Managing Algorithms for Public Value

被引:7
|
作者
Selten, Friso [1 ]
Meijer, Albert [1 ]
机构
[1] Univ Utrecht, Utrecht, Netherlands
关键词
Algorithms; Machine Learning; Management Principles; Public Administration; Public Value; DECISION-MAKING; ARTIFICIAL-INTELLIGENCE; AUTOMATION BIAS; STREET-LEVEL; GOVERNMENT; TRANSPARENCY; ACCOUNTABILITY; RATIONALITY; PERSPECTIVE; DISCRETION;
D O I
10.4018/IJPADA.20210101.oa9
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
Public organisations increasingly rely on machine learning algorithms in performing many of their core activities. It is therefore important to consider how algorithms are transforming the public sector. This article aims to clarify this by assessing algorithms from a public value perspective. Based on a discussion of the literature, it is demonstrated that algorithms are generally expected to strengthen organisational performance on a first cluster of values related to the ability to be effective and efficient (sigma values). At the same time, the use of algorithms is linked to negatively affect a second cluster of values that involves fairness and transparency (theta values). In the current academic debate, little attention is given to an important third cluster of values: the ability of organisations to be adaptive and robust (lambda values). This discussion highlights that algorithms invoke public value opportunities, but also public value risks and trade-offs. This article therefore presents five principles for managing algorithms from a public value perspective.
引用
收藏
页数:16
相关论文
共 50 条
  • [41] MANAGING STRESS IN PUBLIC ACCOUNTING
    COLLINS, KM
    KILLOUGH, LN
    JOURNAL OF ACCOUNTANCY, 1989, 167 (05): : 92 - &
  • [42] Managing the public service market
    Brown, TL
    Potoski, M
    PUBLIC ADMINISTRATION REVIEW, 2004, 64 (06) : 656 - 668
  • [43] Managing improvement in the public sector
    Wilson, G
    McFarlane, D
    ASQ'S 56TH ANNUAL QUALITY CONGRESS PROCEEDINGS, 2002, : 711 - 724
  • [44] Managing innovation in public services
    Nwabueze, U
    TOTAL QUALITY MANAGEMENT, 1998, 9 (2-3): : 155 - 155
  • [45] MANAGING A PUBLIC INVOLVEMENT PROGRAM
    ASTRACK, RF
    BAUMANN, NA
    REYNOLDS, GL
    JOURNAL OF WATER RESOURCES PLANNING AND MANAGEMENT-ASCE, 1984, 110 (02): : 153 - 166
  • [46] Managing people in the public services
    Colville, I
    PUBLIC ADMINISTRATION, 1998, 76 (04) : 814 - 815
  • [47] Challenges of managing a public university
    Fernandes Neto, Alfredo Julio
    BRAZILIAN ORAL RESEARCH, 2012, 26 (04) : 291 - 292
  • [48] School Principal: Managing in Public
    Melmer, Rick
    JOURNAL OF EDUCATIONAL RESEARCH, 2010, 103 (04): : 293 - 294
  • [49] Managing Our Public Selves
    Dixon, Lisa B.
    Adler, David A.
    Berlant, Jeff
    Brunette, Mary F.
    Erlich, Matthew
    First, Michael B.
    Goldman, Beth
    Koh, Steven
    Levine, Bruce
    Oslin, David W.
    Siris, Samuel
    PSYCHIATRIC SERVICES, 2020, 71 (11) : 1195 - 1197
  • [50] School Principal: Managing in Public
    Meiksins, Peter
    CONTEMPORARY SOCIOLOGY-A JOURNAL OF REVIEWS, 2010, 39 (02) : 181 - 183