‘Digital shadow' or ‘digital twin'? Evidence on digital approaches, working condition and organisational changes from two I4.0 lean production manufacturing

The debate on digitalisation and changes in manufacturing has focused on the digital ‘twin/digital shadow' dichotomy, two approaches to digital technology implementation. At the same time, the literature has paid great attention to the integration between the Industry 4.0 paradigm and lean production as well as to the different outcomes of such integration in terms of ‘augmented lean', ‘distorted lean' and ‘lean trap'. This paper analyses the approaches to digitalisation adopted by two German-owned manufacturing firms in Northern Italy that have implemented lean production, focusing on the factors behind this adoption and the potential consequences on working conditions and organisation. The two companies are leaders in their respective sectors (sports cars and high-tech air conditioners), are inspired by lean principles and adhere to the I4.0 paradigm, to which the literature tends to refer the digital twin approach; however, the results show that in both cases a digital shadow approach predominates, even if the factors underlying this choice appear to be different. The research highlights how the implementation of a ‘digital shadow' approach, while reducing the risks of technology substitution of jobs, can have critical implications on working conditions and, above all, can lead to a ‘lean trap' by limiting the innovation potential of new technologies, while jeopardising the sustainability of lean itself.

Authors

Publication Details

Journal
STUDI ORGANIZZATIVI
Published
2025-05-01
DOI
https://doi.org/10.3280/so2024-002002
Primary Topic
Digital Transformation in Industry
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

‘Digital shadow' or ‘digital twin'? Evidence on digital approaches, working condition and organisational changes from two I4.0 lean production manufacturing

Matteo Rinaldini, Sara Caria
STUDI ORGANIZZATIVI
Digital Transformation in Industry
article

‘Digital shadow' or ‘digital twin'? Evidence on digital approaches, working condition and organisational changes from two I4.0 lean production manufacturing

Matteo Rinaldini, Sara Caria
article en

Abstract

The debate on digitalisation and changes in manufacturing has focused on the digital ‘twin/digital shadow' dichotomy, two approaches to digital technology implementation. At the same time, the literature has paid great attention to the integration between the Industry 4.0 paradigm and lean production as well as to the different outcomes of such integration in terms of ‘augmented lean', ‘distorted lean' and ‘lean trap'. This paper analyses the approaches to digitalisation adopted by two German-owned manufacturing firms in Northern Italy that have implemented lean production, focusing on the factors behind this adoption and the potential consequences on working conditions and organisation. The two companies are leaders in their respective sectors (sports cars and high-tech air conditioners), are inspired by lean principles and adhere to the I4.0 paradigm, to which the literature tends to refer the digital twin approach; however, the results show that in both cases a digital shadow approach predominates, even if the factors underlying this choice appear to be different. The research highlights how the implementation of a ‘digital shadow' approach, while reducing the risks of technology substitution of jobs, can have critical implications on working conditions and, above all, can lead to a ‘lean trap' by limiting the innovation potential of new technologies, while jeopardising the sustainability of lean itself.

STUDI ORGANIZZATIVI(2)
Openalex Percentile: Top 84%
Digital Transformation in Industry
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.

‘Digital shadow' or ‘digital twin'? Evidence on digital approaches, working condition and organisational changes from two I4.0 lean production manufacturing — Matteo Rinaldini, Sara Caria · STUDI ORGANIZZATIVI (2025) | TGRS Research Map | TGRS