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To twin or not to twin, that is the question: Evaluating the business justification for digital twins in legacy systems

journal contribution
posted on 2025-11-03, 15:41 authored by Trev BeanTrev Bean, Radmehr MonfaredRadmehr Monfared, Diana Segura-VelandiaDiana Segura-Velandia, Lee Fuller
<p dir="ltr">The adoption of Digital Twins (DT) in legacy manufacturing environments holds significant potential but remains hindered by unclear business justification, particularly in the fast-moving consumer goods (FMCG) sector, where ageing infrastructure and operational constraints dominate. While DTs are widely recognised for their role in predictive maintenance, process optimisation, and real-time decision-making, their implementation in legacy FMCG systems remains limited, partly due to uncertainties around cost, integration feasibility, and return on investment (ROI). This study explores the business justification for DT adoption in legacy FMCG manufacturing through a dual-method approach, (1) a meta-level systematic literature review (SLR) of recent meta-analyses and (2) an industry survey capturing practitioner perspectives from FMCG manufacturing and digital transformation roles. Findings reveal a persistent gap: while academic models emphasise ROI and structured evaluation, industry stakeholders rely on informal, heuristic processes shaped by risk aversion, digital immaturity, and strategic uncertainty. The paper explores the alignment between academic frameworks and industry needs and decision-making processes, particularly in relation to impact measurement under uncertainty. The findings suggest that while the theoretical value of DTs is well-established, practical adoption is hindered by a lack of standardised tools for pre-implementation business case modelling. This paper contributes one of the first comparative syntheses of academic and industry perspectives on Digital Twins in legacy manufacturing, identifying areas of overlap and divergence in research areas and industry requirements. This is one of the first dual-method studies to triangulate academic and industry perspectives in assessing the business justification of Digital Twins in legacy FMCG systems.</p>

Funding

Loughborough University

CHEP UK

History

School

  • Mechanical, Electrical and Manufacturing Engineering

Published in

Journal of Intelligent Manufacturing

Publisher

Springer

Version

  • AM (Accepted Manuscript)

Publisher statement

This version of the contribution has been accepted for publication, after peer review (when applicable) but is not the Version of Record and does not reflect post-acceptance improvements, or any corrections. The Version of Record is available online at: https://doi.org/xxxxx. Use of this Accepted Version is subject to the publisher’s Accepted Manuscript terms of use https://www.springernature.com/gp/open-research/policies/accepted-manuscript-terms

Acceptance date

2025-10-21

ISSN

0956-5515

eISSN

1572-8145

Language

  • en

Depositor

Trevor Bean. Deposit date: 31 October 2025