IDEAS home Printed from https://ideas.repec.org/a/eee/eneeco/v113y2022ics014098832200367x.html
   My bibliography  Save this article

Enhancing energy efficiency of Indian industries: Effectiveness of PAT scheme

Author

Listed:
  • Oak, Hena
  • Bansal, Sangeeta

Abstract

India adopted Cap and Trade in energy intensity via a scheme called Perform Achieve and Trade (PAT) to improve the energy efficiency of energy intensive industries through target setting and allowing trade in energy saving certificates. The first cycle ran from April 2012 to March 2015, where the Bureau of Energy Efficiency assigned targets to identified firms in eight industrial sectors. This paper aims to examine the effectiveness of the PAT scheme in inducing firms to reduce energy intensity in the Cement, Fertilizer, and Pulp and Paper Industries. Using a difference-in-differences model, we do a firm level analysis for three industries over an 11 year period (2005 to 2015) and estimate the average treatment effect of the PAT scheme on the firms that were assigned the targets. We find that the PAT scheme improved the energy intensity of the designated firms by 2.7 percent and 1.6 percent in the cement and the fertilizer industry, respectively. The associated CO2 emission savings was about 22.5 million metric tons in the cement industry. However, the scheme was not effective in causing an additional decline in energy intensity in the pulp and paper sector. Another robust result is that the energy intensity of firms is declining in research and development investment.

Suggested Citation

  • Oak, Hena & Bansal, Sangeeta, 2022. "Enhancing energy efficiency of Indian industries: Effectiveness of PAT scheme," Energy Economics, Elsevier, vol. 113(C).
  • Handle: RePEc:eee:eneeco:v:113:y:2022:i:c:s014098832200367x
    DOI: 10.1016/j.eneco.2022.106220
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S014098832200367X
    Download Restriction: Full text for ScienceDirect subscribers only

    File URL: https://libkey.io/10.1016/j.eneco.2022.106220?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. Allen Blackman, 2010. "Alternative Pollution Control Policies in Developing Countries," Review of Environmental Economics and Policy, Association of Environmental and Resource Economists, vol. 4(2), pages 234-253, Summer.
    2. Haider, Salman & Danish, Mohd Shadab & Sharma, Ruchi, 2019. "Assessing energy efficiency of Indian paper industry and influencing factors: A slack-based firm-level analysis," Energy Economics, Elsevier, vol. 81(C), pages 454-464.
    3. Manish Gupta & Ramprasad Sengupta, 2013. "Energy Savings Potential and Policy for Energy Conservation in Selected Indian Manufacturing Industries," Review of Market Integration, India Development Foundation, vol. 5(3), pages 363-388, December.
    4. Sahoo, Nihar R. & Mohapatra, Pratap K.J. & Sahoo, Biresh K. & Mahanty, Biswajit, 2017. "Rationality of energy efficiency improvement targets under the PAT scheme in India – A case of thermal power plants," Energy Economics, Elsevier, vol. 66(C), pages 279-289.
    5. Bu, Maoliang & Li, Shuang & Jiang, Lei, 2019. "Foreign direct investment and energy intensity in China: Firm-level evidence," Energy Economics, Elsevier, vol. 80(C), pages 366-376.
    6. Nicholas Ryan, 2018. "Energy Productivity And Energy Demand: Experimental Evidence From Indian Manufacturing Plants," Working Papers id:12797, eSocialSciences.
    7. Meng, Ting & Hsu, David & Han, Albert, 2017. "Estimating energy savings from benchmarking policies in New York City," Energy, Elsevier, vol. 133(C), pages 415-423.
    8. Dasgupta, Shyamasree & Roy, Joyashree, 2015. "Understanding technological progress and input price as drivers of energy demand in manufacturing industries in India," Energy Policy, Elsevier, vol. 83(C), pages 1-13.
    9. Hãœbler, Michael & Keller, Andreas, 2010. "Energy savings via FDI? Empirical evidence from developing countries," Environment and Development Economics, Cambridge University Press, vol. 15(1), pages 59-80, February.
    10. Bhandari, Divita & Shrimali, Gireesh, 2018. "The perform, achieve and trade scheme in India: An effectiveness analysis," Renewable and Sustainable Energy Reviews, Elsevier, vol. 81(P1), pages 1286-1295.
    11. Alam, Md. Samsul & Atif, Muhammad & Chien-Chi, Chu & Soytaş, Uğur, 2019. "Does corporate R&D investment affect firm environmental performance? Evidence from G-6 countries," Energy Economics, Elsevier, vol. 78(C), pages 401-411.
    12. Callaway, Brantly & Sant’Anna, Pedro H.C., 2021. "Difference-in-Differences with multiple time periods," Journal of Econometrics, Elsevier, vol. 225(2), pages 200-230.
    13. Bansal, Sangeeta & Khanna, Madhu & Sydlowski, Joseph, 2021. "Incentives for corporate social responsibility in India: Mandate, peer pressure and crowding-out effects," Journal of Environmental Economics and Management, Elsevier, vol. 105(C).
    14. Trotta, Gianluca, 2020. "Assessing energy efficiency improvements and related energy security and climate benefits in Finland: An ex post multi-sectoral decomposition analysis," Energy Economics, Elsevier, vol. 86(C).
    15. Bertoldi, Paolo & Mosconi, Rocco, 2020. "Do energy efficiency policies save energy? A new approach based on energy policy indicators (in the EU Member States)," Energy Policy, Elsevier, vol. 139(C).
    16. Malani, Anup & Reif, Julian, 2015. "Interpreting pre-trends as anticipation: Impact on estimated treatment effects from tort reform," Journal of Public Economics, Elsevier, vol. 124(C), pages 1-17.
    17. Nicholas Ryan, 2018. "Energy Productivity and Energy Demand: Experimental Evidence from Indian Manufacturing Plants," NBER Working Papers 24619, National Bureau of Economic Research, Inc.
    18. Kumar, Rajesh & Agarwala, Arun, 2013. "Energy certificates REC and PAT sustenance to energy model for India," Renewable and Sustainable Energy Reviews, Elsevier, vol. 21(C), pages 315-323.
    19. Deniz Erdem, 2012. "Foreign direct investments, energy efficiency, and innovation dynamics," Mineral Economics, Springer;Raw Materials Group (RMG);Luleå University of Technology, vol. 24(2), pages 119-133, June.
    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. Sangeeta Bansal & Massimo Filippini & Suchita Srinivasan, 2023. "How Regulation Might Fail to Reduce Energy Consumption While Still Stimulating Total Factor Productivity Growth," CER-ETH Economics working paper series 23/379, CER-ETH - Center of Economic Research (CER-ETH) at ETH Zurich.
    2. Das, Khanindra Ch. & Mahalik, Mantu Kumar, 2023. "Renewable energy use and export performance of manufacturing firms: Panel evidence from six industries in India," Energy Economics, Elsevier, vol. 125(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. Prantik Bagchi & Santosh Kumar Sahu, 2020. "Energy Intensity, Productivity and Pollution Loads: Empirical Evidence from Manufacturing Sector of India," Studies in Microeconomics, , vol. 8(2), pages 194-211, December.
    2. Luo, Lianfa & Cheng, Zhiming & Ye, Qingqing & Cheng, Yanjun & Smyth, Russell & Yang, Zhiqing & Zhang, Le, 2023. "Nonmonetary Awards and Innovation: Evidence from Winning China's Top Brand Contest," GLO Discussion Paper Series 1345, Global Labor Organization (GLO).
    3. Kinnl, Klara & Wohak, Ulrich, 2023. "Free the Period? Evaluating Tampon Tax Reforms Using Household Scanner Data," Department of Economics Working Paper Series 356, WU Vienna University of Economics and Business.
    4. Jonathan T. Hawkins-Pierot & Katherine R. H. Wagner, 2022. "Technology Lock-In and Optimal Carbon Pricing," CESifo Working Paper Series 9762, CESifo.
    5. Tomasz Rokicki & Radosław Jadczak & Adam Kucharski & Piotr Bórawski & Aneta Bełdycka-Bórawska & András Szeberényi & Aleksandra Perkowska, 2022. "Changes in Energy Consumption and Energy Intensity in EU Countries as a Result of the COVID-19 Pandemic by Sector and Area Economy," Energies, MDPI, vol. 15(17), pages 1-26, August.
    6. Fernández-Amador, Octavio & Francois, Joseph F. & Oberdabernig, Doris A. & Tomberger, Patrick, 2023. "Energy footprints and the international trade network: A new dataset. Is the European Union doing it better?," Ecological Economics, Elsevier, vol. 204(PA).
    7. Zhou, P. & Zhang, H. & Zhang, L.P., 2022. "The drivers of energy intensity changes in Chinese cities: A production-theoretical decomposition analysis," Applied Energy, Elsevier, vol. 307(C).
    8. Muhammad Shahbaz & Amatul Razzaq Chaudhary & Syed Jawad Hussain Shahzad, 2020. "Is energy consumption sensitive to foreign capital inflows and currency devaluation in Pakistan?," Applied Economics, Taylor & Francis Journals, vol. 50(52), pages 5641-5658, June.
    9. Kurt Schmidheiny & Sebastian Siegloch, 2023. "On event studies and distributed‐lags in two‐way fixed effects models: Identification, equivalence, and generalization," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 38(5), pages 695-713, August.
    10. Kumar, Rajesh & Agarwala, Arun, 2016. "Renewable energy technology diffusion model for techno-economics feasibility," Renewable and Sustainable Energy Reviews, Elsevier, vol. 54(C), pages 1515-1524.
    11. Sangeeta Bansal & Massimo Filippini & Suchita Srinivasan, 2023. "How Regulation Might Fail to Reduce Energy Consumption While Still Stimulating Total Factor Productivity Growth," CER-ETH Economics working paper series 23/379, CER-ETH - Center of Economic Research (CER-ETH) at ETH Zurich.
    12. Klara Kinnl & Ulrich Wohak, 2023. "Free the Period? Evaluating Tampon Tax Reforms Using Household Scanner Data," Department of Economics Working Papers wuwp356, Vienna University of Economics and Business, Department of Economics.
    13. Pan, Xiongfeng & Guo, Shucen & Han, Cuicui & Wang, Mengyang & Song, Jinbo & Liao, Xianchun, 2020. "Influence of FDI quality on energy efficiency in China based on seemingly unrelated regression method," Energy, Elsevier, vol. 192(C).
    14. Loureiro, Maria & Labandeira, Xavier, 2019. "Exploring Energy Use in Retail Stores: A Field Experiment," Energy Economics, Elsevier, vol. 84(S1).
    15. Cl'ement de Chaisemartin & Xavier D'Haultfoeuille & F'elix Pasquier & Gonzalo Vazquez-Bare, 2022. "Difference-in-Differences Estimators for Treatments Continuously Distributed at Every Period," Papers 2201.06898, arXiv.org, revised Dec 2023.
    16. Jonathan T. Hawkins-Pierot & Katherine R. H. Wagner, 2023. "Technology Lock-In and Costs of Delayed Climate Policy," Working Papers 23-33, Center for Economic Studies, U.S. Census Bureau.
    17. Roth, Jonathan & Sant’Anna, Pedro H.C. & Bilinski, Alyssa & Poe, John, 2023. "What’s trending in difference-in-differences? A synthesis of the recent econometrics literature," Journal of Econometrics, Elsevier, vol. 235(2), pages 2218-2244.
    18. Shahbaz, Muhammad & Sinha, Avik & Raghutla, Chandrashekar & Vo, Xuan Vinh, 2022. "Decomposing scale and technique effects of financial development and foreign direct investment on renewable energy consumption," Energy, Elsevier, vol. 238(PB).
    19. Bagchi, Prantik & Sahu, Santosh Kumar & Kumar, Ajay & Tan, Kim Hua, 2022. "Analysis of carbon productivity for firms in the manufacturing sector of India," Technological Forecasting and Social Change, Elsevier, vol. 178(C).
    20. Naeher,Dominik & Narayanan,Raghavan & Ziulu,Virginia, 2021. "Impacts of Energy Efficiency Projects in Developing Countries : Evidence from a SpatialDifference-in-Differences Analysis in Malawi," Policy Research Working Paper Series 9842, The World Bank.

    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:113:y:2022:i:c:s014098832200367x. 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.