From analytics to artificial intelligence

被引:92
|
作者
Davenport T.H. [1 ]
机构
[1] Technology, Operations, and Information Management, Babson College, Wellesley, MA
关键词
AI; Analytics; artificial intelligence; business analytics;
D O I
10.1080/2573234X.2018.1543535
中图分类号
学科分类号
摘要
Analytics have been employed by companies for several decades, but now many firms are interested in building their capabilities for artificial intelligence (AI). Many AI systems, however, are based on statistics and other forms of analytics. Companies can get a “running start” on AI by building upon their analytical competencies. The focus of this article is how to transition from analytics to AI. Three eras of analytical focus are detailed, with AI portrayed as a fourth era. The types of AI methods that are and are not based on analytics are described. AI applications that build on analytical strengths are discussed. Approaches to assessing analytical capabilities that relate to AI, and the development of an organizational plan and strategy for AI, are also described in brief. © Operational Research Society 2018.
引用
收藏
页码:73 / 80
页数:7
相关论文
共 50 条
  • [21] Economic Crisis Policy Analytics Based on Artificial Intelligence
    Loukis, Euripidis
    Maragoudakis, Manolis
    Kyriakou, Niki
    ELECTRONIC GOVERNMENT (EGOV 2019), 2019, 11685 : 262 - 275
  • [22] Artificial intelligence and big data analytics in mining geomechanics
    McGaughey, J.
    JOURNAL OF THE SOUTHERN AFRICAN INSTITUTE OF MINING AND METALLURGY, 2020, 120 (01) : 15 - 21
  • [23] A survey of visual analytics for Explainable Artificial Intelligence methods
    Alicioglu, Gulsum
    Sun, Bo
    COMPUTERS & GRAPHICS-UK, 2022, 102 : 502 - 520
  • [24] Application of Artificial Intelligence Techniques in Healthcare Data Analytics
    Gancheva, Veska
    Lazarova, Milena
    Vetova, Stella
    Sharabov, Maksim
    Tsochev, Georgi
    BIOINFORMATICS AND BIOMEDICAL ENGINEERING, PT I, IWBBIO 2024, 2024, 14848 : 305 - 317
  • [25] Human learning and learning analytics in the age of artificial intelligence
    Starcic, Andreja Istenic
    BRITISH JOURNAL OF EDUCATIONAL TECHNOLOGY, 2019, 50 (06) : 2974 - 2976
  • [26] Artificial Intelligence for infectious disease Big Data Analytics
    Wong, Zoie S. Y.
    Zhou, Jiaqi
    Zhang, Qingpeng
    INFECTION DISEASE & HEALTH, 2019, 24 (01) : 44 - 48
  • [27] Innovation analytics: Leveraging artificial intelligence in the innovation process
    Kakatkar, Chinmay
    Bilgram, Volker
    Fueller, Johann
    BUSINESS HORIZONS, 2020, 63 (02) : 171 - 181
  • [28] The Role of Artificial Intelligence (AI) in Healthcare Data Analytics
    Nguyen, Tu N.
    Nguyen, Nam P.
    Savaglio, Claudio
    Zhang, Ying
    Dumba, Braulio
    INTERNATIONAL JOURNAL ON ARTIFICIAL INTELLIGENCE TOOLS, 2021, 30 (06N08)
  • [29] A critical reflection on analytics and artificial intelligence based analytics in hospitality and tourism management research
    Mariani, Marcello
    Wirtz, Jochen
    INTERNATIONAL JOURNAL OF CONTEMPORARY HOSPITALITY MANAGEMENT, 2023, 35 (08) : 2929 - 2943
  • [30] HR Analytics and Artificial Intelligence - Transforming Human Resource Management
    Arora, Meenal
    Prakash, Anshika
    Mittal, Amit
    Singh, Swati
    2021 INTERNATIONAL CONFERENCE ON DECISION AID SCIENCES AND APPLICATION (DASA), 2021,