Algorithmic Leadership Drift: The Behavioural Consequences of Managing by Metrics

This conceptual paper examines algorithmic leadership drift, a process through which managerial judgement and ethical responsibility are progressively displaced by data-driven systems, performance metrics, and algorithmic decision tools. While such systems are often introduced to enhance efficiency, consistency, and objectivity, the paper argues that their uncritical adoption produces unintended behavioural consequences for managers and organisations alike. Drawing on safety and organisational learning literature - particularly the work of Reason, Vaughan, and Edmondson - the paper reframes algorithmic management as a concealed organisational risk rather than a purely technical advancement. The analysis situates algorithmic leadership drift within a broader transition from Weberian bureaucracy to digital bureaucracy, in which authority becomes embedded in systems rather than roles, and accountability is increasingly diffused. A central contribution of the paper is the concept of behavioural outsourcing, whereby managers shift from leading people to managing representations of work, resulting in cognitive atrophy, reduced ethical reflexivity, and diminished psychological safety. The paper concludes by discussing the implications of algorithmic leadership drift for leadership practice, organisational governance, and the future of human judgement in managerial roles.

Authors

Institutions

Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2025-12-29
DOI
https://doi.org/10.5281/zenodo.18091215
Primary Topic
Ethics and Social Impacts of AI
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Algorithmic Leadership Drift: The Behavioural Consequences of Managing by Metrics

Gerard Bruijl
Zenodo (CERN European Organization for Nuclear Research)
Ethics and Social Impacts of AI
article

Algorithmic Leadership Drift: The Behavioural Consequences of Managing by Metrics

Gerard Bruijl
article en

Abstract

This conceptual paper examines algorithmic leadership drift, a process through which managerial judgement and ethical responsibility are progressively displaced by data-driven systems, performance metrics, and algorithmic decision tools. While such systems are often introduced to enhance efficiency, consistency, and objectivity, the paper argues that their uncritical adoption produces unintended behavioural consequences for managers and organisations alike. Drawing on safety and organisational learning literature - particularly the work of Reason, Vaughan, and Edmondson - the paper reframes algorithmic management as a concealed organisational risk rather than a purely technical advancement. The analysis situates algorithmic leadership drift within a broader transition from Weberian bureaucracy to digital bureaucracy, in which authority becomes embedded in systems rather than roles, and accountability is increasingly diffused. A central contribution of the paper is the concept of behavioural outsourcing, whereby managers shift from leading people to managing representations of work, resulting in cognitive atrophy, reduced ethical reflexivity, and diminished psychological safety. The paper concludes by discussing the implications of algorithmic leadership drift for leadership practice, organisational governance, and the future of human judgement in managerial roles.

Zenodo (CERN European Organization for Nuclear Research)
Nelson Marlborough Institute of Technology (NZ), Ion Exchange (India) (IN)
Peace, Justice and strong institutions
Openalex Percentile: Top 25%
Ethics and Social Impacts of AI
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.

Algorithmic Leadership Drift: The Behavioural Consequences of Managing by Metrics — Gerard Bruijl · Zenodo (CERN European Organization for Nuclear Research) (2025) | TGRS Research Map | TGRS