Big-data-driven safety decision-making: A conceptual framework and its influencing factors

被引:48
|
作者
Huang, Lang [1 ]
Wu, Chao
Wang, Bing
Ouyang, Qiumei
机构
[1] Cent S Univ, Sch Resources & Safety Engn, Changsha 410083, Hunan, Peoples R China
基金
中国国家自然科学基金;
关键词
Big data (BD); Safety big data (SBD); Safety decision-making (SDM); Safety insight (SI); Data-driven; SUPPLY CHAIN MANAGEMENT; DATA ANALYTICS; PREDICTIVE ANALYTICS; DATA CHALLENGES; DATA SCIENCE; SOCIAL-SCIENCE; DATA QUALITY; PARADIGM; BEHAVIOR; SYSTEMS;
D O I
10.1016/j.ssci.2018.05.012
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
Safety data and information are the most valuable assets for organizations' safety decision-making (SDM), especially in the era of big data (BD). In this study, a conceptual framework for SDM based on BD, known as BD driven SDM, was developed and its detailed structure and elements as well as strategies were presented. Other theoretical and practical contributions include: (a) the description of the meta-process and interdisciplinary research area of BD-driven SDM, (b) the design of six types of general analytics and five types of special analytics for SBD mining according to different requirements of safety management applications, (c) the analysis of influencing factors of BD-driven SDM, and (d) the discussion of advantages and limitations in this research as well as suggestions for future research. The results obtained from this study are of important implications for research and practice on BD-driven SDM.
引用
收藏
页码:46 / 56
页数:11
相关论文
共 50 条
  • [1] Factors influencing big data decision-making quality
    Janssen, Marijn
    van der Voort, Haiko
    Wahyudi, Agung
    [J]. JOURNAL OF BUSINESS RESEARCH, 2017, 70 : 338 - 345
  • [2] Big data-driven risk decision-making and safety management in agricultural supply chains
    Han, Guanghe
    Pan, Xin
    Zhang, Xin
    [J]. QUALITY ASSURANCE AND SAFETY OF CROPS & FOODS, 2024, 16 (01) : 121 - 138
  • [3] A Novel Big-data-driven Credit Reporting Framework for SMEs in China
    Sun, Yunchuan
    Li, Chunlei
    Cui, Xuegang
    Zeng, Xiaoping
    Chang, Xueying
    Zhang, Guangzhi
    Tu, Dengbiao
    Xiong, Yongping
    [J]. 2016 INTERNATIONAL CONFERENCE ON IDENTIFICATION, INFORMATION AND KNOWLEDGE IN THE INTERNET OF THINGS (IIKI), 2016, : 463 - 469
  • [4] A Conceptual Framework for Cloud Data Governance-Driven Decision Making
    Al-Ruithe, Majid
    Benkhelifa, Elhadj
    [J]. 2017 INTERNATIONAL CONFERENCE ON THE FRONTIERS AND ADVANCES IN DATA SCIENCE (FADS), 2017, : 1 - 6
  • [5] SIDEKICK: Genomic data driven analysis and decision-making framework
    Mark S Doderer
    Kihoon Yoon
    Kay A Robbins
    [J]. BMC Bioinformatics, 11
  • [6] SIDEKICK: Genomic data driven analysis and decision-making framework
    Doderer, Mark S.
    Yoon, Kihoon
    Robbins, Kay A.
    [J]. BMC BIOINFORMATICS, 2010, 11
  • [7] Factors Influencing Boundary of Human Resource Outsourcing and a Decision-making Framework
    Gao Yirong
    Tong Zhen
    [J]. 2010 INTERNATIONAL CONFERENCE ON MANAGEMENT SCIENCE AND SAFETY ENGINEERING (MSSE 2010), VOLS I AND II, 2010, : 881 - 886
  • [8] FACTORS INFLUENCING CONSUMER DECISION-MAKING
    POTTER, RB
    [J]. PSYCHOLOGICAL REPORTS, 1979, 44 (02) : 674 - 674
  • [9] Factors influencing medical decision-making
    Ashman, Eric
    [J]. NEUROLOGY, 2012, 78 (05) : E34 - E35
  • [10] Factors influencing diagnostic decision-making
    Callaghan, Kathleen S. N.
    [J]. JOURNAL OF PRIMARY HEALTH CARE, 2012, 4 (03) : 223 - 230