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Development of a Predictive Maintenance Algorithm for a Diesel Generator using Machine Learning - Test


Authors : Boulkhir Layla

Volume/Issue : Volume 10 - 2025, Issue 3 - March


Google Scholar : https://tinyurl.com/2fhe6f4n

Scribd : https://tinyurl.com/2k5mbz4y

DOI : https://doi.org/10.38124/ijisrt/25mar1226

Note : A published paper may take 4-5 working days from the publication date to appear in PlumX Metrics, Semantic Scholar, and ResearchGate.


Abstract : Faced with growing environmental challenges, green entrepreneurship has emerged as a key solution for promoting sustainable waste management. In the Marrakech-Safi region, recycling cooperatives play a crucial role in structuring the circular economy, reducing ecological impact, and creating socio-economic opportunities for local populations. However, their development is hindered by economic, institutional, and technical constraints. This study aims to identify the factors that facilitate the adoption of sustainable practices by recycling cooperatives, as well as the obstacles they encounter. A mixed-method approach was adopted, combining questionnaires administered to 15 cooperatives across different provinces in the region and in-depth interviews with their leaders and members. The data analysis involved validity and reliability tests, an analysis of variance (ANOVA), and the Relative Importance Index (RII) method. A SWOT analysis was also conducted to assess strengths, weaknesses, opportunities, and threats. The findings reveal that while cooperatives have generally integrated waste sorting practices, they struggle to implement advanced recycling techniques. The main challenges identified include a lack of funding, the absence of an incentive regulatory framework, and insufficient training. Leaders also highlight internal management difficulties, while members point to a lack of resources and technical support. Based on these insights, strategies are proposed, such as the implementation of tailored financing mechanisms, regulatory improvements, and citizen awareness initiatives. These findings provide strategic recommendations to strengthen the role of recycling cooperatives in the transition towards a sustainable circular economy.

Keywords : Green Entrepreneurship, Sustainable Waste Management, Recycling Cooperatives, SWOT Analysis.

References :

  1. Cohen, B., & Winn, M. I. (2007). Market imperfections, opportunity and sustainable entrepreneurship. Journal of Business Venturing, 22(1), 29-49. https://doi.org/10.1016/j.jbusvent.2004.12.001
  2. Dahmen, P. (2023). Organizational resilience as a key property of enterprise risk management in response to novel and severe crisis events. Risk Management and Insurance Review, 26(2), 203-245. https://doi.org/10.1111/rmir.12250
  3. Defourny, J., & Nyssens, M. (2017). Fundamentals for an international typology of social enterprise models. Voluntas: International Journal of Voluntary and Nonprofit Organizations, 28(6), 2469-2497. https://doi.org/10.1007/s11266-017-9884-7
  4. Estrada, Mauricio, Galvin, Madeleine, Maassen, Anne, & Hörschelmann, Kathrin. (2023). Catalysing urban transformation through women’s empowerment in cooperative waste management: the SWaCH initiative in Pune, India. Local Environment, 28, 852-866. https://doi.org/10.1080/13549839.2022.2090532
  5. Freeman, R. E. (1984). Strategic management: A stakeholder approach. Cambridge University Press. https://doi.org/10.1017/CBO9781139192675
  6. Hall, J. K., Daneke, G. A., & Lenox, M. J. (2010). Sustainable development and entrepreneurship: Past contributions and future directions. Journal of Business Venturing, 25(5), 439-448. https://doi.org/10.1016/j.jbusvent.2010.01.002
  7. Hoornweg, Dan, & Bhada-Tata, Perinaz. (2012). What a waste: a global review of solid waste management. Urban Dev Ser Knowl Pap, 15, 87-88.
  8. Kirchherr, J., Reike, D., & Hekkert, M. (2017). Conceptualizing the circular economy: An analysis of 114 definitions. Resources, Conservation and Recycling, 127, 221-232. https://doi.org/10.1016/j.resconrec.2017.09.005

Faced with growing environmental challenges, green entrepreneurship has emerged as a key solution for promoting sustainable waste management. In the Marrakech-Safi region, recycling cooperatives play a crucial role in structuring the circular economy, reducing ecological impact, and creating socio-economic opportunities for local populations. However, their development is hindered by economic, institutional, and technical constraints. This study aims to identify the factors that facilitate the adoption of sustainable practices by recycling cooperatives, as well as the obstacles they encounter. A mixed-method approach was adopted, combining questionnaires administered to 15 cooperatives across different provinces in the region and in-depth interviews with their leaders and members. The data analysis involved validity and reliability tests, an analysis of variance (ANOVA), and the Relative Importance Index (RII) method. A SWOT analysis was also conducted to assess strengths, weaknesses, opportunities, and threats. The findings reveal that while cooperatives have generally integrated waste sorting practices, they struggle to implement advanced recycling techniques. The main challenges identified include a lack of funding, the absence of an incentive regulatory framework, and insufficient training. Leaders also highlight internal management difficulties, while members point to a lack of resources and technical support. Based on these insights, strategies are proposed, such as the implementation of tailored financing mechanisms, regulatory improvements, and citizen awareness initiatives. These findings provide strategic recommendations to strengthen the role of recycling cooperatives in the transition towards a sustainable circular economy.

Keywords : Green Entrepreneurship, Sustainable Waste Management, Recycling Cooperatives, SWOT Analysis.

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