Beyond Technological Capabilities: The Mediating Effects of Analytics Culture and Absorptive Capacity on Big Data Analytics Value Creation in Small- and Medium-Sized Enterprises

被引:8
|
作者
Persaud, Ajax [1 ]
Zare, Javid [1 ]
机构
[1] Univ Ottawa, Telfer Sch Management, Ottawa, ON K1N 6N5, Canada
关键词
Mathematical models; Big Data; Technological innovation; Investment; Interviews; Decision making; Market research; Absorptive capacity; analytics culture; big data analytics (BDA) capabilities; Canada; management capabilities; small- and medium-sized enterprises (SMEs); value creation; COMMON METHOD VARIANCE; PARTIAL LEAST-SQUARES; RESOURCE-BASED VIEW; FIRM PERFORMANCE; BUSINESS ANALYTICS; DECISION-MAKING; INFORMATION-TECHNOLOGY; DYNAMIC CAPABILITIES; SUPPLY CHAIN; METHOD BIAS;
D O I
10.1109/TEM.2023.3249415
中图分类号
F [经济];
学科分类号
02 ;
摘要
Research on the ability of small- and medium-sized enterprises (SMEs) to harness value from their big data analytics (BDA) investment is a major challenge facing executives but research on this issue involving SMEs is scant. Drawing on the BDA capabilities literature, this article tests the mediating roles of two factors-analytics culture and BDA-specific absorptive capacity-on the ability of SMEs to generate strategic business value from their BDA investments. This article is based on a sample of 447 Canadian SMEs using structural equation modeling with partial least squares. The results confirm that both analytics culture and BDA-specific absorptive capacity amplify the impact of technological and human capabilities on strategic business value. The findings contribute theoretically and empirically to the emerging BDA literature on SMEs. The findings can help executives develop BDA strategies to harness their investments.
引用
收藏
页码:7147 / 7159
页数:13
相关论文
共 21 条
  • [1] Determinants of big data analytics adoption in small and medium-sized enterprises (SMEs)
    Maroufkhani, Parisa
    Iranmanesh, Mohammad
    Ghobakhloo, Morteza
    [J]. INDUSTRIAL MANAGEMENT & DATA SYSTEMS, 2023, 123 (01) : 278 - 301
  • [2] Big data analytics adoption: Determinants and performances among small to medium-sized enterprises
    Maroufkhani, Parisa
    Tseng, Ming-Lang
    Iranmanesh, Mohammad
    Ismail, Wan Khairuzzaman Wan
    Khalid, Haliyana
    [J]. INTERNATIONAL JOURNAL OF INFORMATION MANAGEMENT, 2020, 54
  • [3] Mediating effect of big data analytics on project performance of small and medium enterprises
    Mangla, Sachin K.
    Raut, Rakesh
    Narwane, Vaibhav S.
    Zhang, Zuopeng
    Priyadarshinee, Pragati
    [J]. JOURNAL OF ENTERPRISE INFORMATION MANAGEMENT, 2021, 34 (01) : 168 - 198
  • [4] Process innovation in small- and medium-sized enterprises: The critical roles of external knowledge sourcing and absorptive capacity
    Aliasghar, Omid
    Sadeghi, Arash
    Rose, Elizabeth L.
    [J]. JOURNAL OF SMALL BUSINESS MANAGEMENT, 2023, 61 (04) : 1583 - 1610
  • [5] Big Data Solutions for Micro-, Small-, and Medium-Sized Enterprises in Developing Countries
    Rojas-Torres, Diana
    Kshetri, Nir
    [J]. IT PROFESSIONAL, 2019, 21 (05) : 67 - 70
  • [6] Research on Precision Marketing of Big Data in Small- and Medium-Sized E-commerce Enterprises
    Sun, Yi
    [J]. MODERN INDUSTRIAL IOT, BIG DATA AND SUPPLY CHAIN, IIOTBDSC 2020, 2021, 218 : 121 - 127
  • [7] The mediating role of dynamic managerial capabilities: The interplay between dominant logic and small- and medium-sized enterprises performance in China
    Khan, Kashif Ullah
    Atlas, Fouzia
    Zhang Xuehe
    Khan, Farhan
    Khan, Shabnam
    [J]. JOURNAL OF PUBLIC AFFAIRS, 2020, 20 (02)
  • [8] A big data analytics platform for smart factories in small and medium-sized manufacturing enterprises: An empirical case study of a die casting factory
    Ju Yeon Lee
    Joo Seong Yoon
    Bo-Hyun Kim
    [J]. International Journal of Precision Engineering and Manufacturing, 2017, 18 : 1353 - 1361
  • [9] A big data analytics platform for smart factories in small and medium-sized manufacturing enterprises: An empirical case study of a die casting factory
    Lee, Ju Yeon
    Yoon, Joo Seong
    Kim, Bo-Hyun
    [J]. INTERNATIONAL JOURNAL OF PRECISION ENGINEERING AND MANUFACTURING, 2017, 18 (10) : 1353 - 1361
  • [10] Effects of non-technological innovation on technological innovation of small- and medium-sized enterprises: The role of the local business environment
    Vu, Nam Hoang
    Hoang, Tram Bao
    Le, Bich Ngoc Thi
    Nguyen, Thanh Van
    [J]. JOURNAL OF GENERAL MANAGEMENT, 2022,