Making big data analytics perform: the mediating effect of big data analytics dependent organizational agility

Samuel FOSSO WAMBA, Shahriar Akter, Cameron GUTHRIE

Abstract


While big data analytics (BDA) has received significant attention from both scholars and practitioners, significant gaps remain in our understanding of how organizations can effectively manage and leverage BDA resources. Drawing on the big data analytics literature and organizational agility literature, this study investigates the impact of BDA capability on firm performance and the mediating effect of organizational agility on this relationship. The proposed model is tested using data collected from 202 firms in the U.S and partial least squares modelling. The results support the research model and confirm the critical role of organizational agility for BDA investments to create strategic business value and improve firm performance.


Keywords


Big data; big data analytics capability; IT-dependent organizational agility; performance

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References


Akter, S., Wamba, S. F., Gunasekaran, A., Dubey, R., and Childe, S. J. 2016. "How to improve firm performance using big data analytics capability and business strategy alignment?," International Journal of Production Economics (182), pp 113-131.

Baesens, B., Bapna, R., Marsden, J. R., Vanthienen, J., and Zhao, J. L. 2014. "Transformational issues of big data and analytics in networked business," MIS Quarterly (38:2), pp 629-631.

Barbierato, E., Gribaudo, M., and Iacono, M. 2014. "Performance evaluation of NoSQL big-data applications using multi-formalism models," Future Generation Computer Systems (37), pp 345-353.

Barnaghi, P., Sheth, A., and Henson, C. 2013. "From data to actionable knowledge: big data challenges in the web of things," IEEE Intelligent Systems (6), pp 6-11.

Barney, J. B. 1991. "Firm resources and sustained competitive advantage," Journal of Management (17), pp 99-120.

Barton, D., and Court, D. 2012. "Making advanced analytics work for you," Harvard business review (90:10), p 78.

Becker, J.-M., Klein, K., and Wetzels, M. 2012. "Hierarchical latent variable models in PLS-SEM: guidelines for using reflective-formative type models," Long Range Planning (45:5), pp 359-394.

Becker, J.-M., Rai, A., Ringle, C. M., and Völckner, F. 2013. "Discovering unobserved heterogeneity in structural equation models to avert validity threats," MIS Quarterly (37:3), pp 665-694.

Becker, J., Beverungen, D. F., and Knackstedt, R. 2010. "The challenge of conceptual modeling for product-service systems: status-quo and perspectives for reference models and modeling languages," Information Systems and E-Business Management (8:1) Jan, pp 33-66.

Bharadwaj, A. 2000. "A resource-based perspective on information capability and firm performance: an empirical investigation," MIS Quarterly (24), pp 169-196.

Braun, V., and Clarke, V. 2006. "Using Thematic Analysis in Psychology Qualitative Research in Psychology, 3, 77-101," Bristol: University of the West of England.

Chae, H.-C., Koh, C. E., and Prybutok, V. R. 2014. "Information technology capability and firm performance: contradictory findings and their possible causes," MIS Quarterly (38:1), pp 305-326.

Chen, H., Chiang, R. H., and Storey, V. C. 2012. "Business intelligence and analytics: From big data to big impact," MIS Quarterly (36:4).

Chen, Y., Wang, Y., Nevo, S., Jin, J., Wang, L., and Chow, W. S. 2014. "IT capability and organizational performance: the roles of business process agility and environmental factors," European Journal of Information Systems (23:3), pp 326-342.

Chiang, R. H. L., Grover, V., Ting-Peng, L., and Dongsong, Z. 2018. "Special Issue: Strategic Value of Big Data and Business Analytics," Journal of Management Information Systems (35:2), pp 383-387.

Chin, W. W. 1998a. "Commentary: Issues and opinion on structural equation modeling," MIS Quarterly (22:1) March 1998, pp vii-xvi.

Chin, W. W. 1998b. "The partial least squares approach for structural equation modeling," in Modern methods for business research, G. Marcoulides (ed.), Psychology Press: New York, pp. 295-336.

Chin, W. W. 2010. "How to write up and report PLS analyses," in Handbook of partial least squares, V. Esposito Vinzi, W. W. Chin, J. Henseler and H. Wang (eds.), Springer: Berlin, Heidelberg., pp. 655-690.

Cohen, J. 1988. Statistical power analysis for the behavioral sciences, Routledge Academic.

Columbus, L. 2014. "Making Analytics Accountable: 56% Of Executives Expect Analytics to Contribute To 10% Or More Growth in 2014," in Forbes.

Côrte-Real, N., Oliveira, T., and Ruivo, P. 2017. "Assessing business value of Big Data Analytics in European firms," Journal of Business Research (70), pp 379-390.

Davenport, T. H., and Harris, J. G. 2007a. Competing on analytics: the new science of winning, Harvard Business School Press.

Davenport, T. H., and Harris, J. G. 2007b. "The dark side of customer analytics," Harvard Business Review (85:5) May, pp 37.

De Swert, K. 2012. "Calculating inter-coder reliability in media content analysis using Krippendorff’s Alpha," Center for Politics and Communication), pp 1-15.

Efron, B., and Tibshirani, R. 1993. An introduction to the bootstrap, Chapman & Hall/CRC.

Falk, R. F., and Miller, N. B. 1992. A primer for soft modeling, University of Akron Press.

Felipe, C. M., Roldán, J. L., and Leal-Rodríguez, A. L. 2016. "An explanatory and predictive model for organizational agility," Journal of Business Research (69:10), pp 4624-4631.

Fink, L., and Neumann, S. 2007. "Gaining agility through IT personnel capabilities: The mediating role of IT infrastructure capabilities," Journal of the Association for Information Systems (8:8), pp 440-462.

Fornell, C., and Larcker, D. F. 1981. "Evaluating structural equation models with unobservable variables and measurement error," Journal of Marketing Research (18:1), pp 39-50.

Fosso Wamba, S., Gunasekaran, A., Akter, S., Ren, S. J.-f., Dubey, R., and Childe, S. J. 2017. "Big data analytics and firm performance: Effects of dynamic capabilities," Journal of Business Research (70), pp 356-365.

Galliers, R. D. 2007. "Strategizing for Agility: Confronting Information Systems Inflexibility," Agile Information Systems), p 1.

Gandomi, A., and Haider, M. 2015. "Beyond the hype: Big data concepts, methods, and analytics," International Journal of Information Management (35:2), pp 137-144.

Geisser, S. 1975. "The predictive sample reuse method with applications," Journal of the American Statistical Association (70:350), pp 320-328.

George, G., Haas, M., and Pentland, A. 2014. "From the editors: big data and management," Academy of Management Journal (57:2), pp 321-326.

Ghasemaghaei, M., Ebrahimi, S., and Hassanein, K. 2018. "Data analytics competency for improving firm decision-making performance," The Journal of Strategic Information Systems (27:1), pp 101-113.

Grant, R. M. 1991. "The resource-based theory of competitive advantage: implications for strategy formulation," California management review (33:3), pp 114-135.

Gregor, S., Martin, M., Fernandez, W., Stern, S., and Vitale, M. 2006. "The transformational dimension in the realization of business value from information technology," The Journal of Strategic Information Systems (15:3), pp 249-270.

Grover, V., Chiang, R. H. L., Ting-Peng, L., and Dongsong, Z. 2018. "Creating Strategic Business Value from Big Data Analytics: A Research Framework," Journal of Management Information Systems (35:2), pp 388-423.

Günther, W. A., Mehrizi, M. H. R., Huysman, M., and Feldberg, F. 2017. "Debating big data: A literature review on realizing value from big data," The Journal of Strategic Information Systems (26:3), pp 191-209.

Gupta, M., and George, J. F. 2016. "Toward the development of a big data analytics capability," Information & Management (53:8), pp 1049-1064.

Hair, J. F., Hult, G. T. M., Ringle, C. M., and Sarstedt, M. S. 2017. A primer on partial least squares structural equation modeling (PLS-SEM), (Sage Publications: Thousand Oaks, California.

Hair, J. F., Ringle, C. M., and Sarstedt, M. 2011. "PLS-SEM: Indeed a Silver Bullet," Journal of Marketing Theory and Practice (19:2), pp 139-152.

Hayes, A. F. 2011. "My macros and code for SPSS and SAS."

Hayes, A. F., and Krippendorff, K. 2007. "Answering the call for a standard reliability measure for coding data," Communication methods and measures (1:1), pp 77-89.

Hayes, A. F., Preacher, K. J., and Myers, T. A. 2011. "Mediation and the estimation of indirect effects in political communication research," in Sourcebook for political communication research: Methods, measures, and analytical techniques, E. P. Bucy and R. L. Holbert (eds.), Routledge: New York, pp. 434-465.

Henke, N., Bughin, J., Chui, M., Manyika, J., Saleh, T., Wiseman, B., and Sethupathy, G. 2016. "The age of analytics: Competing in a data-driven world," McKinsey Global Institute, p. 136.

Hitt, M. A., Xu, K., and Carnes, C. M. 2016. "Resource based theory in operations management research," Journal of Operations Management (41:1), pp 77-94.

Hollands, R. G. 2008. "Will the real smart city please stand up?," City (12:3), pp 303-320.

Holsapple, C. W., and Wu, J. 2009. "A Resource-Based Perspective on Information Technology, Knowledge Management, and Firm Performance," in Handbook of Research on Contemporary Theoretical Models in Information Systems, K. D. Yogesh, L. Banita, D. W. Michael, L. S. Scott and W. Michael (eds.), IGI Global: Hershey, PA, USA, pp. 296-310.

Kearns, G. S., and Lederer, A. L. 2003. "A Resource-Based View of Strategic IT Alignment: How Knowledge Sharing Creates Competitive Advantage," Decision Sciences (34:1), pp 1-29.

Kim, G.-H., Trimi, S., and Chung, J.-H. 2014. "Big-data applications in the government sector," Communications of the ACM (57:3), pp 78-85.

Kim, G., Shin, B., Kim, K. K., and Lee, H. G. 2011. "IT capabilities, process-oriented dynamic capabilities, and firm financial performance," Journal of the Association for Information Systems (12:7), p 487.

Kim, G., Shin, B., and Kwon, O. 2012. "Investigating the Value of Sociomaterialism in Conceptualizing IT Capability of a Firm," Journal of Management Information Systems (29:3), pp 327-362.

Kiron, D. 2013. "Organizational alignment is key to big data success," MIT Sloan Management Review (54:3), pp 1-6.

Kiron, D., Prentice, P. K., and Ferguson, R. B. 2014. "The analytics mandate," MIT Sloan management review (55:4), pp 1-25.

Kohli, R., and Grover, V. 2008. "Business Value of IT: An Essay on Expanding Research Directions to Keep up with the Times," Journal of the Association for Information Systems (9:1), pp 23-39.

Krippendorff, K. 2004. "Reliability in content analysis," Human Communication Research (30:3), pp 411-433.

Krippendorff, K. 2007. "Computing Krippendorff's alpha reliability," Departmental Papers (ASC), University of Pennsylvania (http://repository.upenn.edu/asc_papers/43).

Lavalle, S., Lesser, E., Shockley, R., Hopkins, M. S., and Kruschwitz, N. 2011. "Big Data, Analytics and the Path From Insights to Value," Mit Sloan Management Review (52:2), pp 21-32.

Lin, Y., and Wu, L.-Y. 2014. "Exploring the role of dynamic capabilities in firm performance under the resource-based view framework," Journal of Business Research (67:3), pp 407-413.

Lindell, M. K., and Whitney, D. J. 2001. "Accounting for common method variance in cross-sectional research designs," Journal of applied psychology (86:1), p 114.

Lowry, P. B., and Wilson, D. 2016. "Creating agile organizations through IT: The influence of internal IT service perceptions on IT service quality and IT agility," The Journal of Strategic Information Systems (25:3), pp 211-226.

Lu, Y., and Ramamurthy, K. 2011. "Understanding the link between information technology capability and organizational agility: an empirical examination," MIS Quarterly (35:4), pp 931-954.

Malhotra, N. K., Kim, S. S., and Patil, A. 2006. "Common method variance in IS research: A comparison of alternative approaches and a reanalysis of past research," Management science (52:12), pp 1865-1883.

Marr, B. 2018. "Where Big Data Projects Fail," in Forbes.

Maughan, T., and Young, L. 2015. "Media Network: Three Moments from the Future Post-Manufacturing Supply Chain," Architectural Design (85:4), pp 88-93.

McAfee, A., and Brynjolfsson, E. 2012. "Big Data: The Management Revolution," Harvard Business Review (90:10), pp 60-68.

Mikalef, P., and Pateli, A. 2017. "Information technology-enabled dynamic capabilities and their indirect effect on competitive performance: Findings from PLS-SEM and fsQCA," Journal of Business Research (70), pp 1-16.

Mooney, J. G., Gurbaxani, V., and Kraemer, K. 1996. "A process oriented framework for assessing the business value of information technology," The Data Base for Advances in Information Systems (27), pp 68-81.

Müller, O., Fay, M., and Vom Brocke, J. A. N. 2018. "The Effect of Big Data and Analytics on Firm Performance: An Econometric Analysis Considering Industry Characteristics," Journal of Management Information Systems (35:2), pp 488-509.

Newbert, S. L. 2007. "Empirical research on the resource-based view of the firm: an assessment and suggestions for future research," Strategic Management Journal (28:2), pp 121-146.

Opresnik, D., and Taisch, M. 2015. "The value of Big Data in servitization," International Journal of Production Economics (165), pp 174-184.

Orlikowski, W. J. 2007. "Sociomaterial Practices: Exploring Technology at Work," Organization Studies (28:9), pp 1435-1448.

Orlikowski, W. J., and Scott, S. V. 2008. "Sociomateriality: Challenging the Separation of Technology, Work and Organization," The Academy of Management Annals (2:1), pp 433-474.

Partners, N. 2019. "Big Data and AI Executive Survey 2019," NewVantage Partners LLC.

Phillips-Wren, G., Iyer, L. S., Kulkarni, U., and Ariyachandra, T. 2015. "Business Analytics in the Context of Big Data: A Roadmap for Research," Communications of the Association for Information Systems (37:1), p 23.

Podsakoff, P. M., and Organ, D. W. 1986. "Self-reports in organizational research: Problems and prospects," Journal of management (12:4), pp 531-544.

Preacher, K. J., and Hayes, A. F. 2008. "Asymptotic and resampling strategies for assessing and comparing indirect effects in multiple mediator models," Behavior research methods (40:3), pp 879-891.

Raschke, R. L. 2010. "Process-based view of agility: The value contribution of IT and the effects on process outcomes," International Journal of Accounting Information Systems (11:4), pp 297-313.

Ringle, C. M., Wende, S., and Becker, J.-M. 2014. "SmartPLS 3," SmartPLS GmbH: Boenningstedt.

Ross, J. W., Beath, C. M., and Quaadgras, A. 2013. "You may not need big data after all," Harvard Business Review (91:12), pp 90-98.

Santhanam, R., and Hartono, E. 2003. "Issues in linking information technology capability to firm performance," MIS Quarterly (27:1), pp 125-153.

Shekhar, S., Gunturi, V., Evans, M. R., and Yang, K. 2012. "Spatial big-data challenges intersecting mobility and cloud computing," Proceedings of the Eleventh ACM International Workshop on Data Engineering for Wireless and Mobile Access, ACM2012, pp 1-6.

Srivastava, R. K., Fahey, L., and Christensen, H. K. 2001. "The resource-based view and marketing: The role of market-based assets in gaining competitive advantage," Journal of Management (27:6), pp 777-802.

Stanko, M. A., Molina‐Castillo, F. J., and Munuera‐Aleman, J. L. 2012. "Speed to market for innovative products: blessing or curse?," Journal of Product Innovation Management (29:5), pp 751-765.

Stone, M. 1974. "Cross-validatory choice and assessment of statistical predictions," Journal of the Royal Statistical Society. Series B (Methodological)), pp 111-147.

Swafford, P. M., Ghosh, S., and Murthy, N. N. 2006. "A framework for assessing value chain agility," International Journal of Operations & Production Management (26:2), pp 118-140.

Tallon, P. P., and Pinsonneault, A. 2011. "Competing perspectives on the link between strategic information technology alignment and organizational agility: insights from a mediation model," MIS Quarterly (35:2), pp 463-486.

Taylor, P. 2012. "Crunch time for big data," in Financial Times, FT Group: London.

Tenenhaus, M., Vinzi, V. E., Chatelin, Y.-M., and Lauro, C. 2005. "PLS path modeling," Computational statistics & data analysis (48:1), pp 159-205.

Tippins, M. J., and Sohi, R. S. 2003. "IT competency and firm performance: is organizational learning a missing link?," Strategic Management Journal (24:8), pp 745-761.

Verbraken, T., Lessmann, S., and Baesens B. Year. "Toward Profit-Driven Churn Modeling with Predictive Marketing Analytics," Proceedings of the 11th Workshop on e-Business (WEB'2012), Orlando, FL, USA, 2012.

Vitari, C., and Raguseo, E. 2016. "Digital data, dynamic capability and financial performance: an empirical investigation in the era of Big Data," Systèmes d'Information et Management (21:3), pp 63-92.

Wade, M., and Hulland, J. 2004. "Review: the resource-based view and information systems research: review, extension, and suggestions for future research," MIS Quarterly (28:1), pp 107-142.

Wernerfelt, B. 1984. "A resource‐based view of the firm," Strategic management journal (5:2), pp 171-180.

Wetzels, M., Odekerken-Schroder, G., and Van Oppen, C. 2009. "Using PLS path modeling for assessing hierarchical construct models: guidelines and empirical illustration," MIS Quarterly (33:1), p 177.

Wixom, B. H., Yen, B., and Relich, M. 2013. "Maximizing value from business analytics," MIS Quarterly Executive (12:2), pp 111-123.

Wu, J., Li, H., Cheng, S., and Lin, Z. 2016. "The promising future of healthcare services: When big data analytics meets wearable technology," Information & Management (53:8), pp 1020-1033.

Yang, C., and Liu, H.-M. 2012. "Boosting firm performance via enterprise agility and network structure," Management Decision (50:6) 2012, pp 1022-1044.




DOI: http://dx.doi.org/10.9876/sim.v25i2.1008

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