Maturity Model for Data-Driven Circular Manufacturing
A structured maturity model can guide manufacturers in leveraging data to enhance their circular manufacturing practices and decision-making.
Production Planning & Control · 2024
Key Findings
- 01A maturity model can effectively assess a manufacturer's current state of data utilization in circular manufacturing.
- 02The model provides a structured approach to identify gaps and opportunities for improvement in data-driven circular practices.
- 03Empirical evidence suggests that applying the maturity model can highlight benefits of enhanced data exploitation for CM.
Application
Design takeaway
Implement a data maturity assessment framework to systematically improve the integration of data into circular manufacturing strategies.
How to apply
Use the principles of the maturity model to design questionnaires or assessment tools for evaluating data-driven sustainability initiatives within an organization.
Project actions
- 01When researching sustainable design, consider how data can inform material choices and end-of-life strategies.
- 02Develop a framework to assess the 'data maturity' of a proposed sustainable product or system.
Method & Evidence
Variables
Strengths & Limitations
Strengths
- +Comprehensive development process involving literature, expert feedback, and empirical validation.
- +Provides a practical, actionable framework for industry.
Limitations
The complexity of data systems and the cost of implementation can be significant barriers for smaller organizations.
Reliability & validity
The model's validity was enhanced through expert validation (focus groups, interviews) and pilot applications, suggesting good reliability for its intended purpose.
Think critically
How might the 'normative answers' in the questionnaire introduce bias, and how could this be mitigated in future iterations of the model?
Design Principles
"Data utilization is a key enabler for achieving advanced circular manufacturing practices."
As the industry shifts towards circular economy principles, understanding and improving data utilization is crucial for effective implementation. This model provides a framework for assessing current capabilities and identifying pathways for growth in sustainable manufacturing.
What This Means for Your Design
This research created a way to measure how well factories use data to be more circular (like recycling and reusing materials). It helps them see where they are good and where they need to improve.
How to use in your project
- 1.Reference this study when discussing the importance of data analysis in achieving sustainable design goals or evaluating the circularity of a product system.
Add to My Project
Quick Cite
(2024). A maturity model enhancing data-driven circular manufacturing. Production Planning & Control. https://doi.org/10.1080/09537287.2024.2322608 Retrieved from https://designdex.org/study/5a79a1c0-a49e-403a-ab96-e8396e51b28d/maturity-model-for-data-driven-circular-manufacturing
Paragraph starter
The research by Acerbi, Sassanelli, and Taisch (2024) highlights the critical role of data utilization in advancing circular manufacturing. Their development of a maturity model provides a structured approach for manufacturers to assess their current data-driven capabilities and identify pathways for improvement, underscoring the link between data management and effective circular economy implementation.
Source
Production Planning & Control
A maturity model enhancing data-driven circular manufacturing
journal · 2024
View sourceQuestions about this research
- What does the research say about maturity model for data-driven circular manufacturing?
- Implement a data maturity assessment framework to systematically improve the integration of data into circular manufacturing strategies. Evidence: Production Planning & Control (2024).
- Why does "Maturity Model for Data-Driven Circular Manufacturing" matter for design?
- As the industry shifts towards circular economy principles, understanding and improving data utilization is crucial for effective implementation. This model provides a framework for assessing current capabilities and identifying pathways for growth in sustainable manufacturing.
- How can designers apply this research?
- Implement a data maturity assessment framework to systematically improve the integration of data into circular manufacturing strategies.
- What were the main findings?
- A maturity model can effectively assess a manufacturer's current state of data utilization in circular manufacturing.. The model provides a structured approach to identify gaps and opportunities for improvement in data-driven circular practices.. Empirical evidence suggests that applying the maturity model can highlight benefits of enhanced data exploitation for CM.
- What research method was used?
- Development and validation of a maturity model through literature review, focus groups, interviews, and pilot applications. with Pilot application in two companies, followed by assessment in two additional companies..
- How strong is the evidence?
- Evidence strength is rated Strong effect, based on a 2024 journal from Production Planning & Control.
- What should I do differently in my next project?
- Use the principles of the maturity model to design questionnaires or assessment tools for evaluating data-driven sustainability initiatives within an organization.
- What are the limitations?
- The model's effectiveness may vary depending on the specific industry sector and the complexity of the manufacturing processes.
- Is there evidence that circular manufacturing affects design outcomes?
- A developed maturity model can assess how well manufacturers use data for circular manufacturing, revealing areas for improvement and potential benefits. As the industry shifts towards circular economy principles, understanding and improving data utilization is crucial for effective implementation. This model provides Source: Production Planning & Control (2024).
- Where does this maturity model research apply?
- Manufacturing industry, specifically focusing on circular manufacturing and data management. It sits within sustainability research on designdex.org.
Related research topics
circular manufacturing design research · evidence on circular manufacturing · does circular manufacturing improve design outcomes · maturity model studies for designers · circular manufacturing and maturity model findings · sustainability research evidence