题名

系統整合商如何提升企業的大數據分析能力？

并列篇名

How System Integrators Can Help Client Companies Develop Big Data Analytics Capability?

DOI

10.6226/NTUMR.202212_32(3).0004

作者

吳岳穎(Tim Yueh-Ying Wu)；張伊婷(Jamie Yi-Ting Chang)；戴基峯(Jeffrey Chi-Feng Tai)

关键词

大數據分析能力 ； 系統整合商 ； 技術服務 ； 整合服務 ； 資源基礎觀點 ； Big Data Analytics capability ； system integrator ； technology service ； integration service ； resource-based view

期刊名称

臺大管理論叢

卷期/出版年月

32卷3期（2022 / 12 / 01）

页次

117 - 153

内容语文

繁體中文;英文
中文摘要

大數據分析是日益受到企業重視且導入的新技術。然而，多數企業卻因資訊科技能力不足，而無法如預期般在系統導入後獲得大數據分析能力。本研究主張：系統整合商可扮演關鍵角色，協助企業發展出大數據分析能力；這項推測鮮少有研究檢視過。在分析了107份有效問卷後，本研究證實系統整合商的技術服務和整合服務可提升資訊部門分析能力，以及各業務單位之間的合作，進而使企業成功發展大數據分析能力。藉由探究大數據分析能力形成的前因，本研究彌補了既有文獻在專案環境中系統整合商視角的研究落差，研究結果更可供缺乏大數據分析資源和能力之企業參考。
英文摘要

Big Data Analytics (BDA) is a new technology being increasingly adopted by enterprises. Lacking of Information Technology (IT) capabilities; however, most companies are unable to obtain BDA capabilities upon implementing the BDA systems. This study posits that system integrators can play a key role in helping companies with insufficient IT capabilities to nurture BDA capabilities, a conjecture which has rarely been tested in prior studies. Based on a survey consisting of 107 effective samples, our analyses show that the integration and technical services provided by system integrators can enhance cooperation among business units and elevate the analytics capability of IT departments, leading firms to successfully develop BDA capabilities. By exploring the antecedents affecting the formation of BDA capabilities, this research fills the gap in literature pertaining to the perspectives of system integrators involving in BDA system implementation projects. Furthermore, the results can be used as a reference in corporate practices.
主题分类 基礎與應用科學 > 資訊科學
基礎與應用科學 > 統計
社會科學 > 經濟學
社會科學 > 財金及會計學
社會科學 > 管理學
参考文献
  1. 吳建明, Chien-Ming,林尚平, Shang-Ping,湯大緯, Ta-Wei,李純誼, Chun-I(2008)。資訊系統「後導入階段」使用慣例的個案研究。臺大管理論叢，19(1)，213-239。
    連結：
  2. 李有仁, Eldon Y.,張芳凱, Fang-Kai,許建隆, Chien-Lung,廖建翔, Chien-Hsiang(2017)。資訊管理研究在台灣：歷史回顧與未來展望。臺大管理論叢，27(4)，169-206。
    連結：
  3. Akter, S.,Wamba, S. F.,Gunasekaran, A.,Dubey, R.,Childe, S. J.(2016).How to improve firm performance using big data analytics capability and business strategy alignment?.International Journal of Production Economics,182,113-131.
  4. Alharthi, A.,Krotov, V.,Bowman, M.(2017).Addressing barriers to big data.Business Horizon,60(3),285-292.
  5. Amit, R.,Schoemaker, P. J. H.(1993).Strategic assets and organizational rent.Strategic Management Journal,14(1),33-46.
  6. Aral, S.,Weill, P.(2007).IT assets, organizational capabilities, and firm performance: How resource allocations and organizational differences explain performance variation.Organization Science,18(5),763-780.
  7. Armstrong, J. S.,Overton, T. S.(1977).Estimating nonresponse bias in mail surveys.Journal of Marketing Research,14(3),396-402.
  8. Bagozzi, R. P.,Yi, Y.(1988).On the evaluation of structural equation models.Journal of the Academy of Marketing Science,16(1),74-94.
  9. Baraldi, E.(2009).User-related complexity dimensions of complex products and systems (CoPS): A case of implementing an ERP system.International Journal of Innovation Management,13(1),19-45.
  10. Barney, J.(1991).Firm resources and sustained competitive advantage.Journal of Management,17(1),99-120.
  11. Barthel, P.,Hess, T.(2020).Towards a characterization of digitalization projects in the context of organizational transformation.Pacific Asia Journal of the Association for Information Systems,12(3),31-56.
  12. Chen, H.,Chiang, R. H. L.,Storey, V. C.(2012).Business intelligence and analytics: From big data to big impact.MIS Quarterly,36(4),1165-1188.
  13. Cui, T.,Tong, Y.,Teo, H. H.,Li, J.(2020).Managing knowledge distance: IT-enabled inter-firm knowledge capabilities in collaborative innovation.Journal of Management Information Systems,37(1),217-250.
  14. Davenport, T. H.(2013).Analytics 3.0.Harvard Business Review,91(12),64-72.
  15. Davies, A.,Brady, T.,Hobday, M.(2007).Organizing for solutions: Systems sellers vs. systems integration.Industrial Marketing Management,36(2),183-193.
  16. Davies, A.,Mackenzie, I.(2014).Project complexity and systems integration: Constructing the London 2012 Olympics and Paralympics Games.International Journal of Project Management,32(5),773-790.
  17. Demlehner, Q.,Laumer, S.(2020).Why context matters: Explaining the digital transformation of the manufacturing industry and the role of the industry’s characteristics in IT.Pacific Asia Journal of the Association for Information Systems,12(3),57-81.
  18. Dierickx, I.,Cool, K.(1989).Asset stock accumulation and sustainability of competitive advantage.Management Science,35(12),1504-1511.
  19. Dremel, C.,Wulf, J.,Herterich, M. M.,Waizmann, J. C.,Brenner, W.(2017).How AUDI AG established big data analytics in its digital transformation.MIS Quarterly Executive,16(2),81-100.
  20. Dubey, R.,Gunasekaran, A.,Childe, S. J.,Roubaud, D.,Wamba, S. F.,Giannakis, M.,Foropon, C.(2019).Big data analytics and organizational culture as complements to swift trust and collaborative performance in the humanitarian supply chain.International Journal of Production Economics,210,120-136.
  21. Dutta, D.,Bose, I.(2015).Managing a big data project: The case of ramco cements limited.International Journal of Production Economics,165,293-306.
  22. Dyer, J. H.,Singh, H.,Hesterly, W. S.(2018).The relational view revisited: A dynamic perspective on value creation and value capture.Strategic Management Journal,39(12),3140-3162.
  23. Esposito Vinzi, V.(Ed.),Chin, W. W.(Ed.),Henseler, J.(Ed.),Wang, H.(Ed.)(2010).Handbook of Partial Least Squares.Berlin, German:Springer.
  24. Fink, L.,Yogev, N.,Even, A.(2017).Business intelligence and organizational learning: An empirical investigation of value creation processes.Information & Management,54(1),38-56.
  25. Fornell, C.,Larcker, D. F.(1981).Structural equation models with unobservable variables and measurement error: Algebra and statistics.Journal of Marketing Research,18(3),382-388.
  26. Ghasemaghaei, M.,Calic, G.(2019).Does big data enhance firm innovation competency? The mediating role of data-driven insights.Journal of Business Research,104,69-84.
  27. Ghasemaghaei, M.,Ebrahimi, S.,Hassanein, K.(2018).Data analytics competency for improving firm decision making performance.Journal of Strategic Information Systems,27(1),101-113.
  28. Gholz, E.,James, A. D.,Speller, T. H.(2018).The second face of systems integration: An empirical analysis of supply chains to complex systems.Research Policy,47(8),1478-1494.
  29. Grover, V.,Chiang, R. H.,Liang, T. P.,Zhang, D.(2018).Creating strategic business value from big data analytics: A research framework.Journal of Management Information Systems,35(2),388-423.
  30. Günther, W. A.,Mehrizi, M. H. R.,Huysman, M.,Feldberg, F.(2017).Debating big data: A literature review on realizing value from big data.The Journal of Strategic Information Systems,26(3),191-209.
  31. Gupta, M.,George, J. F.(2016).Toward the development of a big data analytics capability.Information & Management,53(8),1049-1064.
  32. Hanelt, A.,Bohnsack, R.,Marz, D.,Antunes Marante, C.(2021).A systematic review of the literature on digital transformation: Insights and implications for strategy and organizational change.Journal of Management Studies,58(5),1159-1196.
  33. Hobday, M.,Davies, A.,Prencipe, A.(2005).Systems integration: A core capability of the modern corporation.Industrial and Corporate Change,14(6),1109-1143.
  34. Hong, W.,Chan, F. K.,Thong, J. Y.,Chasalow, L. C.,Dhillon, G.(2014).A framework and guidelines for context-specific theorizing in information systems research.Information Systems Research,25(1),111-136.
  35. Hyun, Y.,Kamioka, T.,Hosoya, R.(2020).Improving agility using big data analytics: The role of democratization culture.Pacific Asia Journal of the Association for Information Systems,12(2),35-63.
  36. Iivari, N.,Sharma, S.,Ventä-Olkkonen, L.(2020).Digital transformation of everyday life-How COVID-19 pandemic transformed the basic education of the young generation and why information management research should care?.International Journal of Information Management,55,Article 102183.
  37. International Business Machines Corporation. 2022. Big data analytics. https://www.ibm.com/tw-zh/analytics/hadoop/big-data-analytics#1818766. Accessed Jan. 25, 2022.
  38. Jun, J.,Lee, W. J.,Jung, J.(2019).The mediating roles of trust and system quality in achieving system success: A system integrator perspective.The Journal of Asian Finance, Economics, and Business,6(2),203-212.
  39. Karimi, J.,Somers, T. M.,Bhattacherjee, A.(2007).The role of information systems resources in ERP capability building and business process outcomes.Journal of Management Information Systems,24(2),221-260.
  40. Karimi-Alaghehband, F.,Rivard, S.(2020).IT outsourcing success: A dynamic capability-based model.The Journal of Strategic Information Systems,29(1),Article 101599.
  41. Könning, M.,Westner, M.,Strahringer, S.(2019).A systematic review of recent developments in IT outsourcing research.Information Systems Management,36(1),78-96.
  42. Lacity, M. C.,Khan, S. A.,Willcocks, L. P.(2009).A review of the IT outsourcing literature: Insights for practice.The Journal of Strategic Information Systems,18(3),130-146.
  43. Liang, H.,Wang, J. J.,Xue, Y.,Cui, X.(2016).IT outsourcing research from 1992 to 2013: A literature review based on main path analysis.Information & Management,53(2),227-251.
  44. Lozada, N.,Arias-Pérez, J.,Perdomo-Charry, G.(2019).Big data analytics capability and co-innovation: An empirical study.Heliyon,5(10),Article e02541.
  45. Makadok, R.(2001).Toward a synthesis of the resource-based and dynamic-capability views of rent creation.Strategic Management Journal,22(5),387-401.
  46. Malhotra, N. K.,Kim, S. S.,Patil, A.(2006).Common method variance in IS research: A comparison of alternative approaches and a reanalysis of past research.Management Science,52(12),1865-1883.
  47. Maroufkhani, P.,Tseng, M. L.,Iranmanesh, M.,Ismail, W. K. W.,Khalid, H.(2020).Big data analytics adoption: Determinants and performances among small to medium-sized enterprises.International Journal of Information Management,54,Article 102190.
  48. Middel, R.,Fisscher, O.,Groen, A.(2007).Managing and organising collaborative improvement: A system integrator perspective.International Journal of Technology Management,37(3-4),221-236.
  49. Mikalef, P.,Boura, M.,Lekakos, G.,Krogstie, J.(2019).Big data analytics capabilities and innovation: The mediating role of dynamic capabilities and moderating effect of the environment.British Journal of Management,30(2),272-298.
  50. Mikalef, P.,Krogstie, J.,Pappas, I. O.,Pavlou, P.(2020).Exploring the relationship between big data analytics capability and competitive performance: The mediating roles of dynamic and operational capabilities.Information & Management,57(2),Article 103169.
  51. Nunnally, J. C.,Bernstein, I. H.(1994).Psychometric Theory.New York, NY:McGraw-Hill.
  52. Oke, A.,Walumbwa, F. O.,Myers, A.(2012).Innovation strategy, human resource policy, and firms’ revenue growth: The roles of environmental uncertainty and innovation performance.Decision Sciences,43(2),273-302.
  53. Podsakoff, P. M.,MacKenzie, S. B.,Lee, J. Y.,Podsakoff, N. P.(2003).Common method biases in behavioral research: A critical review of the literature and recommended remedies.Journal of Applied Psychology,88(5),879-903.
  54. Podsakoff, P. M.,Organ, D. W.(1986).Self-reports in organizational research: Problems and prospects.Journal of Management,12(4),531-544.
  55. Prencipe, A.(Ed.),Davies, A.(Ed.),Hobday, M.(Ed.)(2003).The Business of Systems Integration.New York, NY:Oxford University Press.
  56. Rao, T. R.,Mitra, P.,Bhatt, R.,Goswami, A.(2019).The big data system, components, tools, and technologies: A survey.Knowledge and Information Systems,60(3),1165-1245.
  57. Ravichandran, T.,Lertwongsatien, C.(2005).Effect of information systems resources and capabilities on firm performance: A resource-based perspective.Journal of Management Information Systems,21(4),237-276.
  58. Sabharwal, R.,Miah, S. J.(2021).A new theoretical understanding of big data analytics capabilities in organizations: A thematic analysis.Journal of Big Data,8(1),1-17.
  59. Sharma, R.,Mithas, S.,Kankanhalli, A.(2014).Transforming decision-making processes: A research agenda for understanding the impact of business analytics on organisations.European Journal of Information Systems,23(4),433-441.
  60. Sivarajah, U.,Kamal, M. M.,Irani, Z.,Weerakkody, V.(2017).Critical analysis of big data challenges and analytical methods.Journal of Business Research,70,263-286.
  61. Soh, C.,Markus, M. L.(1995).How IT creates business value: A process theory synthesis.sixteenth International Conference on Information Systems,Amsterdam, Netherlands:
  62. Song, M.,Zhang, H.,Heng, J.(2020).Creating sustainable innovativeness through big data and big data analytics capability: From the perspective of the information processing theory.Sustainability,12(5),Article 1984.
  63. Surbakti, F. P. S.,Wang, W.,InduIska, M.,Sadiq, S.(2020).Factors influencing effective use of big data: A research framework.Information & Management,57(1),Article 103146.
  64. Swanson, E. B.(2010).Consultancies and capabilities in innovating with IT.Journal of Strategic Information Systems,19(1),17-27.
  65. Tambe, P.(2014).Big data investment, skills, and firm value.Management Science,60(6),1452-1469.
  66. Tarhini, A.,Ammar, H.,Tarhini, T.,Masa’deh, R.(2015).Analysis of the critical success factors for enterprise resource planning implementation from stakeholders’ perspective: A systematic review.International Business Research,8(4),25-40.
  67. Teece, D. J.,Pisano, G.,Shuen, A.(1997).Dynamic capabilities and strategic management.Strategic Management Journal,18(7),509-533.
  68. Tippins, M. J.,Sohi, R. S.(2003).IT competency and firm performance: Is organizational learning a missing link?.Strategic Management Journal,24(8),745-761.
  69. Tseng, S. M.,Lee, P. S.(2014).The effect of knowledge management capability and dynamic capability on organizational performance.Journal of Enterprise Information Management,27(2),158-179.
  70. Urbinati, A.,Bogers, M.,Chiesa, V.,Frattini, F.(2019).Creating and capturing value from big data: A multiple-case study analysis of provider companies.Technovation,84-85,21-36.
  71. Vial, G.(2019).Understanding digital transformation: A review and a research agenda.The Journal of Strategic Information Systems,28(2),118-144.
  72. Wade, M.,Hulland, J.(2004).Review: The resource-based view and information systems research: Review, extension, and suggestions for future research.MIS Quarterly,28(1),107-142.
  73. Wamba, S. F.,Gunasekaran, A.,Akter, S.,Ren, S. J. F.,Dubey, R.,Childe, S. J.(2017).Big data analytics and firm performance: Effects of dynamic capabilities.Journal of Business Research,70,356-365.
  74. Wang, N.,Liang, H.,Zhong, W.,Xue, Y.,Xiao, J.(2012).Resource structuring or capability building? An empirical study of the business value of information technology.Journal of Management Information Systems,29(2),325-367.
  75. Wang, Y.,Hajli, N.(2017).Exploring the path to big data analytics success in healthcare.Journal of Business Research,70,287-299.
  76. Wang, Y.,Kung, L.,Byrd, T. A.(2018).Big data analytics: Understanding its capabilities and potential benefits for healthcare organizations.Technological Forecasting and Social Change,126,3-13.
  77. Wang, Y.,Kung, L.,Wang, W. Y. C.,Cegielski, C. G.(2018).An integrated big data analytics-enabled transformation model: Application to health care.Information & Management,55(1),64-79.
  78. Whyte, J.,Davies, A.(2021).Reframing systems integration: A process perspective on projects.Project Management Journal,52(3),237-249.
  79. Winkler, T. J.,Wulf, J.(2019).Effectiveness of IT service management capability: Value co-creation and value facilitation mechanisms.Journal of Management Information Systems,36(2),639-675.
  80. Yu, W.,Zhao, G.,Liu, Q.,Song, Y.(2021).Role of big data analytics capability in developing integrated hospital supply chains and operational flexibility: An organizational information processing theory perspective.Technological Forecasting and Social Change,163,Article 120417.
  81. 周刊王，2021，最低月薪超過 5 萬元人力銀行曝高含金「10 大熱門職缺」，https://finance.ettoday.net/news/1948869， 搜尋日期：2021 年 7 月 1 日。(CTWANT. 2021. Top 10 hot jobs with high salary. https://finance.ettoday.net/news/1948869. Accessed Jul. 1, 2021.)
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