---
_id: '29380'
abstract:
- lang: eng
text: Cyber-physical systems generate and collect huge amounts of usage data during
operation. Analyzing these data may enable manufacturing companies to identify
weaknesses and learn about the users of their products. Such insights are valuable
in the early phases of product development like product planning, as they facilitate
decision-making for product improvement. The analysis and exploitation of usage
data in product planning, however, is a new task for manufacturing companies.
To reduce mistakes and improve the results, companies should build upon a suitable
reference process model. Unfortunately, established models for analyzing data
cannot be easily applied for product planning. In this paper, we propose a reference
process model for usage data-driven product planning. It builds on three well-established
models for analyzing data and addresses the unique characteristics of usage data-driven
product planning. Finally, we customize the model for a manufacturing company
and demonstrate how it could be implemented in practice.
author:
- first_name: Maurice
full_name: Meyer, Maurice
id: '77201'
last_name: Meyer
orcid: 0000-0003-0606-7321
- first_name: Ingrid
full_name: Wiederkehr, Ingrid
id: '38169'
last_name: Wiederkehr
- first_name: Melina
full_name: Panzner, Melina
id: '72658'
last_name: Panzner
- first_name: Christian
full_name: Koldewey, Christian
id: '43136'
last_name: Koldewey
orcid: https://orcid.org/0000-0001-7992-6399
- first_name: Roman
full_name: Dumitrescu, Roman
id: '16190'
last_name: Dumitrescu
citation:
ama: 'Meyer M, Wiederkehr I, Panzner M, Koldewey C, Dumitrescu R. A Reference Process
Model for Usage Data-Driven Product Planning. In: Proceedings of the 55th Hawaii
International Conference on System Sciences. ; 2022:6105-6114.'
apa: Meyer, M., Wiederkehr, I., Panzner, M., Koldewey, C., & Dumitrescu, R.
(2022). A Reference Process Model for Usage Data-Driven Product Planning. Proceedings
of the 55th Hawaii International Conference on System Sciences, 6105–6114.
bibtex: '@inproceedings{Meyer_Wiederkehr_Panzner_Koldewey_Dumitrescu_2022, title={A
Reference Process Model for Usage Data-Driven Product Planning}, booktitle={Proceedings
of the 55th Hawaii International Conference on System Sciences}, author={Meyer,
Maurice and Wiederkehr, Ingrid and Panzner, Melina and Koldewey, Christian and
Dumitrescu, Roman}, year={2022}, pages={6105–6114} }'
chicago: Meyer, Maurice, Ingrid Wiederkehr, Melina Panzner, Christian Koldewey,
and Roman Dumitrescu. “A Reference Process Model for Usage Data-Driven Product
Planning.” In Proceedings of the 55th Hawaii International Conference on System
Sciences, 6105–14, 2022.
ieee: M. Meyer, I. Wiederkehr, M. Panzner, C. Koldewey, and R. Dumitrescu, “A Reference
Process Model for Usage Data-Driven Product Planning,” in Proceedings of the
55th Hawaii International Conference on System Sciences, 2022, pp. 6105–6114.
mla: Meyer, Maurice, et al. “A Reference Process Model for Usage Data-Driven Product
Planning.” Proceedings of the 55th Hawaii International Conference on System
Sciences, 2022, pp. 6105–14.
short: 'M. Meyer, I. Wiederkehr, M. Panzner, C. Koldewey, R. Dumitrescu, in: Proceedings
of the 55th Hawaii International Conference on System Sciences, 2022, pp. 6105–6114.'
conference:
name: 55th Hawaii International Conference on System Sciences
date_created: 2022-01-18T07:53:00Z
date_updated: 2022-02-21T10:40:35Z
department:
- _id: '563'
language:
- iso: eng
page: 6105-6114
publication: Proceedings of the 55th Hawaii International Conference on System Sciences
publication_status: published
status: public
title: A Reference Process Model for Usage Data-Driven Product Planning
type: conference
user_id: '77201'
year: '2022'
...
---
_id: '33705'
abstract:
- lang: eng
text: AbstractThe ongoing digitalization of products
offers product managers new potentials to plan future product generations based
on data from the use phase instead of assumptions. However, product managers often
face difficulties in identifying promising opportunities for analyzing use phase
data. In this paper, we propose a method for planning the analysis of use phase
data in product planning. It leads product managers from the identification of
promising investigation needs to the derivation of specific use cases. The application
of the method is shown using the example of a manufacturing company.
author:
- first_name: Maurice
full_name: Meyer, Maurice
id: '77201'
last_name: Meyer
orcid: 0000-0003-0606-7321
- first_name: Ingrid
full_name: Wiederkehr, Ingrid
id: '38169'
last_name: Wiederkehr
- first_name: Christian
full_name: Koldewey, Christian
id: '43136'
last_name: Koldewey
orcid: https://orcid.org/0000-0001-7992-6399
- first_name: Roman
full_name: Dumitrescu, Roman
id: '16190'
last_name: Dumitrescu
citation:
ama: Meyer M, Wiederkehr I, Koldewey C, Dumitrescu R. Planning the Analysis of Use
Phase Data in Product Planning. Proceedings of the Design Society. 2022;2:753-762.
doi:10.1017/pds.2022.77
apa: Meyer, M., Wiederkehr, I., Koldewey, C., & Dumitrescu, R. (2022). Planning
the Analysis of Use Phase Data in Product Planning. Proceedings of the Design
Society, 2, 753–762. https://doi.org/10.1017/pds.2022.77
bibtex: '@article{Meyer_Wiederkehr_Koldewey_Dumitrescu_2022, title={Planning the
Analysis of Use Phase Data in Product Planning}, volume={2}, DOI={10.1017/pds.2022.77},
journal={Proceedings of the Design Society}, publisher={Cambridge University Press
(CUP)}, author={Meyer, Maurice and Wiederkehr, Ingrid and Koldewey, Christian
and Dumitrescu, Roman}, year={2022}, pages={753–762} }'
chicago: 'Meyer, Maurice, Ingrid Wiederkehr, Christian Koldewey, and Roman Dumitrescu.
“Planning the Analysis of Use Phase Data in Product Planning.” Proceedings
of the Design Society 2 (2022): 753–62. https://doi.org/10.1017/pds.2022.77.'
ieee: 'M. Meyer, I. Wiederkehr, C. Koldewey, and R. Dumitrescu, “Planning the Analysis
of Use Phase Data in Product Planning,” Proceedings of the Design Society,
vol. 2, pp. 753–762, 2022, doi: 10.1017/pds.2022.77.'
mla: Meyer, Maurice, et al. “Planning the Analysis of Use Phase Data in Product
Planning.” Proceedings of the Design Society, vol. 2, Cambridge University
Press (CUP), 2022, pp. 753–62, doi:10.1017/pds.2022.77.
short: M. Meyer, I. Wiederkehr, C. Koldewey, R. Dumitrescu, Proceedings of the Design
Society 2 (2022) 753–762.
date_created: 2022-10-13T07:46:43Z
date_updated: 2022-10-13T07:52:40Z
department:
- _id: '563'
doi: 10.1017/pds.2022.77
intvolume: ' 2'
language:
- iso: eng
page: 753-762
publication: Proceedings of the Design Society
publication_identifier:
issn:
- 2732-527X
publication_status: published
publisher: Cambridge University Press (CUP)
status: public
title: Planning the Analysis of Use Phase Data in Product Planning
type: journal_article
user_id: '77201'
volume: 2
year: '2022'
...
---
_id: '26839'
author:
- first_name: Jörn Steffen
full_name: Menzefricke, Jörn Steffen
id: '29799'
last_name: Menzefricke
- first_name: Ingrid
full_name: Wiederkehr, Ingrid
id: '38169'
last_name: Wiederkehr
- first_name: Christian
full_name: Koldewey, Christian
id: '43136'
last_name: Koldewey
orcid: https://orcid.org/0000-0001-7992-6399
- first_name: Roman
full_name: Dumitrescu, Roman
id: '16190'
last_name: Dumitrescu
citation:
ama: 'Menzefricke JS, Wiederkehr I, Koldewey C, Dumitrescu R. Socio-technical risk
management in the age of digital transformation – identification and analysis
of existing approaches. In: Procedia CIRP. Vol 100. ; 2021:708-713.'
apa: Menzefricke, J. S., Wiederkehr, I., Koldewey, C., & Dumitrescu, R. (2021).
Socio-technical risk management in the age of digital transformation – identification
and analysis of existing approaches. Procedia CIRP, 100, 708–713.
bibtex: '@inproceedings{Menzefricke_Wiederkehr_Koldewey_Dumitrescu_2021, title={Socio-technical
risk management in the age of digital transformation – identification and analysis
of existing approaches}, volume={100}, booktitle={Procedia CIRP}, author={Menzefricke,
Jörn Steffen and Wiederkehr, Ingrid and Koldewey, Christian and Dumitrescu, Roman},
year={2021}, pages={708–713} }'
chicago: Menzefricke, Jörn Steffen, Ingrid Wiederkehr, Christian Koldewey, and Roman
Dumitrescu. “Socio-Technical Risk Management in the Age of Digital Transformation
– Identification and Analysis of Existing Approaches.” In Procedia CIRP,
100:708–13, 2021.
ieee: J. S. Menzefricke, I. Wiederkehr, C. Koldewey, and R. Dumitrescu, “Socio-technical
risk management in the age of digital transformation – identification and analysis
of existing approaches,” in Procedia CIRP, 2021, vol. 100, pp. 708–713.
mla: Menzefricke, Jörn Steffen, et al. “Socio-Technical Risk Management in the Age
of Digital Transformation – Identification and Analysis of Existing Approaches.”
Procedia CIRP, vol. 100, 2021, pp. 708–13.
short: 'J.S. Menzefricke, I. Wiederkehr, C. Koldewey, R. Dumitrescu, in: Procedia
CIRP, 2021, pp. 708–713.'
conference:
end_date: 2021-05-21
name: 31st CIRP Design Conference
start_date: 2021-05-19
date_created: 2021-10-25T12:35:16Z
date_updated: 2022-01-06T06:57:29Z
department:
- _id: '563'
language:
- iso: eng
page: 708-713
publication: Procedia CIRP
publication_status: published
status: public
title: Socio-technical risk management in the age of digital transformation – identification
and analysis of existing approaches
type: conference
user_id: '15782'
volume: vol. 100
year: '2021'
...
---
_id: '26855'
abstract:
- lang: eng
text: AbstractCyber-physical systems (CPS) are
able the collect huge amounts of data about themselves, their users, and their
environment during their usage phase. By feeding these usage data back into product
planning, manufacturers can optimize their engineering and decision-making processes.
Despite promising potentials, most manufacturers still do not analyze usage data
within product planning. Also, research on usage data-driven product planning
is scarce. Therefore, this paper aims to identify the main concepts, advantages,
success factors and challenges of usage data-driven product planning. To answer
the corresponding research questions, a comprehensive systematic literature review
is conducted. From its results, a detailed description of usage data-driven product
planning consisting of six main concepts is derived. Furthermore, taxonomies for
the advantages, success factors and challenges of usage data-driven product planning
are presented. The six main concepts and the three taxonomies allow for a deeper
understanding of the topic while highlighting necessary future actions and research
needs.
author:
- first_name: Maurice
full_name: Meyer, Maurice
id: '77201'
last_name: Meyer
orcid: 0000-0003-0606-7321
- first_name: Ingrid
full_name: Wiederkehr, Ingrid
id: '38169'
last_name: Wiederkehr
- first_name: Christian
full_name: Koldewey, Christian
id: '43136'
last_name: Koldewey
orcid: https://orcid.org/0000-0001-7992-6399
- first_name: Roman
full_name: Dumitrescu, Roman
id: '16190'
last_name: Dumitrescu
citation:
ama: 'Meyer M, Wiederkehr I, Koldewey C, Dumitrescu R. UNDERSTANDING USAGE DATA-DRIVEN
PRODUCT PLANNING: A SYSTEMATIC LITERATURE REVIEW. Proceedings of the Design
Society. Published online 2021:3289-3298. doi:10.1017/pds.2021.590'
apa: 'Meyer, M., Wiederkehr, I., Koldewey, C., & Dumitrescu, R. (2021). UNDERSTANDING
USAGE DATA-DRIVEN PRODUCT PLANNING: A SYSTEMATIC LITERATURE REVIEW. Proceedings
of the Design Society, 3289–3298. https://doi.org/10.1017/pds.2021.590'
bibtex: '@article{Meyer_Wiederkehr_Koldewey_Dumitrescu_2021, title={UNDERSTANDING
USAGE DATA-DRIVEN PRODUCT PLANNING: A SYSTEMATIC LITERATURE REVIEW}, DOI={10.1017/pds.2021.590},
journal={Proceedings of the Design Society}, author={Meyer, Maurice and Wiederkehr,
Ingrid and Koldewey, Christian and Dumitrescu, Roman}, year={2021}, pages={3289–3298}
}'
chicago: 'Meyer, Maurice, Ingrid Wiederkehr, Christian Koldewey, and Roman Dumitrescu.
“UNDERSTANDING USAGE DATA-DRIVEN PRODUCT PLANNING: A SYSTEMATIC LITERATURE REVIEW.”
Proceedings of the Design Society, 2021, 3289–98. https://doi.org/10.1017/pds.2021.590.'
ieee: 'M. Meyer, I. Wiederkehr, C. Koldewey, and R. Dumitrescu, “UNDERSTANDING USAGE
DATA-DRIVEN PRODUCT PLANNING: A SYSTEMATIC LITERATURE REVIEW,” Proceedings
of the Design Society, pp. 3289–3298, 2021, doi: 10.1017/pds.2021.590.'
mla: 'Meyer, Maurice, et al. “UNDERSTANDING USAGE DATA-DRIVEN PRODUCT PLANNING:
A SYSTEMATIC LITERATURE REVIEW.” Proceedings of the Design Society, 2021,
pp. 3289–98, doi:10.1017/pds.2021.590.'
short: M. Meyer, I. Wiederkehr, C. Koldewey, R. Dumitrescu, Proceedings of the Design
Society (2021) 3289–3298.
date_created: 2021-10-25T14:43:11Z
date_updated: 2022-01-06T06:57:29Z
department:
- _id: '563'
doi: 10.1017/pds.2021.590
language:
- iso: eng
page: 3289-3298
publication: Proceedings of the Design Society
publication_identifier:
issn:
- 2732-527X
publication_status: published
status: public
title: 'UNDERSTANDING USAGE DATA-DRIVEN PRODUCT PLANNING: A SYSTEMATIC LITERATURE
REVIEW'
type: journal_article
user_id: '43136'
year: '2021'
...
---
_id: '37404'
author:
- first_name: Jörn Steffen
full_name: Menzefricke, Jörn Steffen
id: '29799'
last_name: Menzefricke
- first_name: Ingrid
full_name: Wiederkehr, Ingrid
id: '38169'
last_name: Wiederkehr
- first_name: Christian
full_name: Koldewey, Christian
id: '43136'
last_name: Koldewey
orcid: https://orcid.org/0000-0001-7992-6399
- first_name: Roman
full_name: Dumitrescu, Roman
id: '16190'
last_name: Dumitrescu
citation:
ama: Menzefricke JS, Wiederkehr I, Koldewey C, Dumitrescu R. Maturity-based Development
of Strategic Thrusts for Socio-technical Risks. Procedia CIRP. 2021;104:241-246.
doi:10.1016/j.procir.2021.11.041
apa: Menzefricke, J. S., Wiederkehr, I., Koldewey, C., & Dumitrescu, R. (2021).
Maturity-based Development of Strategic Thrusts for Socio-technical Risks. Procedia
CIRP, 104, 241–246. https://doi.org/10.1016/j.procir.2021.11.041
bibtex: '@article{Menzefricke_Wiederkehr_Koldewey_Dumitrescu_2021, title={Maturity-based
Development of Strategic Thrusts for Socio-technical Risks}, volume={104}, DOI={10.1016/j.procir.2021.11.041},
journal={Procedia CIRP}, publisher={Elsevier BV}, author={Menzefricke, Jörn Steffen
and Wiederkehr, Ingrid and Koldewey, Christian and Dumitrescu, Roman}, year={2021},
pages={241–246} }'
chicago: 'Menzefricke, Jörn Steffen, Ingrid Wiederkehr, Christian Koldewey, and
Roman Dumitrescu. “Maturity-Based Development of Strategic Thrusts for Socio-Technical
Risks.” Procedia CIRP 104 (2021): 241–46. https://doi.org/10.1016/j.procir.2021.11.041.'
ieee: 'J. S. Menzefricke, I. Wiederkehr, C. Koldewey, and R. Dumitrescu, “Maturity-based
Development of Strategic Thrusts for Socio-technical Risks,” Procedia CIRP,
vol. 104, pp. 241–246, 2021, doi: 10.1016/j.procir.2021.11.041.'
mla: Menzefricke, Jörn Steffen, et al. “Maturity-Based Development of Strategic
Thrusts for Socio-Technical Risks.” Procedia CIRP, vol. 104, Elsevier BV,
2021, pp. 241–46, doi:10.1016/j.procir.2021.11.041.
short: J.S. Menzefricke, I. Wiederkehr, C. Koldewey, R. Dumitrescu, Procedia CIRP
104 (2021) 241–246.
date_created: 2023-01-18T13:29:31Z
date_updated: 2023-01-18T13:32:38Z
department:
- _id: '563'
doi: 10.1016/j.procir.2021.11.041
intvolume: ' 104'
keyword:
- General Medicine
language:
- iso: eng
page: 241-246
publication: Procedia CIRP
publication_identifier:
issn:
- 2212-8271
publication_status: published
publisher: Elsevier BV
status: public
title: Maturity-based Development of Strategic Thrusts for Socio-technical Risks
type: journal_article
user_id: '14931'
volume: 104
year: '2021'
...