management: A review of the literature. In K. Krauss, Turpin, M. Naude F. (eds.), Locally Relevant ICT Research. IDIA 2018. Communications in Computer and Information Science (pp. 313-326). Cham: Springer., Khatri and Brown (2010)Khatri, V., & Brown, C. V. (2010). Designing data governance. Communications of the ACM, 53(1), 148-152., Koltay (2016)Koltay, T. (2016). Data governance, data literacy and the management of data quality. IFLA Journal, 42(4), 303-312., Plotkin (2020)Plotkin, D. (2020). Data stewardship: An actionable guide to effective data management and data governance. London, UK: Elsevier., Rosenbaum (2010)Rosenbaum, S. (2010). Data governance and stewardship: Designing data stewardship entities and advancing data access. Health Services Research, 45(5), 1442-1455., Surbakti et al. (2020)Surbakti, F. P. S., Wang, W., Indulska, M., & Sadiq, S. (2020). Factors influencing effective use of big data: A research framework. Information & Management , 57(1), 103-146., and Tallon et al. (2013)Tallon, P. P., Ramirez, R. V., & Short, J. E. (2013). The information artifact in IT governance: Toward a theory of information governance. Journal of Management Information Systems , 30(3), 141-178.. |
DS-05 |
.799 |
... practices to ensure the protection of the data used in BA in the management or operation of the business. |
DS-06 |
.807 |
... data sharing to reduce “islands” or “silos” of data in business areas. |
Corporate performance
management
|
|
|
Big data analytics... |
CPM-01 |
.843 |
... assists in the formulation and planning of the business strategy. |
CPM-02 |
.792 |
... assists in the control and evaluation of business performance. |
Acito and Khatri (2014)Acito, F., & Khatri, V. (2014). Business analytics: Why now and what next? Business Horizons, 57(5), 565-570., Chen et al. (2012)Chen, H., Chiang, R. H., & Storey, V. C. (2012). Business intelligence and analytics: From big data to big impact. MIS Quarterly, 36(4), 1165-1188., Mikalef et al. (2019)Mikalef, P., Boura, M., Lekakos, G., & Krogstie, J. (2019). Big data analytics and firm performance: Findings from a mixed-method approach. Journal of Business Research , 98, 261-276., Richards et al. (2019)Richards, G., Yeoh, W., Chong, A. Y. L., & Popovič, A. (2019). Business intelligence effectiveness and corporate performance management: An empirical analysis. Journal of Computer Information Systems, 59(2), 188-196., and Weeserik and Spruit (2018)Weeserik, B. P., & Spruit, M. (2018). Improving operational risk management using business performance management technologies. Sustainability, 10(3), 640-659.. |
CPM-03 |
.844 |
... contributes to add economic and financial value to the business. |
CPM-04 |
.842 |
... helps optimize the efficiency and effectiveness of internal business processes. |
CPM-05 |
.818 |
... favors the management of relationships with customers, suppliers, and stakeholders. |
CPM-06 |
.845 |
... favors the development and learning of other organizational capabilities. |