The actor-network theory analysis of applying detective analytics in a financial institution

Purpose Despite the many information technology (IT) solutions and preventative tools that are continually explored and deployed in layers to mitigate financial crimes, vaults still exist. The emergence of detective analytics is considered a new approach to mitigating financial crimes in organisations. However, challenges creep in the implementation because the influencing factors are unknown.Methodology Moments of translation from actor-network theory were applied as a lens to better understand the factors that can influence the implementation of detective analytics in an organisation.Findings From the analysis using ANT, six factors were found to influence the application of detective analytics to mitigate financial crimes in organisations: (1) Collaboration; (2) Corroboration; (3) Internalisation; (4) Externalisation; (5) Digitalisation; and (6) Integrated analytics.Originality/Value The study reveals the fundamental relationship between the factors, which is fundamental in managing the application of detective analytics in an organisation.

Authors

Institutions

Publication Details

Journal
Journal of Business Analytics
Published
2026-07-02
DOI
https://doi.org/10.1080/2573234x.2026.2696508
Primary Topic
Complex Systems and Decision Making
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

The actor-network theory analysis of applying detective analytics in a financial institution

Tiko Iyamu, Nontobeko Mlambo
Journal of Business Analytics
Complex Systems and Decision Making
article

The actor-network theory analysis of applying detective analytics in a financial institution

Tiko Iyamu, Nontobeko Mlambo
article en

Abstract

Purpose Despite the many information technology (IT) solutions and preventative tools that are continually explored and deployed in layers to mitigate financial crimes, vaults still exist. The emergence of detective analytics is considered a new approach to mitigating financial crimes in organisations. However, challenges creep in the implementation because the influencing factors are unknown.Methodology Moments of translation from actor-network theory were applied as a lens to better understand the factors that can influence the implementation of detective analytics in an organisation.Findings From the analysis using ANT, six factors were found to influence the application of detective analytics to mitigate financial crimes in organisations: (1) Collaboration; (2) Corroboration; (3) Internalisation; (4) Externalisation; (5) Digitalisation; and (6) Integrated analytics.Originality/Value The study reveals the fundamental relationship between the factors, which is fundamental in managing the application of detective analytics in an organisation.

Journal of Business Analytics
Cape Peninsula University of Technology (ZA)
Openalex Percentile: Top 5%
Complex Systems and Decision Making
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.

The actor-network theory analysis of applying detective analytics in a financial institution — Tiko Iyamu, Nontobeko Mlambo · Journal of Business Analytics (2026) | TGRS Research Map | TGRS