A Data-Drive Servitization Intensity Typology for UK Manufacturing: Clusters, Stage-Specific Enablers and Predictive Modelling

Shereen Fouad; Raveen Menon; Anwar Adem; Tim Baines; Ali Bigdeli; Andreas  Schroeder; Nigel Driffield; Giuliana  Battisti; Abdallah Abdelhameed

A Data-Drive Servitization Intensity Typology for UK Manufacturing: Clusters, Stage-Specific Enablers and Predictive Modelling

Shereen Fouad
, Raveen Menon
, Anwar Adem
, Tim Baines
, Ali Bigdeli
, Andreas Schroeder
, Nigel Driffield
, Giuliana Battisti
, Abdallah Abdelhameed

Research output: Chapter in Book/Published conference output › Conference publication

Original language	English
Title of host publication	Proceedings from Spring Servitization Conference
Number of pages	3
Publication status	Accepted/In press - 17 Feb 2026
Event	The Spring Servitization Conference & Doctoral Symposium: Servitization as a Multilevel Transformation: Business Models, People, Organisations, and Ecosystems - ZESS (Research Centre for the Engineering of Smart Product Service Systems), Bochum, Germany Duration: 18 May 2026 → 20 May 2026 https://www.advancedservicesgroup.co.uk/events/ssc2026/

Conference

Conference	The Spring Servitization Conference & Doctoral Symposium
Abbreviated title	SSC2026
Country/Territory	Germany
City	Bochum
Period	18/05/26 → 20/05/26
Internet address	https://www.advancedservicesgroup.co.uk/events/ssc2026/

Embargoed Document

Extended-abstract-SSC2026-SF_RRM_AAM
Accepted author manuscript, 201 KB
Embargo ends: 1/01/50
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Cite this

@inproceedings{8dcb86b4ac81447aa8794a0f221bcc7c,

title = "A Data-Drive Servitization Intensity Typology for UK Manufacturing: Clusters, Stage-Specific Enablers and Predictive Modelling",

author = "Shereen Fouad and Raveen Menon and Anwar Adem and Tim Baines and Ali Bigdeli and Andreas Schroeder and Nigel Driffield and Giuliana Battisti and Abdallah Abdelhameed",

year = "2026",

month = feb,

day = "17",

language = "English",

booktitle = "Proceedings from Spring Servitization Conference",

note = "The Spring Servitization Conference \& Doctoral Symposium : Servitization as a Multilevel Transformation: Business Models, People, Organisations, and Ecosystems, SSC2026 ; Conference date: 18-05-2026 Through 20-05-2026",

url = "https://www.advancedservicesgroup.co.uk/events/ssc2026/",

}

Fouad , S, Menon, R, Adem, A , Baines, T , Bigdeli, A, Schroeder, A, Driffield, N, Battisti, G & Abdelhameed, A 2026, A Data-Drive Servitization Intensity Typology for UK Manufacturing: Clusters, Stage-Specific Enablers and Predictive Modelling. in Proceedings from Spring Servitization Conference. The Spring Servitization Conference & Doctoral Symposium, Bochum, Germany, 18/05/26.

TY - GEN

T1 - A Data-Drive Servitization Intensity Typology for UK Manufacturing: Clusters, Stage-Specific Enablers and Predictive Modelling

AU - Fouad , Shereen

AU - Menon, Raveen

AU - Adem, Anwar

AU - Baines, Tim

AU - Bigdeli, Ali

AU - Schroeder, Andreas

AU - Driffield, Nigel

AU - Battisti, Giuliana

AU - Abdelhameed, Abdallah

PY - 2026/2/17

Y1 - 2026/2/17

M3 - Conference publication

BT - Proceedings from Spring Servitization Conference

T2 - The Spring Servitization Conference & Doctoral Symposium

Y2 - 18 May 2026 through 20 May 2026

ER -