IDEAS home Printed from https://ideas.repec.org/a/bla/agecon/v51y2020i3p429-444.html
   My bibliography  Save this article

Are pesticides risk decreasing? The relevance of pesticide indicator choice in empirical analysis

Author

Listed:
  • Niklas Möhring
  • Martina Bozzola
  • Stefan Hirsch
  • Robert Finger

Abstract

The reduction of adverse health and environmental effects from pesticide use is currently a top priority on the agricultural policy agenda. Efficient pesticide policies must take into account farmers’ application behavior, especially effects of pesticide use on economic risk. However, previous results regarding the direction of risk effects of pesticides are ambiguous. We show that the ambiguity in earlier studies could be due to the pesticide indicator selected. Indicators which fail to account for the heterogeneous properties of pesticides may be inapt for interpreting farmers’ pesticide use decisions. Our analysis, based on a rich panel dataset of Swiss wheat producers with highly detailed information on pesticide use, considers different pesticide indicators and multiple sources of uncertainty. Our key finding is that indicator choice affects the magnitude and sign of estimated risk effects. Estimates of pesticide productivity and risk effects are significantly higher for fungicides, and even reversed for herbicides when we measure pesticide use in simple quantity units (kilogram per hectare) ‐ compared to the quality and intensity corrected Load Index. This means for example, that farmers will ceteris paribus use lower quantities of herbicides, but will increase the overall toxicity of the products applied with increasing risk aversion. We discuss implications of our findings for the design of pesticide policies and agricultural risk management instruments.

Suggested Citation

  • Niklas Möhring & Martina Bozzola & Stefan Hirsch & Robert Finger, 2020. "Are pesticides risk decreasing? The relevance of pesticide indicator choice in empirical analysis," Agricultural Economics, International Association of Agricultural Economists, vol. 51(3), pages 429-444, May.
  • Handle: RePEc:bla:agecon:v:51:y:2020:i:3:p:429-444
    DOI: 10.1111/agec.12563
    as

    Download full text from publisher

    File URL: https://doi.org/10.1111/agec.12563
    Download Restriction: no

    File URL: https://libkey.io/10.1111/agec.12563?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
    ---><---

    References listed on IDEAS

    as
    1. Nadja El Benni & Robert Finger & Miranda P.M. Meuwissen, 2016. "Potential effects of the income stabilisation tool (IST) in Swiss agriculture," European Review of Agricultural Economics, Oxford University Press and the European Agricultural and Applied Economics Publications Foundation, vol. 43(3), pages 475-502.
    2. Ashley E. Larsen & Steven D. Gaines & Olivier Deschênes, 2017. "Agricultural pesticide use and adverse birth outcomes in the San Joaquin Valley of California," Nature Communications, Nature, vol. 8(1), pages 1-9, December.
    3. David J. Pannell, 1991. "Pests and pesticides, risk and risk aversion," Agricultural Economics, International Association of Agricultural Economists, vol. 5(4), pages 361-383, August.
    4. Uri Regev & Nikolaus Gotsch & Peter Rieder, 1997. "Are Fungicides, Nitrogen And Plant Growth Regulators Risk‐Reducing? Empirical Evidence From Swiss Wheat Production," Journal of Agricultural Economics, Wiley Blackwell, vol. 48(1‐3), pages 167-178, January.
    5. Cobourn, Kelly M. & Burrack, Hannah J. & Goodhue, Rachael E. & Williams, Jeffrey C. & Zalom, Frank G., 2011. "Implications of simultaneity in a physical damage function," Journal of Environmental Economics and Management, Elsevier, vol. 62(2), pages 278-289, September.
    6. Martin van Ittersum & Ada Wossink, 2006. "Integrating Agronomic Principles into Production Function Specification: A Dichotomy of Growth Inputs and Facilitating Inputs," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 88(1), pages 203-214.
    7. Nikolaus Gotsch & Uri Regev, 1996. "Fungicide use under risk in Swiss wheat production," Agricultural Economics, International Association of Agricultural Economists, vol. 14(1), pages 1-9, April.
    8. Severini, Simone & Biagini, Luigi & Finger, Robert, 2019. "Modeling agricultural risk management policies – The implementation of the Income Stabilization Tool in Italy," Journal of Policy Modeling, Elsevier, vol. 41(1), pages 140-155.
    9. Babcock, Bruce A. & Blackmer, Alfred M., 1992. "The Value Of Reducing Temporal Input Nonuniformities," Journal of Agricultural and Resource Economics, Western Agricultural Economics Association, vol. 17(2), pages 1-13, December.
    10. Phoebe Koundouri & Marita Laukkanen & Sami Myyrä & Céline Nauges, 2009. "The effects of EU agricultural policy changes on farmers' risk attitudes," European Review of Agricultural Economics, Oxford University Press and the European Agricultural and Applied Economics Publications Foundation, vol. 36(1), pages 53-77, March.
    11. Scott M. Swinton & Braeden Deynze, 2017. "Hoes to Herbicides: Economics of Evolving Weed Management in the United States," The European Journal of Development Research, Palgrave Macmillan;European Association of Development Research and Training Institutes (EADI), vol. 29(3), pages 560-574, July.
    12. Jeremy G. Weber & Nigel Key & Erik O’Donoghue, 2016. "Does Federal Crop Insurance Make Environmental Externalities from Agriculture Worse?," Journal of the Association of Environmental and Resource Economists, University of Chicago Press, vol. 3(3), pages 707-742.
    13. Gershon Feder, 1979. "Pesticides, Information, and Pest Management under Uncertainty," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 61(1), pages 97-103.
    14. Böcker, Thomas & Möhring, Niklas & Finger, Robert, 2019. "Herbicide free agriculture? A bio-economic modelling application to Swiss wheat production," Agricultural Systems, Elsevier, vol. 173(C), pages 378-392.
    15. Cornelis Gardebroek & María Daniela Chavez & Alfons Oude Lansink, 2010. "Analysing Production Technology and Risk in Organic and Conventional Dutch Arable Farming using Panel Data," Journal of Agricultural Economics, Wiley Blackwell, vol. 61(1), pages 60-75, February.
    16. Theodoros Skevas & Spiro E. Stefanou & Alfons Oude Lansink, 2013. "Do Farmers Internalise Environmental Spillovers of Pesticides in Production?," Journal of Agricultural Economics, Wiley Blackwell, vol. 64(3), pages 624-640, September.
    17. Yazhen Gong & Kathy Baylis & Robert Kozak & Gary Bull, 2016. "Farmers’ risk preferences and pesticide use decisions: evidence from field experiments in China," Agricultural Economics, International Association of Agricultural Economists, vol. 47(4), pages 411-421, July.
    18. Paulson, Nicholas D. & Babcock, Bruce A., 2010. "Readdressing the Fertilizer Problem," Journal of Agricultural and Resource Economics, Western Agricultural Economics Association, vol. 35(3), pages 1-17, December.
    19. Bruce A. Babcock, 1992. "The Effects of Uncertainty on Optimal Nitrogen Applications," Review of Agricultural Economics, Agricultural and Applied Economics Association, vol. 14(2), pages 271-280.
    20. Andres Trujillo-Barrera & Joost M. E. Pennings & Dianne Hofenk, 2016. "Understanding producers' motives for adopting sustainable practices: the role of expected rewards, risk perception and risk tolerance," European Review of Agricultural Economics, Oxford University Press and the European Agricultural and Applied Economics Publications Foundation, vol. 43(3), pages 359-382.
    21. john M. Antle, 2010. "Asymmetry, Partial Moments, and Production Risk," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 92(5), pages 1294-1309.
    22. Olley, G Steven & Pakes, Ariel, 1996. "The Dynamics of Productivity in the Telecommunications Equipment Industry," Econometrica, Econometric Society, vol. 64(6), pages 1263-1297, November.
    23. Lai, Wangyang, 2017. "Pesticide use and health outcomes: Evidence from agricultural water pollution in China," Journal of Environmental Economics and Management, Elsevier, vol. 86(C), pages 93-120.
    24. Alain Carpentier & Robert D. Weaver, 1996. "Intertemporal and Interfirm Heterogeneity: Implications for Pesticide Productivity," Canadian Journal of Agricultural Economics/Revue canadienne d'agroeconomie, Canadian Agricultural Economics Society/Societe canadienne d'agroeconomie, vol. 44(3), pages 219-236, November.
    25. Koundouri, Phoebe & Nauges, Celine, 2005. "On Production Function Estimation with Selectivity and Risk Considerations," Journal of Agricultural and Resource Economics, Western Agricultural Economics Association, vol. 30(3), pages 1-12, December.
    26. Erik Lichtenberg & David Zilberman, 1986. "The Econometrics of Damage Control: Why Specification Matters," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 68(2), pages 261-273.
    27. Perry, Edward D. & Hennessy, David A. & Moschini, GianCarlo, 2019. "Product concentration and usage: Behavioral effects in the glyphosate market," Journal of Economic Behavior & Organization, Elsevier, vol. 158(C), pages 543-559.
    28. Guan Zhengfei & Alfons Oude Lansink & Ada Wossink & Ruud Huirne, 2005. "Damage control inputs: a comparison of conventional and organic farming systems," European Review of Agricultural Economics, Oxford University Press and the European Agricultural and Applied Economics Publications Foundation, vol. 32(2), pages 167-189, June.
    29. Salvatore Di Falco & Jean-Paul Chavas, 2006. "Crop genetic diversity, farm productivity and the management of environmental risk in rainfed agriculture," European Review of Agricultural Economics, Oxford University Press and the European Agricultural and Applied Economics Publications Foundation, vol. 33(3), pages 289-314, September.
    30. Thomas Böcker & Robert Finger, 2016. "European Pesticide Tax Schemes in Comparison: An Analysis of Experiences and Developments," Sustainability, MDPI, vol. 8(4), pages 1-22, April.
    31. Murat Isik, 2002. "Resource Management under Production and Output Price Uncertainty: Implications for Environmental Policy," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 84(3), pages 557-571.
    32. John M. Antle, 1983. "Sequential Decision Making in Production Models," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 65(2), pages 282-290.
    33. Bhavani Shankar & Richard Bennett & Stephen Morse, 2008. "Production risk, pesticide use and GM crop technology in South Africa," Applied Economics, Taylor & Francis Journals, vol. 40(19), pages 2489-2500.
    34. James Levinsohn & Amil Petrin, 2003. "Estimating Production Functions Using Inputs to Control for Unobservables," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 70(2), pages 317-341.
    35. Antle, John M., 1983. "Sequential Decision Making in Production Models," 1983 Annual Meeting, July 31-August 3, West Lafayette, Indiana 279107, American Agricultural Economics Association (New Name 2008: Agricultural and Applied Economics Association).
    36. Carpentier, A. & Reboud, X., 2018. "Why farmers consider pesticides the ultimate in crop protection: economic and behavioral insights," 2018 Conference, July 28-August 2, 2018, Vancouver, British Columbia 277528, International Association of Agricultural Economists.
    37. Atanu Saha & C. Richard Shumway & Arthur Havenner, 1997. "The Economics and Econometrics of Damage Control," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 79(3), pages 773-785.
    38. Teresa Serra & David Zilberman & Barry K. Goodwin & Allen Featherstone, 2006. "Effects of decoupling on the mean and variability of output," European Review of Agricultural Economics, Oxford University Press and the European Agricultural and Applied Economics Publications Foundation, vol. 33(3), pages 269-288, September.
    39. Hurd, Brian H., 1994. "Yield Response And Production Risk: An Analysis Of Integrated Pest Management In Cotton," Journal of Agricultural and Resource Economics, Western Agricultural Economics Association, vol. 19(2), pages 1-14, December.
    40. Billor, Nedret & Hadi, Ali S. & Velleman, Paul F., 2000. "BACON: blocked adaptive computationally efficient outlier nominators," Computational Statistics & Data Analysis, Elsevier, vol. 34(3), pages 279-298, September.
    41. Finger, Robert & Möhring, Niklas & Dalhaus, Tobias & Böcker, Thomas, 2017. "Revisiting Pesticide Taxation Schemes," Ecological Economics, Elsevier, vol. 134(C), pages 263-266.
    42. Robert Finger & Scott M. Swinton & Nadja El Benni & Achim Walter, 2019. "Precision Farming at the Nexus of Agricultural Production and the Environment," Annual Review of Resource Economics, Annual Reviews, vol. 11(1), pages 313-335, October.
    43. Farnsworth, Richard L. & Moffitt, L. Joe, 1981. "Cotton Production Under Risk: An Analysis Of Input Effects On Yield Variability And Factor Demand," Western Journal of Agricultural Economics, Western Agricultural Economics Association, vol. 6(2), pages 1-10, December.
    44. Liu, Elaine M. & Huang, JiKun, 2013. "Risk preferences and pesticide use by cotton farmers in China," Journal of Development Economics, Elsevier, vol. 103(C), pages 202-215.
    45. Liu, Elaine M. & Huang, JiKun, 2013. "Risk preferences and pesticide use by cotton farmers in China," Journal of Development Economics, Elsevier, vol. 103(C), pages 202-215.
    46. Finger, Robert, 2012. "Nitrogen use and the effects of nitrogen taxation under consideration of production and price risks," Agricultural Systems, Elsevier, vol. 107(C), pages 13-20.
    47. Amy Maxmen, 2013. "Crop pests: Under attack," Nature, Nature, vol. 501(7468), pages 15-17, September.
    48. Gotsch, Nikolaus & Regev, Uri, 1996. "Fungicide use under risk in Swiss wheat production," Agricultural Economics, Blackwell, vol. 14(1), pages 1-9, April.
    49. Alain Carpentier & Robert D. Weaver, 1997. "Damage Control Productivity: Why Econometrics Matters," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 79(1), pages 47-61.
    50. Iddo Kan & Yoav Motro & Nir Horvitz & Ayal Kimhi & Yossi Leshem & Yoram Yom-Tov & Ran Nathan, 2014. "Agricultural Rodent Control Using Barn Owls: Is It Profitable?," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 96(3), pages 733-752.
    51. Vincent H. Smith & Barry K. Goodwin, 2013. "The Environmental Consequences of Subsidized Risk Management and Disaster Assistance Programs," Annual Review of Resource Economics, Annual Reviews, vol. 5(1), pages 35-60, 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. Marie Lassalas & Sabine Duvaleix & Laure Latruffe, 2024. "The technical and economic effects of biodiversity standards on wheat production," European Review of Agricultural Economics, Oxford University Press and the European Agricultural and Applied Economics Publications Foundation, vol. 51(2), pages 275-308.
    2. Biram, Hunter D. & Tack, Jesse & Nehring, Richard F., 2022. "Does Crop Insurance Participation Impact Quality-Adjusted Pesticide Usage?," 2022 Annual Meeting, July 31-August 2, Anaheim, California 322136, Agricultural and Applied Economics Association.
    3. Möhring, Niklas & Finger, Robert, 2022. "Pesticide-free but not organic: Adoption of a large-scale wheat production standard in Switzerland," Food Policy, Elsevier, vol. 106(C).
    4. Mack, G. & Finger, R. & Ammann, J. & El Benni, N., 2023. "Modelling policies towards pesticide-free agricultural production systems," Agricultural Systems, Elsevier, vol. 207(C).
    5. Charuta M. Parkhi & Lenis Saweda O. Liverpool‐Tasie & Thomas Reardon, 2023. "Do smaller chicken farms use more antibiotics? Evidence of antibiotic diffusion from Nigeria," Agribusiness, John Wiley & Sons, Ltd., vol. 39(1), pages 242-262, January.
    6. Möhring, Niklas & Dalhaus, Tobias & Enjolras, Geoffroy & Finger, Robert, 2020. "Crop insurance and pesticide use in European agriculture," Agricultural Systems, Elsevier, vol. 184(C).
    7. Wuepper, David & Roleff, Nikolaus & Finger, Robert, 2021. "Does it matter who advises farmers? Pest management choices with public and private extension," Food Policy, Elsevier, vol. 99(C).
    8. Robert Huber & Hang Xiong & Kevin Keller & Robert Finger, 2022. "Bridging behavioural factors and standard bio‐economic modelling in an agent‐based modelling framework," Journal of Agricultural Economics, Wiley Blackwell, vol. 73(1), pages 35-63, February.
    9. Nauges, Céline & Bougherara, Douadia & Koussoubé, Estelle, 2021. "Fertilizer use and risk: New evidence from Sub-Saharan Africa," TSE Working Papers 21-1266, Toulouse School of Economics (TSE).
    10. Zhou, Jiajun & Mennig, Philipp & Sauer, Johannes, 2024. "Shadow prices of agrochemicals in the Chinese farming sector," 2024 Annual Meeting, July 28-30, New Orleans, LA 343528, Agricultural and Applied Economics Association.
    11. Hasibuan, Abdul Muis & Gregg, Daniel & Stringer, Randy, 2022. "Risk preferences, intra-household dynamics and spatial effects on chemical inputs use: Case of small-scale citrus farmers in Indonesia," Land Use Policy, Elsevier, vol. 122(C).
    12. Bontemps, Christophe & Bougherara, Douadia & Nauges, Céline, 2020. "Do Risk Preferences Really Matter? The Case of Pesticide Use in Agriculture," TSE Working Papers 20-1095, Toulouse School of Economics (TSE).
    13. Sergei Schaub & Nadja El Benni, 2024. "How do price (risk) changes influence farmers’ preferences to reduce fertilizer application?," Agricultural Economics, International Association of Agricultural Economists, vol. 55(2), pages 365-383, March.
    14. Luigi Biagini & Simone Severini, 2022. "How Does the Farmer Strike a Balance between Income and Risk across Inputs? An Application in Italian Field Crop Farms," Sustainability, MDPI, vol. 14(23), pages 1-15, December.
    15. Yi Cai & Wene Qi & Famin Yi, 2023. "Smartphone use and willingness to adopt digital pest and disease management: Evidence from litchi growers in rural China," Agribusiness, John Wiley & Sons, Ltd., vol. 39(1), pages 131-147, January.
    16. Salomé Kahindo & Stéphane Blancard, 2022. "Reducing pesticide use through optimal reallocation at different spatial scales: The case of French arable farming," Agricultural Economics, International Association of Agricultural Economists, vol. 53(4), pages 648-666, July.

    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. Bontemps, Christophe & Bougherara, Douadia & Nauges, Céline, 2020. "Do Risk Preferences Really Matter? The Case of Pesticide Use in Agriculture," TSE Working Papers 20-1095, Toulouse School of Economics (TSE).
    2. Carpentier, A. & Reboud, X., 2018. "Why farmers consider pesticides the ultimate in crop protection: economic and behavioral insights," 2018 Conference, July 28-August 2, 2018, Vancouver, British Columbia 277528, International Association of Agricultural Economists.
    3. Möhring, Niklas & Dalhaus, Tobias & Enjolras, Geoffroy & Finger, Robert, 2020. "Crop insurance and pesticide use in European agriculture," Agricultural Systems, Elsevier, vol. 184(C).
    4. Marie Lassalas & Sabine Duvaleix & Laure Latruffe, 2024. "The technical and economic effects of biodiversity standards on wheat production," European Review of Agricultural Economics, Oxford University Press and the European Agricultural and Applied Economics Publications Foundation, vol. 51(2), pages 275-308.
    5. Lichtenberg, Erik, 2002. "Agriculture and the environment," Handbook of Agricultural Economics, in: B. L. Gardner & G. C. Rausser (ed.), Handbook of Agricultural Economics, edition 1, volume 2, chapter 23, pages 1249-1313, Elsevier.
    6. Bougherara, Douadia & Nauges, Céline, 2018. "How laboratory experiments could help disentangle the influences of production risk and risk preferences on input decisions," TSE Working Papers 18-903, Toulouse School of Economics (TSE).
    7. Carpentier, Alain, 2017. "Risk Aversion And Pesticide Use: Further Insights From Prospect Theory," 2017 International Congress, August 28-September 1, 2017, Parma, Italy 261265, European Association of Agricultural Economists.
    8. Cai, Rong & Ma, Jie & Wang, shujuan & Cai, Shukai, 2024. "Can crop insurance help optimize farmers’ decisions on pesticides use? Evidence from family farms in East China," Journal of Asian Economics, Elsevier, vol. 92(C).
    9. Skevas, Theodoros & Stefanou, Spiro E. & Oude Lansink, Alfons, 2014. "Pesticide use, environmental spillovers and efficiency: A DEA risk-adjusted efficiency approach applied to Dutch arable farming," European Journal of Operational Research, Elsevier, vol. 237(2), pages 658-664.
    10. Theodoros Skevas & Teresa Serra, 2016. "The role of pest pressure in technical and environmental inefficiency analysis of Dutch arable farms: an event-specific data envelopment approach," Journal of Productivity Analysis, Springer, vol. 46(2), pages 139-153, December.
    11. Serra, Teresa & Zilberman, David & Goodwin, Barry K. & Featherstone, Allen M., 2005. "Effects of Decoupling on the Average and the Variability of Output," 2005 International Congress, August 23-27, 2005, Copenhagen, Denmark 24601, European Association of Agricultural Economists.
    12. Matthias Buchholz & Oliver Musshoff, 2021. "Tax or green nudge? An experimental analysis of pesticide policies in Germany [A psychological study of the inverse relationship between perceived risk and perceived benefit]," European Review of Agricultural Economics, Oxford University Press and the European Agricultural and Applied Economics Publications Foundation, vol. 48(4), pages 940-982.
    13. Sergei Schaub & Nadja El Benni, 2024. "How do price (risk) changes influence farmers’ preferences to reduce fertilizer application?," Agricultural Economics, International Association of Agricultural Economists, vol. 55(2), pages 365-383, March.
    14. Feng, Shuaizhang & Han, Yujie & Qiu, Huanguang, 2021. "Does crop insurance reduce pesticide usage? Evidence from China," China Economic Review, Elsevier, vol. 69(C).
    15. Xingliang Ma & Melinda Smale & David J. Spielman & Patricia Zambrano & Hina Nazli & Fatima Zaidi, 2017. "A Question of Integrity: Variants of Bt Cotton, Pesticides and Productivity in Pakistan," Journal of Agricultural Economics, Wiley Blackwell, vol. 68(2), pages 366-385, June.
    16. Lan Tran & Theodoros Skevas & Laura McCann, 2023. "Measuring pesticide overuse and its determinants: Evidence from Vietnamese rice and fruit farms," Australian Journal of Agricultural and Resource Economics, Australian Agricultural and Resource Economics Society, vol. 67(3), pages 417-437, July.
    17. Letort, Elodie & Carpentier, Alain, 2009. "Endogeneity of acreage choices in input allocation equations: implied problems and a solution," 2009 Annual Meeting, July 26-28, 2009, Milwaukee, Wisconsin 49217, Agricultural and Applied Economics Association.
    18. Martina Bozzola & Robert Finger, 2021. "Stability of risk attitude, agricultural policies and production shocks: evidence from Italy," European Review of Agricultural Economics, Oxford University Press and the European Agricultural and Applied Economics Publications Foundation, vol. 48(3), pages 477-501.
    19. Dirksmeyer, W., 2008. "Ist eine Reduzierung des Pflanzenschutzmitteleinsatzes im Freilandgemüsebau möglich? Ergebnisse eines bioökonomischen Simulationsmodells," Proceedings “Schriften der Gesellschaft für Wirtschafts- und Sozialwissenschaften des Landbaues e.V.”, German Association of Agricultural Economists (GEWISOLA), vol. 43, March.
    20. Danne, M. & Musshoff, O. & Schulte, M., 2019. "Analysing the importance of glyphosate as part of agricultural strategies: A discrete choice experiment," Land Use Policy, Elsevier, vol. 86(C), pages 189-207.

    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:bla:agecon:v:51:y:2020:i:3:p:429-444. 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: Wiley Content Delivery (email available below). General contact details of provider: https://edirc.repec.org/data/iaaeeea.html .

    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.