The Effects of Information Technology Capability on Firm Performance through Data Analytics
Abstract
บทคัดย่อ- สภาพแวดล้อมทางธุรกิจในปัจจุบันนี้ เทคโนโลยีสารสนเทศ (IT) มีความสำคัญต่อการดำเนินธุรกิจมากขึ้น อย่างไรก็ตามการวิเคราะห์ข้อมูลเชิงธุรกิจยังเป็นการสนับสนุนประสิทธิภาพในการทำงานของบริษัทให้ดีขึ้นด้วย อย่างไรก็ตามงานวิจัยนี้มีจุดมุ่งหมายเพื่อศึกษาความสามารถทางด้านเทคโนโลยีสารสนเทศ ด้วยการวิเคราะห์ข้อมูลเชิงธุรกิจ เพื่อเพิ่มประสิทธิภาพในการทำงานให้ดีขึ้น การสำรวจในงานวิจัยนี้จัดทำขึ้นโดยการรวบรวมข้อมูลจากอุตสาหกรรมการผลิตในประเทศไทย โดยมีกลุ่มตัวอย่างในงานวิจัยนี้ทั้งหมด 230 บริษัท ผลของการวิจัยพบว่าความสามารถทางด้านเทคโนโลยีสารสนเทศนั้นไม่มีผลโดยตรงต่อประสิทธิภาพการทำงานของบริษัท แต่ความสามารถทางด้านเทคโนโลยีสารสนเทศจะส่งผลดีต่อประสิทธิภาพการทำงานของบริษัทให้ดียิ่งขึ้น โดยการผ่านการวิเคราะห์ข้อมูลเชิงธุรกิจด้วย
คำสำคัญ: ความสามารถทางด้านเทคโนโลยีสารสนเทศ, การวิเคราะห์ข้อมูล, ประสิทธิภาพการทำงานของบริษัท
Abstract- Modern business environment nowadays, information technology (IT) becomes more important for business operation. The data analytics also supports the better firm performance. This research aims to study the utilization of IT capability though data analytics to better firm performance. This survey conducts to collect data from the manufacturing industry in Thailand, and a total valid sample of 230 respondents. The finding of this research found that IT capability has no effect on firm performance, but positively effects to data analytics. Data analytics positively effects to firm performance.
Keywords- IT Capability, Data Analytics, Firm Performance
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S. Mithas, N. Ramasubbu, and V. Sambamurthy, "How information management capability influences firm performance," MIS quarterly, pp. 237-256, 2011.
Y. Lu and K. Ramamurthy, "Understanding the link between information technology capability and organizational agility: An empirical examination," Mis Quarterly, pp. 931-954, 2011.
E. G. Ularu, F. C. Puican, A. Apostu, and M. Velicanu, "Perspectives on big data and big data analytics," Database Systems Journal, vol. 3, pp. 3-14, 2012.
M. Rouse, "Big data analytics," Definition from WhatIs. com.[online] Available at: http://searchbusinessanalytics. techtarget. com/definition/big-data-analytics [Accessed: 30 Mar 2014], 2012.
C. W. Olofson and D. Vesset, "Big Data: Trends, Strategies, and SAP Technology," Report ICD, vol. 236135, 2012.
E. Brynjolfsson and L. M. Hitt, "Beyond computation: Information technology, organizational transformation and business performance," The Journal of Economic Perspectives, vol. 14, pp. 23-48, 2000.
J. Dedrick, V. Gurbaxani, and K. L. Kraemer, "Information technology and economic performance: A critical review of the empirical evidence," ACM Computing Surveys (CSUR), vol. 35, pp. 1-28, 2003.
C. Nakata, Z. Zhu, and M. L. Kraimer, "The complex contribution of information technology capability to business performance," Journal of Managerial Issues, pp. 485-506, 2008.
A. S. Bharadwaj, "A resource-based perspective on information technology capability and firm performance: an empirical investigation," MIS quarterly, pp. 169-196, 2000.
N. Melville, K. Kraemer, and V. Gurbaxani, "Review: Information technology and organizational performance: An integrative model of IT business value," MIS quarterly, vol. 28, pp. 283-322, 2004.
F. Bridoux, "A resource-based approach to performance and competition: an overview of the connections between resources and competition," UCL2004.
F. J. Mata, W. L. Fuerst, and J. B. Barney, "Information technology and sustained competitive advantage: A resource-based analysis," MIS quarterly, pp. 487-505, 1995.
R. M. Grant, "The resource-based theory of competitive advantage: implications for strategy formulation," California management review, vol. 33, pp. 114-135, 1991.
M. Wade and J. Hulland, "Review: The resource-based view and information systems research: Review, extension, and suggestions for future research," MIS quarterly, vol. 28, pp. 107-142, 2004.
C. Curado and N. Bontis, "The knowledge-based view of the firm and its theoretical precursor," International Journal of Learning and Intellectual Capital, vol. 3, pp. 367-381, 2006.
N. Jaturat, "The Relationship Between IT Investment and Firm Performance with The Context of The “Sufficiency Economy” Philosophy," Rajamangala University of Technology Thanyaburi. Faculty of Business Administration, 2011.
J. W. Ross, C. M. Beath, and D. L. Goodhue, "Develop long-term competitiveness through IT assets," Sloan management review, vol. 38, p. 31, 1996.
V. Sambamurthy and R. Zmud, "At the heart of success: organizationwide management competencies," Steps to the Future: Fresh Thinking on the management of IT-Based Organizational transformation, pp. 143-163, 1997.
D. Delen and H. Demirkan, "Data, information and analytics as services," ed: Elsevier, 2013.
Z. Sun, K. Strang, and S. Firmin, "Business Analytics-Based Enterprise Information Systems," Journal of Computer Information Systems, vol. 57, pp. 169-178, 2017.
S.-k. Song, D. J. Kim, M. Hwang, J. Kim, D.-H. Jeong, S. Lee, et al., "Prescriptive analytics system for improving research power," in Computational Science and Engineering (CSE), 2013 IEEE 16th International Conference on, 2013, pp. 1144-1145.
T. S. Cook and P. Nagy, "Business intelligence for the radiologist: making your data work for you," Journal of the American College of Radiology, vol. 11, pp. 1238-1240, 2014.
W. Raghupathi and V. Raghupathi, "An overview of health analytics," J Health Med Informat, vol. 4, p. 2, 2013.
M. D. Assunção, R. N. Calheiros, S. Bianchi, M. A. Netto, and R. Buyya, "Big Data computing and clouds: Trends and future directions," Journal of Parallel and Distributed Computing, vol. 79, pp. 3-15, 2015.
S.-C. Chen and P. G. Quester, "Modeling store loyalty: perceived value in market orientation practice," Journal of Services Marketing, vol. 20, pp. 188-198, 2006.
P.-H. Tseng and C.-H. Liao, "Supply chain integration, information technology, market orientation and firm performance in container shipping firms," The International Journal of Logistics Management, vol. 26, pp. 82-106, 2015.
B. R. Golden, "SBU strategy and performance: the moderating effects of the corporate‐SBU relationship," Strategic Management Journal, vol. 13, pp. 145-158, 1992.
B. S. Chakravarthy, "Measuring strategic performance," Strategic management journal, vol. 7, pp. 437-458, 1986.
J. K. Han, N. Kim, and R. K. Srivastava, "Market orientation and organizational performance: is innovation a missing link?," The Journal of marketing, pp. 30-45, 1998.
J. J. Cambra-Fierro, S. Hart, A. Fuster Mur, and Y. Polo Redondo, "Looking for performance: How innovation and strategy may affect market orientation models," Innovation, vol. 13, pp. 154-172, 2011.
R. G. Javalgi, C. L. Martin, and R. B. Young, "Marketing research, market orientation and customer relationship management: a framework and implications for service providers," Journal of Services Marketing, vol. 20, pp. 12-23, 2006.
T. A. Byrd and N. W. Davidson, "Examining possible antecedents of IT impact on the supply chain and its effect on firm performance," Information & Management, vol. 41, pp. 243-255, 2003.
N. MOUTHAAN, "Effects of big data analytics on organizations’ value creation," University of Amsterdam, 2012.
T. Kamioka, R. Hosoya, and T. Tapanainen, "Effects of User IT Capabilities and Organized Big Data Analytics on Competitive Advantage," in Proceedings of the Pacific-Asian Conference on Information Systems (PACIS), 2017.
K. Vanichbuncha, "Multivariate analysis: SPSS for Windows," ed: Chulalongkorn university press, Thailand, 2000.
E. G. Carmines and J. P. McIver, "Analyzing models with unobserved variables: Analysis of covariance structures," Social measurement: Current issues, pp. 65-115, 1981.
B. M. Byrne, Structural equation modeling with EQS and EQS/Windows: Basic concepts, applications, and programming: Sage, 1994.
K. W. Green, S. Chakrabarty, and D. Whitten, "Organisational culture of customer care: Market orientation and service quality," International Journal of Services and Standards, vol. 3, pp. 137-153, 2007.
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