IDEAS home Printed from https://ideas.repec.org/a/eee/eneeco/v81y2019icp650-660.html
   My bibliography  Save this article

China's electrification and rural labor: Analysis with fuzzy regression discontinuity

Author

Listed:
  • He, Xiaoping

Abstract

This article exploits the exogenous shock of China's Rural Primary Electrification program at the county-level to understand how electrification may impact rural arears in terms of labor supply. The fuzzy regression discontinuity method is employed to address the endogeneity problem of the electrification assignment and to identify treatment effects. The results show that the assignment of the electrification treatment can be efficiently identified by whether the amount of pretreatment electricity consumption level fell below a cutoff value. Moreover, over the program's disbursement period from 1991 to 2000, electrification has had measurable and positive impact on labor supply and electricity consumption of the rural households. There is also evidence that electrification has negative effect on the long-term employment growth in the rural areas of the recipient counties. The article concludes the positive effect of electrification on labor supply is hard to translate into a positive effect on rural employment, in the absence of rural enterprises development.

Suggested Citation

  • He, Xiaoping, 2019. "China's electrification and rural labor: Analysis with fuzzy regression discontinuity," Energy Economics, Elsevier, vol. 81(C), pages 650-660.
  • Handle: RePEc:eee:eneeco:v:81:y:2019:i:c:p:650-660
    DOI: 10.1016/j.eneco.2019.05.007
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0140988319301525
    Download Restriction: Full text for ScienceDirect subscribers only

    File URL: https://libkey.io/10.1016/j.eneco.2019.05.007?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. Taryn Dinkelman, 2011. "The Effects of Rural Electrification on Employment: New Evidence from South Africa," American Economic Review, American Economic Association, vol. 101(7), pages 3078-3108, December.
    2. Winters, Paul & Davis, Benjamin & Carletto, Gero & Covarrubias, Katia & Quiñones, Esteban J. & Zezza, Alberto & Azzarri, Carlo & Stamoulis, Kostas, 2009. "Assets, Activities and Rural Income Generation: Evidence from a Multicountry Analysis," World Development, Elsevier, vol. 37(9), pages 1435-1452, September.
    3. Gronau, Reuben, 1977. "Leisure, Home Production, and Work-The Theory of the Allocation of Time Revisited," Journal of Political Economy, University of Chicago Press, vol. 85(6), pages 1099-1123, December.
    4. van de Walle, Dominique & Ravallion, Martin & Mendiratta, Vibhuti & Koolwal, Gayatri, 2013. "Long-term impacts of household electrification in rural India," Policy Research Working Paper Series 6527, The World Bank.
    5. Haggblade, Steven & Hazell, Peter & Reardon, Thomas, 2010. "The Rural Non-farm Economy: Prospects for Growth and Poverty Reduction," World Development, Elsevier, vol. 38(10), pages 1429-1441, October.
    6. Battistin, Erich & Rettore, Enrico, 2008. "Ineligibles and eligible non-participants as a double comparison group in regression-discontinuity designs," Journal of Econometrics, Elsevier, vol. 142(2), pages 715-730, February.
    7. Iacus, Stefano M. & King, Gary & Porro, Giuseppe, 2011. "Multivariate Matching Methods That Are Monotonic Imbalance Bounding," Journal of the American Statistical Association, American Statistical Association, vol. 106(493), pages 345-361.
    8. Imbens, Guido W. & Lemieux, Thomas, 2008. "Regression discontinuity designs: A guide to practice," Journal of Econometrics, Elsevier, vol. 142(2), pages 615-635, February.
    9. Gibson, John & Olivia, Susan, 2010. "The Effect of Infrastructure Access and Quality on Non-Farm Enterprises in Rural Indonesia," World Development, Elsevier, vol. 38(5), pages 717-726, May.
    10. Samad,Hussain A. & Zhang,Fan, 2019. "Electrification and Women's Empowerment : Evidence from Rural India," Policy Research Working Paper Series 8796, The World Bank.
    11. Khandker, Shahidur R, 1988. "Determinants of Women's Time Allocation in Rural Bangladesh," Economic Development and Cultural Change, University of Chicago Press, vol. 37(1), pages 111-126, October.
    12. Hahn, Jinyong & Todd, Petra & Van der Klaauw, Wilbert, 2001. "Identification and Estimation of Treatment Effects with a Regression-Discontinuity Design," Econometrica, Econometric Society, vol. 69(1), pages 201-209, January.
    13. Guido Imbens & Karthik Kalyanaraman, 2012. "Optimal Bandwidth Choice for the Regression Discontinuity Estimator," Review of Economic Studies, Oxford University Press, vol. 79(3), pages 933-959.
    14. Jacoby, Hanan G., 1991. "Productivity of men and women and the sexual division of labor in peasant agriculture of the Peruvian Sierra," Journal of Development Economics, Elsevier, vol. 37(1-2), pages 265-287, November.
    15. David S. Lee & Thomas Lemieux, 2010. "Regression Discontinuity Designs in Economics," Journal of Economic Literature, American Economic Association, vol. 48(2), pages 281-355, June.
    16. Salmon, Claire & Tanguy, Jeremy, 2016. "Rural Electrification and Household Labor Supply: Evidence from Nigeria," World Development, Elsevier, vol. 82(C), pages 48-68.
    17. Lee, David S., 2008. "Randomized experiments from non-random selection in U.S. House elections," Journal of Econometrics, Elsevier, vol. 142(2), pages 675-697, February.
    18. McCrary, Justin, 2008. "Manipulation of the running variable in the regression discontinuity design: A density test," Journal of Econometrics, Elsevier, vol. 142(2), pages 698-714, February.
    19. Kohlin, Gunnar & Sills, Erin O. & Pattanayak, Subhrendu K. & Wilfong, Christopher, 2011. "Energy, gender and development: what are the linkages ? where is the evidence ?," Policy Research Working Paper Series 5800, The World Bank.
    20. Iacus, Stefano M. & King, Gary & Porro, Giuseppe, 2012. "Causal Inference without Balance Checking: Coarsened Exact Matching," Political Analysis, Cambridge University Press, vol. 20(1), pages 1-24, January.
    21. Rahut, Dil Bahadur & Behera, Bhagirath & Ali, Akhter & Marenya, Paswel, 2017. "A ladder within a ladder: Understanding the factors influencing a household's domestic use of electricity in four African countries," Energy Economics, Elsevier, vol. 66(C), pages 167-181.
    22. repec:oup:wbrobs:v:27:y:2010:i:1:p:33-51 is not listed on IDEAS
    Full references (including those not matched with items on IDEAS)

    Citations

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


    Cited by:

    1. Zhu, Penghu & Lin, Boqiang, 2022. "Do the elderly consume more energy? Evidence from the retirement policy in urban China," Energy Policy, Elsevier, vol. 165(C).
    2. Obsa Urgessa Ayana & Jima Degaga, 2022. "Effects of rural electrification on household welfare: a meta-regression analysis," International Review of Economics, Springer;Happiness Economics and Interpersonal Relations (HEIRS), vol. 69(2), pages 209-261, June.
    3. Han, Jiashi & Zhang, Lei & Li, Yang, 2022. "Spatiotemporal analysis of rural energy transition and upgrading in developing countries: The case of China," Applied Energy, Elsevier, vol. 307(C).
    4. Ngawang Dendup, 2021. "Returns to Grid Electricity on Firewood Consumption and Mechanism," Working Papers 2109, Waseda University, Faculty of Political Science and Economics.
    5. Richard S. J. Tol, 2023. "Navigating the energy trilemma during geopolitical and environmental crises," Papers 2301.07671, arXiv.org.
    6. Salman, Muhammad & Long, Xingle & Wang, Guimei & Zha, Donglan, 2022. "Paris climate agreement and global environmental efficiency: New evidence from fuzzy regression discontinuity design," Energy Policy, Elsevier, vol. 168(C).
    7. Shaoyao Zhang & Wei Deng & Li Peng & Peng Zhou & Ying Liu, 2020. "Has Rural Migration Weakened Agricultural Cultivation? Evidence from the Mountains of Southwest China," Agriculture, MDPI, vol. 10(3), pages 1-19, March.
    8. Dendup, Ngawang, 2022. "Returns to grid electricity on firewood and kerosene: Mechanism," Journal of Environmental Economics and Management, Elsevier, vol. 111(C).

    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. Mauricio Villamizar‐Villegas & Freddy A. Pinzon‐Puerto & Maria Alejandra Ruiz‐Sanchez, 2022. "A comprehensive history of regression discontinuity designs: An empirical survey of the last 60 years," Journal of Economic Surveys, Wiley Blackwell, vol. 36(4), pages 1130-1178, September.
    2. Loris Vergolini & Nadir Zanini, 2012. "How does aid matter? The effect of financial aid on university enrolment decisions," Working Papers 2012/7, Institut d'Economia de Barcelona (IEB).
    3. Blaise Melly & Rafael Lalive, 2020. "Estimation, Inference, and Interpretation in the Regression Discontinuity Design," Diskussionsschriften dp2016, Universitaet Bern, Departement Volkswirtschaft.
    4. Deng, Taotao & Hu, Yukun & Ma, Mulan, 2019. "Regional policy and tourism: A quasi-natural experiment," Annals of Tourism Research, Elsevier, vol. 74(C), pages 1-16.
    5. Loris Vergolini & Nadir Zanini, 2012. "How does aid matter? The effect of financial aid on university enrolment decisions," Working Papers 2012/7, Institut d'Economia de Barcelona (IEB).
    6. Dong, Yingying, 2010. "Jumpy or Kinky? Regression Discontinuity without the Discontinuity," MPRA Paper 25461, University Library of Munich, Germany.
    7. Ivan A Canay & Vishal Kamat, 2018. "Approximate Permutation Tests and Induced Order Statistics in the Regression Discontinuity Design," Review of Economic Studies, Oxford University Press, vol. 85(3), pages 1577-1608.
    8. Vergolini, Loris & Zanini, Nadir, 2015. "Away, but not too far from home. The effects of financial aid on university enrolment decisions," Economics of Education Review, Elsevier, vol. 49(C), pages 91-109.
    9. Volker Schöer & Debra Shepherd, 2013. "Compulsory tutorial programmes and performance in undergraduate microeconomics: A regression discontinuity design," Working Papers 27/2013, Stellenbosch University, Department of Economics.
    10. Prakash, Nishith & Rockmore, Marc & Uppal, Yogesh, 2019. "Do criminally accused politicians affect economic outcomes? Evidence from India," Journal of Development Economics, Elsevier, vol. 141(C).
    11. Joaquín Artés & Ignacio Jurado, 2018. "Government fragmentation and fiscal deficits: a regression discontinuity approach," Public Choice, Springer, vol. 175(3), pages 367-391, June.
    12. Ari Hyytinen & Jaakko Meriläinen & Tuukka Saarimaa & Otto Toivanen & Janne Tukiainen, 2018. "When does regression discontinuity design work? Evidence from random election outcomes," Quantitative Economics, Econometric Society, vol. 9(2), pages 1019-1051, July.
    13. Crespo Cristian, 2020. "Beyond Manipulation: Administrative Sorting in Regression Discontinuity Designs," Journal of Causal Inference, De Gruyter, vol. 8(1), pages 164-181, January.
    14. Legge, Stefan & Schmid, Lukas, 2013. "Rankings, Random Successes, and Individual Performance," Economics Working Paper Series 1340, University of St. Gallen, School of Economics and Political Science.
    15. Markus Frölich & Martin Huber, 2019. "Including Covariates in the Regression Discontinuity Design," Journal of Business & Economic Statistics, Taylor & Francis Journals, vol. 37(4), pages 736-748, October.
    16. Montoya, Ana Maria & Noton, Carlos & Solis, Alex, 2018. "The Returns to College Choice: Loans, Scholarships and Labor Outcomes," Working Paper Series 2018:12, Uppsala University, Department of Economics.
    17. Marta Curto-Grau (Universitat de Barcelona) & Albert Sole-Olle (Universitat de Barcelona) & Pilar Sorribas-Navarro(Universitat de Barcelona), 2012. "Partisan targeting of inter-governmental transfers & state interference in local elections: evidence from Spain," Working Papers in Economics 288, Universitat de Barcelona. Espai de Recerca en Economia.
    18. Daniel Bradley & Incheol Kim & Xuan Tian, 2017. "Do Unions Affect Innovation?," Management Science, INFORMS, vol. 63(7), pages 2251-2271, July.
    19. Decio Coviello & Andrea Guglielmo & Giancarlo Spagnolo, 2015. "The Effect of Discretion on Procurement Performance," CEIS Research Paper 361, Tor Vergata University, CEIS, revised 17 Nov 2015.
    20. Yoichi Arai & Yu‐Chin Hsu & Toru Kitagawa & Ismael Mourifié & Yuanyuan Wan, 2022. "Testing identifying assumptions in fuzzy regression discontinuity designs," Quantitative Economics, Econometric Society, vol. 13(1), pages 1-28, January.

    More about this item

    Keywords

    Electrification; Rural household; Rural labor; Regression discontinuity;
    All these keywords.

    JEL classification:

    • J2 - Labor and Demographic Economics - - Demand and Supply of Labor
    • O2 - Economic Development, Innovation, Technological Change, and Growth - - Development Planning and Policy
    • R4 - Urban, Rural, Regional, Real Estate, and Transportation Economics - - Transportation Economics

    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:eee:eneeco:v:81:y:2019:i:c:p:650-660. 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: Catherine Liu (email available below). General contact details of provider: http://www.elsevier.com/locate/eneco .

    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.