IDEAS home Printed from https://ideas.repec.org/a/taf/applec/v53y2021i9p1013-1038.html
   My bibliography  Save this article

The heterogeneous effects of adoption of climate-smart agriculture on household welfare in Pakistan

Author

Listed:
  • Muhammad Faisal Shahzad
  • Awudu Abdulai

Abstract

In this study, we analyse the heterogeneity in the impacts of adoption of climate-smart agricultural (CSA) practices on welfare indicators such as food and nutrition security and poverty reduction in Pakistan. We employ the marginal treatment effects (MTE) approach to estimate the treatment effects heterogeneity and policy-relevant treatment effects (PRTE). The findings show substantial heterogeneity in benefits from adoption of CSA with respect to both observed and unobserved household characteristics. In particular, the estimates show that households with higher unobserved benefits are more likely to adopt CSA practices. The empirical results show that adoption of CSA practices significantly reduces household food insecurity and increases household dietary diversity but reduces the poverty headcount and severity of poverty of the households at the lower level of unobserved resistance to adoption. The PRTE indicate that sources of climate change information and climate-resilient trainings could help to reduce rural poverty and improve food and nutrition security in Pakistan.

Suggested Citation

  • Muhammad Faisal Shahzad & Awudu Abdulai, 2021. "The heterogeneous effects of adoption of climate-smart agriculture on household welfare in Pakistan," Applied Economics, Taylor & Francis Journals, vol. 53(9), pages 1013-1038, February.
    • Handle: RePEc:taf:applec:v:53:y:2021:i:9:p:1013-1038
    DOI: 10.1080/00036846.2020.1820445
    as

    Download full text from publisher

    File URL: http://hdl.handle.net/10.1080/00036846.2020.1820445
    Download Restriction: Access to full text is restricted to subscribers.
    File URL: https://libkey.io/10.1080/00036846.2020.1820445?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.

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Hongyun Zheng & Wanglin Ma & Yanzhi Guo, 2023. "Does nutrition knowledge training improve dietary diversity and nutrition intake? Insights from rural China," Agribusiness, John Wiley & Sons, Ltd., vol. 39(S1), pages 1417-1436, December.
    2. Pomi Shahbaz & Azhar Abbas & Babar Aziz & Bader Alhafi Alotaibi & Abou Traore, 2022. "Nexus between Climate-Smart Livestock Production Practices and Farmers’ Nutritional Security in Pakistan: Exploring Level, Linkages, and Determinants," IJERPH, MDPI, vol. 19(9), pages 1-22, April.
    3. Muhammad Faisal Shahzad & Awudu Abdulai & Gazali Issahaku, 2021. "Adaptation Implications of Climate-Smart Agriculture in Rural Pakistan," Sustainability, MDPI, vol. 13(21), pages 1-18, October.
    4. Sen Chakraborty, Kritika & Chakraborty, Avinandan & Berrens, Robert P., 2023. "Valuing soil erosion control investments in Nigerian agricultural lands: A hedonic pricing model," World Development, Elsevier, vol. 170(C).
    5. Richard Kwasi Bannor & Yaw Gyekye, 2022. "Unpacking The Nexus Between Broiler Contract Farming and Its Impact in Ghana," The European Journal of Development Research, Palgrave Macmillan;European Association of Development Research and Training Institutes (EADI), vol. 34(6), pages 2759-2786, December.
    6. Asresu Yitayew & Awudu Abdulai & Yigezu A Yigezu, 2022. "Improved agricultural input delivery systems for enhancing technology adoption: evidence from a field experiment in Ethiopia," European Review of Agricultural Economics, Oxford University Press and the European Agricultural and Applied Economics Publications Foundation, vol. 49(3), pages 527-556.
    7. Sadick Mohammed & Awudu Abdulai, 2022. "Heterogeneity in returns to agricultural technologies with incomplete diffusion: Evidence from Ghana," Review of Development Economics, Wiley Blackwell, vol. 26(1), pages 323-353, February.

    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:taf:applec:v:53:y:2021:i:9:p:1013-1038. 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.

    We have no bibliographic references for this item. You can help adding them by using 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: Chris Longhurst (email available below). General contact details of provider: http://www.tandfonline.com/RAEC20 .

    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.