How AI Helps to Increase Organizations' Capacity to Manage Complexity - A Research Perspective and Solution Approach Bridging Different Disciplines

被引:6
作者
Azzam, Mark [1 ,2 ]
Beckmann, Rasmus [1 ]
机构
[1] German Aerosp Ctr DLR, D-51147 Cologne, Germany
[2] German Fed Minist Environm Nat Conservat Nucl Saf, D-11055 Berlin, Germany
关键词
Organizations; Complexity theory; Decision making; Market research; Uncertainty; Task analysis; Law; Artificial intelligence; knowledge graph; natural language processing; research management; social systems theory; strategic intelligence; strategic management; ANALYTICS; SCIENCE;
D O I
10.1109/TEM.2022.3179107
中图分类号
F [经济];
学科分类号
02 ;
摘要
A major challenge for organizations and their strategic management today is the increasingly complex internal and external information and knowledge environment. To tackle this problem, we want to provide a fresh perspective on how to construct a modern AI-based socio-technical support system for strategic management. Methodologically, we provide a deep problem analysis and use the resulting insights to provide a solution approach drawing on different disciplines and bridging the gap between social science and computer science. Starting from challenges for strategic analysis in the age of information-overload, we analyze organizations as social communication systems. This yields a deeper understanding of organizations processing strategic information and their complex information environment. Based on the resulting insights, we propose our framework design by building on text mining and knowledge graph technology and give some guidance for its implementation. The novel system generates strategic intelligence by tapping into qualitative data: defining constantly changing information needs, interpreting information in its context as well as in reflection to the organization and making new knowledge promptly available to the right people. Throughout, we give illustrating examples from the domain of strategic research management.
引用
收藏
页码:2324 / 2337
页数:14
相关论文
共 84 条
  • [1] Ackoff R.L., 1989, Journal of applied systems analysis, V16, P3
  • [2] People systematically overlook subtractive changes
    Adams, Gabrielle S.
    Converse, Benjamin A.
    Hales, Andrew H.
    Klotz, Leidy E.
    [J]. NATURE, 2021, 592 (7853) : 258 - +
  • [3] Ahn S., 2019, 2019 IEEE INT C FUZZ, P1, DOI 10.1109/FUZZ-IEEE.2019.8858791
  • [4] Universal Digital Twin - A Dynamic Knowledge Graph
    Akroyd, Jethro
    Mosbach, Sebastian
    Bhave, Amit
    Kraft, Markus
    [J]. DATA-CENTRIC ENGINEERING, 2021, 2
  • [5] Albert Mathias., 2016, Oxford Research Encyclopedia of Politics, DOI [10.1093/acrefore/9780190228637.001.0001/acrefore-9780190228637-e-7, DOI 10.1093/ACREFORE/9780190228637.001.0001/ACREFORE-9780190228637-E-7]
  • [6] Soil erosion control, plant diversity, and arthropod communities under heterogeneous cover crops in an olive orchard
    Alfonso Gomez, Jose
    Campos, Mercedes
    Guzman, Gema
    Castillo-Llanque, Franco
    Vanwalleghem, Tom
    Lora, Angel
    Giraldez, Juan V.
    [J]. ENVIRONMENTAL SCIENCE AND POLLUTION RESEARCH, 2018, 25 (02) : 977 - 989
  • [7] Allain-Dupr D., 2020, The Impact of The Covid-19 Crisis on University Funding in Europe: Lessons learnt from the 2008 global financial crisis
  • [8] Allen P., 2011, The SAGE handbook of complexity and management, DOI [10.4135/9781446201084., DOI 10.4135/9781446201084]
  • [9] [Anonymous], 2006, Strategic Intelligence
  • [10] MANAGING STRATEGIC SURPRISE BY RESPONSE TO WEAK SIGNALS
    ANSOFF, HI
    [J]. CALIFORNIA MANAGEMENT REVIEW, 1975, 18 (02) : 21 - 33