IDEAS home Printed from https://ideas.repec.org/a/eee/jeeman/v117y2023ics0095069622001085.html
   My bibliography  Save this article

Policy evaluation of waste pricing programs using heterogeneous causal effect estimation

Author

Listed:
  • Valente, Marica

Abstract

Using machine learning methods in a quasi-experimental setting, I study the heterogeneous effects of introducing waste prices – unit prices on household unsorted waste disposal – on waste demands and municipal costs. Using a unique panel of Italian municipalities with large variation in prices and observables, I show that waste demands are nonlinear. I find evidence of constant elasticities at low prices, and increasing elasticities at high prices driven by income effects and waste habits before policy. The policy reduces waste management costs in all municipalities after three years of adoption, when prices cause significant reductions in total waste.

Suggested Citation

  • Valente, Marica, 2023. "Policy evaluation of waste pricing programs using heterogeneous causal effect estimation," Journal of Environmental Economics and Management, Elsevier, vol. 117(C).
  • Handle: RePEc:eee:jeeman:v:117:y:2023:i:c:s0095069622001085
    DOI: 10.1016/j.jeem.2022.102755
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0095069622001085
    Download Restriction: Full text for ScienceDirect subscribers only

    File URL: https://libkey.io/10.1016/j.jeem.2022.102755?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 look for a different version below or search for a different version of it.

    Other versions of this item:

    References listed on IDEAS

    as
    1. Richard K. Crump & V. Joseph Hotz & Guido W. Imbens & Oscar A. Mitnik, 2009. "Dealing with limited overlap in estimation of average treatment effects," Biometrika, Biometrika Trust, vol. 96(1), pages 187-199.
    2. Kjell Arne Brekke & Gorm Kipperberg & Karine Nyborg, 2010. "Social Interaction in Responsibility Ascription: The Case of Household Recycling," Land Economics, University of Wisconsin Press, vol. 86(4), pages 766-784.
    3. Laurent Gobillon & Thierry Magnac, 2016. "Regional Policy Evaluation: Interactive Fixed Effects and Synthetic Controls," The Review of Economics and Statistics, MIT Press, vol. 98(3), pages 535-551, July.
    4. Simon Freyaldenhoven & Christian Hansen & Jesse M. Shapiro, 2019. "Pre-event Trends in the Panel Event-Study Design," American Economic Review, American Economic Association, vol. 109(9), pages 3307-3338, September.
    5. Victor Chernozhukov & Denis Chetverikov & Mert Demirer & Esther Duflo & Christian Hansen & Whitney Newey & James Robins, 2018. "Double/debiased machine learning for treatment and structural parameters," Econometrics Journal, Royal Economic Society, vol. 21(1), pages 1-68, February.
    6. Thomas C. Kinnaman, 2006. "Policy Watch: Examining the Justification for Residential Recycling," Journal of Economic Perspectives, American Economic Association, vol. 20(4), pages 219-232, Fall.
    7. Clément de Chaisemartin & Xavier D'Haultfœuille, 2020. "Two-Way Fixed Effects Estimators with Heterogeneous Treatment Effects," American Economic Review, American Economic Association, vol. 110(9), pages 2964-2996, September.
    8. Don Fullerton & Thomas C. Kinnaman, 2002. "Garbage, Recycling, and Illicit Burning or Dumping," Chapters, in: Don Fullerton & Thomas C. Kinnaman (ed.), The Economics of Household Garbage and Recycling Behavior, chapter 2, pages 49-62, Edward Elgar Publishing.
    9. James J. Heckman & Hidehiko Ichimura & Petra E. Todd, 1997. "Matching As An Econometric Evaluation Estimator: Evidence from Evaluating a Job Training Programme," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 64(4), pages 605-654.
    10. Thomas C. Kinnaman & Don Fullerton, 2002. "Garbage and Recycling with Endogenous Local Policy," Chapters, in: Don Fullerton & Thomas C. Kinnaman (ed.), The Economics of Household Garbage and Recycling Behavior, chapter 6, pages 120-143, Edward Elgar Publishing.
    11. Robinson, Peter M, 1988. "Root- N-Consistent Semiparametric Regression," Econometrica, Econometric Society, vol. 56(4), pages 931-954, July.
    12. Jacobson, Louis S & LaLonde, Robert J & Sullivan, Daniel G, 1993. "Earnings Losses of Displaced Workers," American Economic Review, American Economic Association, vol. 83(4), pages 685-709, September.
    13. Don Fullerton & Thomas C. Kinnaman, 2002. "Household Responses to Pricing Garbage by the Bag," Chapters, in: Don Fullerton & Thomas C. Kinnaman (ed.), The Economics of Household Garbage and Recycling Behavior, chapter 4, pages 88-101, Edward Elgar Publishing.
    14. Susan Athey & Julie Tibshirani & Stefan Wager, 2016. "Generalized Random Forests," Papers 1610.01271, arXiv.org, revised Apr 2018.
    15. Kluve, Jochen & Schneider, Hilmar & Uhlendorff, Arne & Zhao, Zhong, 2007. "Evaluating Continuous Training Programs Using the Generalized Propensity Score," IZA Discussion Papers 3255, Institute of Labor Economics (IZA).
    16. Bueno, Matheus & Valente, Marica, 2019. "The effects of pricing waste generation: A synthetic control approach," EconStor Open Access Articles and Book Chapters, ZBW - Leibniz Information Centre for Economics, vol. 96, pages 274-285.
    17. Louis S. Jacobson & Robert J. LaLonde & Daniel G. Sullivan, 1993. "Long-term earnings losses of high-seniority displaced workers," Economic Perspectives, Federal Reserve Bank of Chicago, vol. 17(Nov), pages 2-20.
    18. George L. Van Houtven & Glenn E. Morris, 1999. "Household Behavior under Alternative Pay-as-You-Throw Systems for Solid Waste Disposal," Land Economics, University of Wisconsin Press, vol. 75(4), pages 515-537.
    19. Cecere, Grazia & Mancinelli, Susanna & Mazzanti, Massimiliano, 2014. "Waste prevention and social preferences: the role of intrinsic and extrinsic motivations," Ecological Economics, Elsevier, vol. 107(C), pages 163-176.
    20. Dijkgraaf, E. & Gradus, R. H. J. M., 2004. "Cost savings in unit-based pricing of household waste: The case of The Netherlands," Resource and Energy Economics, Elsevier, vol. 26(4), pages 353-371, December.
    21. Graziano Abrate & Fabrizio Erbetta & Giovanni Fraquelli & Davide Vannoni, 2014. "The Costs of Disposal and Recycling: An Application to Italian Municipal Solid Waste Services," Regional Studies, Taylor & Francis Journals, vol. 48(5), pages 896-909, May.
    22. Croissant, Yves & Millo, Giovanni, 2008. "Panel Data Econometrics in R: The plm Package," Journal of Statistical Software, Foundation for Open Access Statistics, vol. 27(i02).
    23. Alessandro Bucciol & Natalia Montinari & Marco Piovesan, 2015. "Do Not Trash the Incentive! Monetary Incentives and Waste Sorting," Scandinavian Journal of Economics, Wiley Blackwell, vol. 117(4), pages 1204-1229, October.
    24. Holmstrom, Bengt & Milgrom, Paul, 1991. "Multitask Principal-Agent Analyses: Incentive Contracts, Asset Ownership, and Job Design," The Journal of Law, Economics, and Organization, Oxford University Press, vol. 7(0), pages 24-52, Special I.
    25. Abbott, Andrew & Nandeibam, Shasikanta & O'Shea, Lucy, 2013. "Recycling: Social norms and warm-glow revisited," Ecological Economics, Elsevier, vol. 90(C), pages 10-18.
    26. Kahn, Matthew E., 2007. "Do greens drive Hummers or hybrids? Environmental ideology as a determinant of consumer choice," Journal of Environmental Economics and Management, Elsevier, vol. 54(2), pages 129-145, September.
    27. Stefan Wager & Susan Athey, 2018. "Estimation and Inference of Heterogeneous Treatment Effects using Random Forests," Journal of the American Statistical Association, Taylor & Francis Journals, vol. 113(523), pages 1228-1242, July.
    28. Sexton, Joseph & Laake, Petter, 2009. "Standard errors for bagged and random forest estimators," Computational Statistics & Data Analysis, Elsevier, vol. 53(3), pages 801-811, January.
    29. Vernon L. Smith, 1972. "Dynamics of Waste Accumulation: Disposal versus Recycling," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 86(4), pages 600-616.
    30. Emmanuel Farhi & Xavier Gabaix, 2020. "Optimal Taxation with Behavioral Agents," American Economic Review, American Economic Association, vol. 110(1), pages 298-336, January.
    31. Gérard Biau & Erwan Scornet, 2016. "A random forest guided tour," TEST: An Official Journal of the Spanish Society of Statistics and Operations Research, Springer;Sociedad de Estadística e Investigación Operativa, vol. 25(2), pages 197-227, June.
    32. Andreas Gulyas & Krzysztof Pytka, 2019. "Understanding the Sources of Earnings Losses After Job Displacement: A Machine-Learning Approach," CRC TR 224 Discussion Paper Series crctr224_2019_131, University of Bonn and University of Mannheim, Germany.
    33. Kinnaman, Thomas C. & Shinkuma, Takayoshi & Yamamoto, Masashi, 2014. "The socially optimal recycling rate: Evidence from Japan," Journal of Environmental Economics and Management, Elsevier, vol. 68(1), pages 54-70.
    34. Carattini, Stefano & Baranzini, Andrea & Lalive, Rafael, 2018. "Is Taxing Waste a Waste of Time? Evidence from a Supreme Court Decision," Ecological Economics, Elsevier, vol. 148(C), pages 131-151.
    35. X Nie & S Wager, 2021. "Quasi-oracle estimation of heterogeneous treatment effects [TensorFlow: A system for large-scale machine learning]," Biometrika, Biometrika Trust, vol. 108(2), pages 299-319.
    36. D'Amato, Alessio & Mancinelli, Susanna & Zoli, Mariangela, 2016. "Complementarity vs substitutability in waste management behaviors," Ecological Economics, Elsevier, vol. 123(C), pages 84-94.
    37. Dijkgraaf, Elbert & Gradus, Raymond, 2009. "Environmental activism and dynamics of unit-based pricing systems," Resource and Energy Economics, Elsevier, vol. 31(1), pages 13-23, January.
    38. Bel, Germà & Gradus, Raymond, 2016. "Effects of unit-based pricing on household waste collection demand: A meta-regression analysis," Resource and Energy Economics, Elsevier, vol. 44(C), pages 169-182.
    39. David H. Autor, 2003. "Outsourcing at Will: The Contribution of Unjust Dismissal Doctrine to the Growth of Employment Outsourcing," Journal of Labor Economics, University of Chicago Press, vol. 21(1), pages 1-42, January.
    40. Ju-Chin Huang, & John M. Halstead, & Shanna B. Saunders, 2011. "Managing Municipal Solid Waste with Unit-Based Pricing: Policy Effects and Responsiveness to Pricing," Land Economics, University of Wisconsin Press, vol. 87(4), pages 645-660.
    41. Jonathan M.V. Davis & Sara B. Heller, 2017. "Using Causal Forests to Predict Treatment Heterogeneity: An Application to Summer Jobs," American Economic Review, American Economic Association, vol. 107(5), pages 546-550, May.
    42. Susan Athey & Guido Imbens & Thai Pham & Stefan Wager, 2017. "Estimating Average Treatment Effects: Supplementary Analyses and Remaining Challenges," American Economic Review, American Economic Association, vol. 107(5), pages 278-281, May.
    43. Kosuke Imai & David A. van Dyk, 2004. "Causal Inference With General Treatment Regimes: Generalizing the Propensity Score," Journal of the American Statistical Association, American Statistical Association, vol. 99, pages 854-866, January.
    44. Susan Athey & Guido W. Imbens, 2017. "The State of Applied Econometrics: Causality and Policy Evaluation," Journal of Economic Perspectives, American Economic Association, vol. 31(2), pages 3-32, Spring.
    45. Seonghoon Hong & Richard M. Adams, 1999. "Household Responses to Price Incentives for Recycling: Some Further Evidence," Land Economics, University of Wisconsin Press, vol. 75(4), pages 505-514.
    46. Richardson, Robert A. & Havlicek, Joseph Jr., 1978. "Economic analysis of the composition of household solid wastes," Journal of Environmental Economics and Management, Elsevier, vol. 5(1), pages 103-111, March.
    47. Brantly Callaway & Pedro H. C. Sant'Anna, 2018. "Difference-in-Differences with Multiple Time Periods and an Application on the Minimum Wage and Employment," DETU Working Papers 1804, Department of Economics, Temple University.
    48. Victor Chernozhukov & Denis Chetverikov & Mert Demirer & Esther Duflo & Christian Hansen & Whitney Newey, 2017. "Double/Debiased/Neyman Machine Learning of Treatment Effects," American Economic Review, American Economic Association, vol. 107(5), pages 261-265, May.
    49. A. Belloni & V. Chernozhukov & I. Fernández‐Val & C. Hansen, 2017. "Program Evaluation and Causal Inference With High‐Dimensional Data," Econometrica, Econometric Society, vol. 85, pages 233-298, January.
    50. Gérard Biau & Erwan Scornet, 2016. "Rejoinder on: A random forest guided tour," TEST: An Official Journal of the Spanish Society of Statistics and Operations Research, Springer;Sociedad de Estadística e Investigación Operativa, vol. 25(2), pages 264-268, June.
    51. Elbert Dijkgraaf & Raymond Gradus, 2015. "Efficiency Effects of Unit-Based Pricing Systems and Institutional Choices of Waste Collection," Environmental & Resource Economics, Springer;European Association of Environmental and Resource Economists, vol. 61(4), pages 641-658, August.
    52. Victor Chernozhukov & Denis Chetverikov & Mert Demirer & Esther Duflo & Christian Hansen & Whitney Newey & James Robins, 2016. "Double/Debiased Machine Learning for Treatment and Causal Parameters," Papers 1608.00060, arXiv.org, revised Dec 2017.
    53. Roland Bénabou & Jean Tirole, 2003. "Intrinsic and Extrinsic Motivation," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 70(3), pages 489-520.
    54. Jenkins, Robin R. & Martinez, Salvador A. & Palmer, Karen & Podolsky, Michael J., 2003. "The determinants of household recycling: a material-specific analysis of recycling program features and unit pricing," Journal of Environmental Economics and Management, Elsevier, vol. 45(2), pages 294-318, March.
    55. Jochen Kluve & Hilmar Schneider & Arne Uhlendorff & Zhong Zhao, 2012. "Evaluating continuous training programmes by using the generalized propensity score," Journal of the Royal Statistical Society Series A, Royal Statistical Society, vol. 175(2), pages 587-617, April.
    56. Gilli, Marianna & Nicolli, Francesco & Farinelli, Paola, 2018. "Behavioural attitudes towards waste prevention and recycling," Ecological Economics, Elsevier, vol. 154(C), pages 294-305.
    57. Deborah Vaughn Nestor & Michael J. Podolsky, 1998. "Assessing Incentive‐Based Environmental Policies For Reducing Household Waste Disposal," Contemporary Economic Policy, Western Economic Association International, vol. 16(4), pages 401-411, October.
    58. Ida Ferrara & Paul Missios, 2012. "A Cross-Country Study of Household Waste Prevention and Recycling: Assessing the Effectiveness of Policy Instruments," Land Economics, University of Wisconsin Press, vol. 88(4), pages 710-744.
    59. Germà Bel & Raymond Gradus, 2014. "“Effects of unit-based pricing on the waste collection demand: a meta-regression analysis”," IREA Working Papers 201420, University of Barcelona, Research Institute of Applied Economics, revised Jun 2014.
    60. Jochen Kluve & Hilmar Schneider & Arne Uhlendorff & Zhong Zhao, 2012. "Evaluating continuous training programmes by using the generalized propensity score," Journal of the Royal Statistical Society Series A, Royal Statistical Society, vol. 175(2), pages 587-617, April.
    61. Imbens,Guido W. & Rubin,Donald B., 2015. "Causal Inference for Statistics, Social, and Biomedical Sciences," Cambridge Books, Cambridge University Press, number 9780521885881.
    62. Samuel Bowles & Sandra Polania-Reyes, 2012. "Economic Incentives and Social Preferences: Substitutes or Complements?," Journal of Economic Literature, American Economic Association, vol. 50(2), pages 368-425, 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. Gabriel Okasa, 2022. "Meta-Learners for Estimation of Causal Effects: Finite Sample Cross-Fit Performance," Papers 2201.12692, arXiv.org.
    2. Axenbeck, Janna & Berner, Anne & Kneib, Thomas, 2022. "What drives the relationship between digitalization and industrial energy demand? Exploring firm-level heterogeneity," ZEW Discussion Papers 22-059, ZEW - Leibniz Centre for European Economic Research.
    3. Piasenti, Stefano & Valente, Marica & Van Veldhuizen, Roel & Pfeifer, Gregor, 2023. "Does Unfairness Hurt Women? The Effects of Losing Unfair Competitions," Working Papers 2023:7, Lund University, Department of Economics.
    4. Bonev, Petyo & Gorkun-Voevoda, Liudmila & Knaus, Michael, 2022. "The Effect of Environmental Policies on Intrinsic Motivation: Evidence from the Eurobarometer Surveys," VfS Annual Conference 2022 (Basel): Big Data in Economics 264028, Verein für Socialpolitik / German Economic Association.
    5. Melissa Newham & Marica Valente, 2022. "The Cost of Influence: How Gifts to Physicians Shape Prescriptions and Drug Costs," Papers 2203.01778, arXiv.org, revised Apr 2023.
    6. Xiang-Fei Ma & Yi-Fan Ruan, 2023. "How to Evaluate Green Development Policy Based on the PMC Index Model: Evidence from China," IJERPH, MDPI, vol. 20(5), pages 1-13, February.
    7. Alessandro Bucciol & Roberta Muri & Francesca Rossi, 2023. "Municipal Waste Policies and Spillover Effects," Working Papers 05/2023, University of Verona, Department of Economics.
    8. Bonev, Petyo & Gorkun-Voevoda, Liudmila & Knaus, Michael, 2022. "The effect of environmental policies on environmental behaviors and intrinsic motivation: evidence from the European Union," Economics Working Paper Series 2207, University of St. Gallen, School of Economics and Political Science, revised Sep 2022.
    9. Marica Valente & Timm Gries & Lorenzo Trapani, 2023. "Informal employment from migration shocks," Working Papers 2023-09, Faculty of Economics and Statistics, Universität Innsbruck.
    10. Xi Sun, 2023. "The Role of Carbon Pricing in Promoting Material Recycling: A Model of Multi-Market Interactions," Discussion Papers of DIW Berlin 2034, DIW Berlin, German Institute for Economic Research.

    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. Bueno, Matheus & Valente, Marica, 2019. "The effects of pricing waste generation: A synthetic control approach," Journal of Environmental Economics and Management, Elsevier, vol. 96(C), pages 274-285.
    2. Degli Antoni, Giacomo & Vittucci Marzetti, Giuseppe, 2019. "Recycling and Waste Generation: An Estimate of the Source Reduction Effect of Recycling Programs," Ecological Economics, Elsevier, vol. 161(C), pages 321-329.
    3. Carattini, Stefano & Baranzini, Andrea & Lalive, Rafael, 2018. "Is Taxing Waste a Waste of Time? Evidence from a Supreme Court Decision," Ecological Economics, Elsevier, vol. 148(C), pages 131-151.
    4. Matteo Picchio, 2023. "Microchipped bags and waste sorting," Environmental Economics and Policy Studies, Springer;Society for Environmental Economics and Policy Studies - SEEPS, vol. 25(1), pages 1-30, January.
    5. Marie Briguglio, 2016. "Household Cooperation In Waste Management: Initial Conditions And Intervention," Journal of Economic Surveys, Wiley Blackwell, vol. 30(3), pages 497-525, July.
    6. Takehiro Usui & Kenji Takeuchi, 2014. "Evaluating Unit-Based Pricing of Residential Solid Waste: A Panel Data Analysis," Environmental & Resource Economics, Springer;European Association of Environmental and Resource Economists, vol. 58(2), pages 245-271, June.
    7. Picchio, Matteo, 2021. "Microchip Bags and Waste Sorting," GLO Discussion Paper Series 772, Global Labor Organization (GLO).
    8. Pfister, Naomi & Mathys, Nicole A., 2022. "Waste taxes at work: Evidence from the canton of Vaud in Switzerland," Ecological Economics, Elsevier, vol. 193(C).
    9. D'Amato, Alessio & Mancinelli, Susanna & Zoli, Mariangela, 2016. "Complementarity vs substitutability in waste management behaviors," Ecological Economics, Elsevier, vol. 123(C), pages 84-94.
    10. Damiano Fiorillo & Luigi Senatore, 2020. "Pro-social behaviours, waste concern and recycling behaviour in Italy at the end of the 1990s," Environmental Economics and Policy Studies, Springer;Society for Environmental Economics and Policy Studies - SEEPS, vol. 22(2), pages 127-151, April.
    11. Leonzio Rizzo & Riccardo Secomandi, 2020. "Pay as you throw: evidence on the incentive to recycle," Working papers 88, Società Italiana di Economia Pubblica.
    12. Antonella Tomasi & Giovanna Messina, 2021. "Wasted in waste? The benefits of switching from taxes to Pay-As-You-Throw fees: The Italian case," ECONOMIA PUBBLICA, FrancoAngeli Editore, vol. 2021(2), pages 7-38.
    13. Ganesh Karapakula, 2023. "Stable Probability Weighting: Large-Sample and Finite-Sample Estimation and Inference Methods for Heterogeneous Causal Effects of Multivalued Treatments Under Limited Overlap," Papers 2301.05703, arXiv.org, revised Jan 2023.
    14. Ferrara, Ida & Missios, Paul, 2011. "A Cross-Country Study of Household Waste Prevention and Recycling: Assessing the Effective of Policy Instruments," MPRA Paper 70811, University Library of Munich, Germany.
    15. Melissa Newham & Marica Valente, 2022. "The Cost of Influence: How Gifts to Physicians Shape Prescriptions and Drug Costs," Papers 2203.01778, arXiv.org, revised Apr 2023.
    16. Ferrara, Ida & Missios, Paul, 2016. "Reduce, Reuse or Recycle? Household Decisions over Waste Prevention and Recycling," MPRA Paper 74863, University Library of Munich, Germany.
    17. Elbert Dijkgraaf & Raymond Gradus, 2017. "An EU Recycling Target: What Does the Dutch Evidence Tell Us?," Environmental & Resource Economics, Springer;European Association of Environmental and Resource Economists, vol. 68(3), pages 501-526, November.
    18. Gabriel Okasa, 2022. "Meta-Learners for Estimation of Causal Effects: Finite Sample Cross-Fit Performance," Papers 2201.12692, arXiv.org.
    19. Viscusi, W. Kip & Huber, Joel & Bell, Jason, 2023. "Changes in household recycling behavior: Evidence from panel data," Ecological Economics, Elsevier, vol. 208(C).
    20. Ankinée Kirakozian, 2016. "One Without The Other? Behavioural And Incentive Policies For Household Waste Management," Journal of Economic Surveys, Wiley Blackwell, vol. 30(3), pages 526-551, July.

    More about this item

    Keywords

    Waste pricing; Causal effect heterogeneity; Machine learning;
    All these keywords.

    JEL classification:

    • Q53 - Agricultural and Natural Resource Economics; Environmental and Ecological Economics - - Environmental Economics - - - Air Pollution; Water Pollution; Noise; Hazardous Waste; Solid Waste; Recycling
    • Q52 - Agricultural and Natural Resource Economics; Environmental and Ecological Economics - - Environmental Economics - - - Pollution Control Adoption and Costs; Distributional Effects; Employment Effects
    • C14 - Mathematical and Quantitative Methods - - Econometric and Statistical Methods and Methodology: General - - - Semiparametric and Nonparametric Methods: General
    • C21 - Mathematical and Quantitative Methods - - Single Equation Models; Single Variables - - - Cross-Sectional Models; Spatial Models; Treatment Effect Models

    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:jeeman:v:117:y:2023:i:c:s0095069622001085. 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/inca/622870 .

    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.