Evidence-based knowledge management: a topic modeling analysis of research on knowledge management and analytics

被引:2
|
作者
Thakral, Priyanka [1 ]
Sharma, Dheeraj [2 ]
Ghosh, Koustab [1 ]
机构
[1] Indian Inst Management Rohtak, Dept Org Behav & Human Resource Management, Rohtak, India
[2] Indian Inst Management Rohtak, Dept Mkt & Strategy, Rohtak, India
关键词
Business analytics; Content analysis; Knowledge management; Structural topic modeling; Systematic literature review; BIG DATA; DECISION-MAKING; SOCIAL MEDIA; INTELLIGENCE; SYSTEM;
D O I
10.1108/VJIKMS-03-2023-0079
中图分类号
G25 [图书馆学、图书馆事业]; G35 [情报学、情报工作];
学科分类号
1205 ; 120501 ;
摘要
Purpose - Organizations widely adopt knowledge management (KM) to develop and promote technologies and improve business effectiveness. Analytics can aid in KM, further augmenting company performance and decision-making. There has been significant research in the domain of analytics in KM in the past decade. Therefore, this paper aims to examine the current body of literature on the adoption of analytics in KM by offering prominent themes and laying out a research path for future research endeavors in the field of KM analytics.Design/methodology/approach - A comprehensive analysis was conducted on a collection of 123 articles sourced from the Scopus database. The research has used a Latent Dirichlet Allocation methodology for topic modeling and content analysis to discover prominent themes in the literature.Findings - The KM analytics literature is categorized into three clusters of research - KM analytics for optimizing business processes, KM analytics in the industrial context and KM analytics and social media.Originality/value - Systematizing the literature on KM and analytics has received very minimal attention. The KM analytics view has been examined using complementary topic modeling techniques, including machine-based algorithms, to enable a more reliable, systematic, thorough and objective mapping of this developing field of research.
引用
收藏
页数:19
相关论文
共 50 条
  • [31] A knowledge management model of virtual enterprise based on topic maps
    Gui, Weixia
    Li, Xucheng
    Zhou, Songru
    INFORMATION SCIENCE AND MANAGEMENT ENGINEERING, VOLS 1-3, 2014, 46 : 1569 - 1574
  • [32] The Knowledge Management Context of Cloud Based big Data Analytics
    Neaga, Irina
    Liu, Shaofeng
    PROCEEDINGS OF THE 15TH EUROPEAN CONFERENCE ON KNOWLEDGE MANAGEMENT (ECKM 2014), VOLS 1-3, 2014, : 1339 - 1343
  • [33] Research on Modes of Knowledge Management and Methods for Implementing of Knowledge Management
    Wu Qiang
    Xu Xusong
    2007 INTERNATIONAL CONFERENCE ON WIRELESS COMMUNICATIONS, NETWORKING AND MOBILE COMPUTING, VOLS 1-15, 2007, : 5353 - +
  • [34] Research of the Innovation Management in Library of the University Based on the Knowledge Management
    Liu Jun'e
    Lu Rongrong
    PROCEEDINGS OF 2008 INTERNATIONAL SEMINAR ON EDUCATION MANAGEMENT AND ENGINEERING, 2008, : 894 - +
  • [35] Research of Management of Chinese PV Companies Based on Knowledge Management
    Zhao, Jianna
    Dai, Sai
    EDUCATION AND EDUCATION MANAGEMENT, 2013, 28 : 327 - 331
  • [36] Model Research of Software Project Management Based On Knowledge Management
    Cui, Junmei
    Yu, Li
    INTERNATIONAL CONFERENCE ON ENGINEERING AND BUSINESS MANAGEMENT (EBM2011), VOLS 1-6, 2011, : 1298 - 1302
  • [37] Evidence-Based Approach in Management: Evidence-Based Management and Policy
    Semya, Galina, V
    Stanilevsky, Viktor V.
    Gazaryan, Alexey A.
    Nekrasov, Andrey S.
    SOCIAL PSYCHOLOGY AND SOCIETY, 2022, 13 (01) : 209 - 223
  • [38] New: Working Group publishes evidence-based Knowledge Catalog on the Topic of Sorrow
    Mueller, Heidi
    Kiepke-Ziemes, Susanne
    Kersting, Eva
    Muench, Urs
    ZEITSCHRIFT FUR PALLIATIVMEDIZIN, 2021, 22 (06): : 292 - 293
  • [39] Knowledge management enablers, knowledge sharing and research collaboration: a study of knowledge management at research universities in Malaysia
    Tan, Christine Nya-Ling
    Noor, Shuhaida Md.
    ASIAN JOURNAL OF TECHNOLOGY INNOVATION, 2013, 21 (02) : 251 - 276
  • [40] Global knowledge management research: A bibliometric analysis
    Yinian Gu
    Scientometrics, 2004, 61 : 171 - 190