--- _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' ...