IDEAS home Printed from https://ideas.repec.org/a/pal/palcom/v11y2024i1d10.1057_s41599-023-02524-x.html
   My bibliography  Save this article

Determinants of efficient water use and conservation in the Colombian manufacturing industry using machine learning

Author

Listed:
  • Carolina Henao

    (Fundación Universitaria Konrad Lorenz)

  • Jenny Paola Lis-Gutiérrez

    (Fundación Universitaria Konrad Lorenz)

  • Melissa Lis-Gutiérrez

    (Universidad Nacional de Colombia)

  • Janitza Ariza-Salazar

    (Fundación Universitaria Konrad Lorenz)

Abstract

Water is a fundamental aspect of achieving sustainable industries, and it is essential for firms to make efficient use of it. However, not all companies have sustainable water management practices in place. In this study, we aim to answer the research question: What factors influenced the efficient use and saving of water in the Colombian manufacturing industry in 2020? We used data from the Annual Manufacturing Survey and the Industrial Environmental Survey conducted by DANE to investigate this question. Our study grouped the variables into four categories: Environmental commitment, Risk mitigation, Innovation, and Location. We used two supervised learning machine-learning algorithms—decision tree and logit regression with LASSO regularization—to analyze the data. The results underscore those investments in wastewater treatment, total water consumption, and commitments to air and climate protection emerge as pivotal drivers for embracing sustainable practices. Moreover, the geographical location of companies significantly influences the likelihood of implementing water conservation initiatives. To enhance efficient water use and conservation in the Colombian manufacturing sector, several targeted public policies are recommended. These include offering fiscal and financial incentives to encourage investments in advanced wastewater treatment and reuse technologies. Additionally, advocating for specialized training and environmental education programs tailored for corporate personnel is crucial. Moreover, establishing initiatives for environmental certification and eco-labeling within the corporate sector can significantly promote sustainable water practices. Lastly, enforcing more stringent environmental regulations and standards, especially for industries like Textile, Metallurgy, and Manufacturing of rubber and plastic products, is essential to ensure responsible water management across the sector.

Suggested Citation

  • Carolina Henao & Jenny Paola Lis-Gutiérrez & Melissa Lis-Gutiérrez & Janitza Ariza-Salazar, 2024. "Determinants of efficient water use and conservation in the Colombian manufacturing industry using machine learning," Palgrave Communications, Palgrave Macmillan, vol. 11(1), pages 1-11, December.
    • Handle: RePEc:pal:palcom:v:11:y:2024:i:1:d:10.1057_s41599-023-02524-x
    DOI: 10.1057/s41599-023-02524-x
    as

    Download full text from publisher

    File URL: http://link.springer.com/10.1057/s41599-023-02524-x
    File Function: Abstract
    Download Restriction: Access to full text is restricted to subscribers.
    File URL: https://libkey.io/10.1057/s41599-023-02524-x?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    As the access to this document is restricted, you may want to search for a different version of it.

    References listed on IDEAS

    as
    1. Lubna Meempatta & J. Angus Webb & Louise A. Keogh & Avril C. Horne & Michael J. Stewardson, 2023. "Exploring the role and decision-making behaviour of irrigation water supply authorities in Australia," International Journal of Water Resources Development, Taylor & Francis Journals, vol. 39(2), pages 314-336, March.
    2. Natalia A. Kosolapova & Ludmila G. Matveeva & Anastasia Y. Nikitaeva & Lesego Molapisi, 2021. "The Rational Use of Water Resources in the Strategy of Industry 4.0," Water Resources Management: An International Journal, Published for the European Water Resources Association (EWRA), Springer;European Water Resources Association (EWRA), vol. 35(9), pages 3023-3041, July.
    3. Shiyi Chen & Xiaoxiao Ding & Pingyi Lou & Hong Song, 2022. "New evidence of moral hazard: Environmental liability insurance and firms' environmental performance," Journal of Risk & Insurance, The American Risk and Insurance Association, vol. 89(3), pages 581-613, September.
    4. Francesco Calise & Maria Vicidomini & Mário Costa & Qiuwang Wang & Poul Alberg Østergaard & Neven Duić, 2019. "Toward an Efficient and Sustainable Use of Energy in Industries and Cities," Energies, MDPI, vol. 12(16), pages 1-28, August.
    5. Yijing Chu & Yingying Wang & Zucheng Zhang & Shengli Dai, 2022. "Decoupling of Economic Growth and Industrial Water Use in Hubei Province: From an Ecological–Economic Interaction Perspective," Sustainability, MDPI, vol. 14(20), pages 1-15, October.
    Full references (including those not matched with items on IDEAS)

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Salvia, Monica & Simoes, Sofia G. & Herrando, María & Čavar, Marko & Cosmi, Carmelina & Pietrapertosa, Filomena & Gouveia, João Pedro & Fueyo, Norberto & Gómez, Antonio & Papadopoulou, Kiki & Taxeri, , 2021. "Improving policy making and strategic planning competencies of public authorities in the energy management of municipal public buildings: The PrioritEE toolbox and its application in five mediterranea," Renewable and Sustainable Energy Reviews, Elsevier, vol. 135(C).
    2. Nuria Novas & Alfredo Alcayde & Isabel Robalo & Francisco Manzano-Agugliaro & Francisco G. Montoya, 2020. "Energies and Its Worldwide Research," Energies, MDPI, vol. 13(24), pages 1-41, December.
    3. Runze Yang & Ruigang Zhang, 2022. "Environmental Pollution Liability Insurance and Corporate Performance: Evidence from China in the Perspective of Green Development," IJERPH, MDPI, vol. 19(19), pages 1-18, September.
    4. Hadi Tannous & Valentina Stojceska & Savas A. Tassou, 2023. "The Use of Solar Thermal Heating in SPIRE and Non-SPIRE Industrial Processes," Sustainability, MDPI, vol. 15(10), pages 1-18, May.
    5. Du, Weijian & Fan, Yuhuan & Liang, Sunfan & Li, Mengjie, 2023. "The power of belief: Religious traditions and rent-seeking of polluting enterprises in China," Finance Research Letters, Elsevier, vol. 54(C).
    6. María Herrando & Antonio Gómez & Norberto Fueyo, 2022. "Supporting Local Authorities to Plan Energy Efficiency in Public Buildings: From Local Needs to Regional Planning," Energies, MDPI, vol. 15(3), pages 1-17, January.
    7. Mainar-Toledo, M.D. & Castan, M.A. & Millán, G. & Rodin, V. & Kollmann, A. & Peccianti, F. & Annunziata, E. & Rizzi, F. & Frey, M. & Iannone, F. & Zaldua, M. & Kuittinen, H., 2022. "Accelerating sustainable and economic development via industrial energy cooperation and shared services – A case study for three European countries," Renewable and Sustainable Energy Reviews, Elsevier, vol. 153(C).
    8. Łukasz Mazur & Anna Bać & Magdalena Daria Vaverková & Jan Winkler & Aleksandra Nowysz & Eugeniusz Koda, 2022. "Evaluation of the Quality of the Housing Environment Using Multi-Criteria Analysis That Includes Energy Efficiency: A Review," Energies, MDPI, vol. 15(20), pages 1-24, October.

    More about this item

    Statistics

    Access and download statistics

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:pal:palcom:v:11:y:2024:i:1:d:10.1057_s41599-023-02524-x. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Sonal Shukla or Springer Nature Abstracting and Indexing (email available below). General contact details of provider: https://www.nature.com/ .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.