MARC 主機 00000nam a2200481 i 4500 001 978-3-030-74866-1 003 DE-He213 005 20210708134522.0 006 m o d 007 cr nn 008maaau 008 210708s2021 sz s 0 eng d 020 9783030748661|q(electronic bk.) 020 9783030748654|q(paper) 024 7 10.1007/978-3-030-74866-1|2doi 040 GP|cGP|erda 041 0 eng 050 4 HD30.23 072 7 TJK|2bicssc 072 7 TEC041000|2bisacsh 072 7 TJK|2thema 082 04 658.403|223 100 1 Banasiewicz, Andrew,|eauthor 245 10 Organizational learning in the age of data /|cby Andrew Banasiewicz 264 1 Cham :|bSpringer International Publishing :|bImprint: Springer,|c2021 300 1 online resource (xv, 307 pages) :|billustrations, digital ;|c24 cm 336 text|btxt|2rdacontent 337 computer|bc|2rdamedia 338 online resource|bcr|2rdacarrier 347 text file|bPDF|2rda 490 1 EAI/Springer innovations in communication and computing, |x2522-8595 505 0 Introduction -- Out with the Old In with the New -- Democratization of Organizations -- Organizational Dynamics and Individual Cognition -- Learning with Data: A Brief History -- Learning with Data in the 21st Century -- Managing by the Numbers -- Decision Automation -- In Machine we Trust -- Letting Go - Knowing When and How -- The Future -- Conclusion 520 This book discusses the impact of advanced information technologies, such as data processing, machine learning, and artificial intelligence, on organizational decision- making processes and practices. One of the book's central themes is the interplay between human reasoning and machine logic in the context of organizational functioning, specifically, the fairly common situations in which subjective beliefs are pitted against objective evidence giving rise to conflict rather than enhancing the quality of organizational sensemaking. Aiming to not only raise the awareness of the potential challenges but also to offer solutions, the book delineates and discusses the core impediments to effective human-information technology interactions, and outlines strategies for overcoming those obstacles on the way to enhancing the efficacy of organizational decision-making. Tackles inherently technical aspects of advanced information technologies and cognitive functioning; Discusses what it means to 'learn' and 'know' in the age of data and advanced information technologies such as big data, data analytics, AI, and machine learning; Provides specific recommendations for how to effectively combine the power of information technology with human creative thinking 650 0 Decision making|xData processing 650 0 Machine learning 650 14 Communications Engineering, Networks 650 24 Data Mining and Knowledge Discovery 650 24 IT in Business 710 2 SpringerLink (Online service) 773 0 |tSpringer Nature eBook 830 0 EAI/Springer innovations in communication and computing 856 40 |uhttps://doi.org/10.1007/978-3-030-74866-1 912 Springer|b111007264615
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