The dialectics of discretion in algorithmic governance and smart policing

While algorithmic systems today are transforming state practices globally, their everyday manifestations vary in particularistic contexts. Drawing from discourse analysis, interviews and documentation of state initiatives introducing algorithmic systems in Kerala, India, this paper analyses the effect of algorithmic infrastructures on the practices of discretion within the police force. In this regard, I propose that a dialectical framing of discretion, operating on the fundamental contradiction of liberty and discipline, is a more robust theoretical framework through which we may effectively document everyday practices of algorithmic governance. Using this framework, I note two emergent tendencies of insulation and invisiblisation, wherein algorithmic infrastructures insulate subordinate personnel from public interaction by placing them behind a digital façade, and invisiblise the operation of their discretion. These tendencies, if left unchecked, may potentially lead to these institutions transforming into Kafkaesque, opaque organisations with low democratic accountability.

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Publication Details

Journal
Big Data & Society
Published
2025-12-01
DOI
https://doi.org/10.1177/20539517251403966
Primary Topic
Ethics and Social Impacts of AI
Type
article
Field-Weighted Citation Impact
0.00
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article

The dialectics of discretion in algorithmic governance and smart policing

Ashwin Varghese
Big Data & Society
Ethics and Social Impacts of AI
article

The dialectics of discretion in algorithmic governance and smart policing

Ashwin Varghese
article en

Abstract

While algorithmic systems today are transforming state practices globally, their everyday manifestations vary in particularistic contexts. Drawing from discourse analysis, interviews and documentation of state initiatives introducing algorithmic systems in Kerala, India, this paper analyses the effect of algorithmic infrastructures on the practices of discretion within the police force. In this regard, I propose that a dialectical framing of discretion, operating on the fundamental contradiction of liberty and discipline, is a more robust theoretical framework through which we may effectively document everyday practices of algorithmic governance. Using this framework, I note two emergent tendencies of insulation and invisiblisation, wherein algorithmic infrastructures insulate subordinate personnel from public interaction by placing them behind a digital façade, and invisiblise the operation of their discretion. These tendencies, if left unchecked, may potentially lead to these institutions transforming into Kafkaesque, opaque organisations with low democratic accountability.

Big Data & SocietyVol. 12(4)
University of Cambridge (GB)
Industry, innovation and infrastructure
Openalex Percentile: Top 26%
Ethics and Social Impacts of AI
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The dialectics of discretion in algorithmic governance and smart policing — Ashwin Varghese · Big Data & Society (2025) | TGRS Research Map | TGRS