IDEAS home Printed from https://ideas.repec.org/a/gam/jsusta/v13y2021i23p12949-d685668.html
   My bibliography  Save this article

Highlighting the Drivers of Italian Diversified Farms Efficiency: A Two-Stage DEA-Panel Tobit Analysis

Author

Listed:
  • Luca Romagnoli

    (Department of Economics, University of Molise, 86100 Campobasso, Italy)

  • Vincenzo Giaccio

    (Department of Economics, University of Molise, 86100 Campobasso, Italy)

  • Luigi Mastronardi

    (Department of Economics, University of Molise, 86100 Campobasso, Italy)

  • Maria Bonaventura Forleo

    (Department of Economics, University of Molise, 86100 Campobasso, Italy)

Abstract

Farm diversification is an important phenomenon in agricultural systems and rural development in Europe, pursuing economic, social and environmental goals. For the sustainability of diversified farms, it is important to analyse some drivers affecting farm efficiency, for instance, socio-economic, technical and policy drivers. The efficiency performance of a panel of Italian farms practising other gainful activities in the period 2012–2017 was investigated and regressed against the drivers that mostly affects farm performances. FADN data and a two-step approach were used. An output-oriented Data Envelopment Analysis was applied; in the second step, efficiency scores were used as a dependent variable in a panel Tobit regression analysis used to determine differences in the significance of drivers. Social, economic, technical and policy drivers were considered as explanatory variables. Results show margins for improving farms performances. The incidence of the output from other gainful activities has been proven to positively affect farms efficiencies, while intermediate costs are the most negatively impacting factor. As regards policy variables and implications, the significance of localization in mountain disadvantaged territories further supports the relevance of EU subsidies in less-favoured areas. Managerial implications in terms of technical, structural and economic indicators can be drawn from study findings.

Suggested Citation

  • Luca Romagnoli & Vincenzo Giaccio & Luigi Mastronardi & Maria Bonaventura Forleo, 2021. "Highlighting the Drivers of Italian Diversified Farms Efficiency: A Two-Stage DEA-Panel Tobit Analysis," Sustainability, MDPI, vol. 13(23), pages 1-16, November.
  • Handle: RePEc:gam:jsusta:v:13:y:2021:i:23:p:12949-:d:685668
    as

    Download full text from publisher

    File URL: https://www.mdpi.com/2071-1050/13/23/12949/pdf
    Download Restriction: no

    File URL: https://www.mdpi.com/2071-1050/13/23/12949/
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. Maria Martinez Cillero & Fiona Thorne & Michael Wallace & James Breen & Thia Hennessy, 2018. "The Effects of Direct Payments on Technical Efficiency of Irish Beef Farms: A Stochastic Frontier Analysis," Journal of Agricultural Economics, Wiley Blackwell, vol. 69(3), pages 669-687, September.
    2. Souza, Geraldo da Silva e & Gomes, Eliane Gonçalves & Alves, Eliseu Roberto de Andrade & Gasques, José Garcia, 2020. "Technological progress in the Brazilian agriculture," Socio-Economic Planning Sciences, Elsevier, vol. 72(C).
    3. Emrouznejad, Ali & Yang, Guo-liang, 2018. "A survey and analysis of the first 40 years of scholarly literature in DEA: 1978–2016," Socio-Economic Planning Sciences, Elsevier, vol. 61(C), pages 4-8.
    4. Minviel, Jean Joseph & De Witte, Kristof, 2017. "The influence of public subsidies on farm technical efficiency: A robust conditional nonparametric approach," European Journal of Operational Research, Elsevier, vol. 259(3), pages 1112-1120.
    5. Andrea Bonfiglio & Roberto Henke & Fabio Pierangeli & Maria Rosaria Pupo D'Andrea, 2020. "Effects of redistributing policy support on farmers’ technical efficiency," Agricultural Economics, International Association of Agricultural Economists, vol. 51(2), pages 305-320, March.
    6. Mamardashvili, Phatima & Bokusheva, Raushan & Schmid, Dierk, 2014. "Heterogeneous Farm Output and Technical Efficiency Estimates," German Journal of Agricultural Economics, Humboldt-Universitaet zu Berlin, Department for Agricultural Economics, vol. 63(01), pages 1-15, March.
    7. Beatriz García-Cornejo & José A. Pérez-Méndez & David Roibás & Alan Wall, 2020. "Efficiency and Sustainability in Farm Diversification Initiatives in Northern Spain," Sustainability, MDPI, vol. 12(10), pages 1-18, May.
    8. Laure Latruffe & Boris E. Bravo-Ureta & Alain Carpentier & Yann Desjeux & Víctor H. Moreira, 2017. "Subsidies and Technical Efficiency in Agriculture: Evidence from European Dairy Farms," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 99(3), pages 783-799.
    9. Marusca De Castris & Daniele Di Gennaro, 2018. "Does agricultural subsidies foster Italian southern farms? A Spatial Quantile Regression Approach," Papers 1803.05659, arXiv.org.
    10. Maria Garrone & Dorien Emmers & Hyejin Lee & Alessandro Olper & Johan Swinnen, 2019. "Subsidies and agricultural productivity in the EU," Agricultural Economics, International Association of Agricultural Economists, vol. 50(6), pages 803-817, November.
    11. Cristina Salvioni & Roberto Henke & Francesco Vanni, 2020. "The Impact of Non-Agricultural Diversification on Financial Performance: Evidence from Family Farms in Italy," Sustainability, MDPI, vol. 12(2), pages 1-14, January.
    12. Jean Joseph Minviel & Laure Latruffe, 2017. "Effect of public subsidies on farm technical efficiency: a meta-analysis of empirical results," Applied Economics, Taylor & Francis Journals, vol. 49(2), pages 213-226, January.
    13. Mamardashvili, Phatima & Bokusheva, Raushan & Schmid, Dierk, 2014. "Heterogeneous Farm Output and Technical Efficiency Estimates," Journal of International Agricultural Trade and Development, Journal of International Agricultural Trade and Development, vol. 63(1).
    14. Calzolari, Giorgio & Magazzini, Laura & Mealli, Fabrizia, 2001. "Simulation-based estimation of Tobit model with random effects," MPRA Paper 22985, University Library of Munich, Germany, revised 2001.
    15. Lakner, Sebastian & Breustedt, Gunnar, 2015. "Efficiency analysis of organic farming systems- a review of methods, topics, results, and conclusions," 2015 Conference, August 9-14, 2015, Milan, Italy 212025, International Association of Agricultural Economists.
    16. Bagi, Faqir Singh, 1982. "Relationship Between Farm Size And Technical Efficiency In West Tennessee Agriculture," Southern Journal of Agricultural Economics, Southern Agricultural Economics Association, vol. 14(2), pages 1-6, December.
    17. Bagi, Faqir Singh, 1982. "Relationship Between Farm Size and Technical Efficiency in West Tennessee Agriculture," Journal of Agricultural and Applied Economics, Cambridge University Press, vol. 14(2), pages 139-144, December.
    18. Jean Joseph Minviel & Timo Sipiläinen, 2018. "Dynamic stochastic analysis of the farm subsidy-efficiency link: evidence from France," Journal of Productivity Analysis, Springer, vol. 50(1), pages 41-54, October.
    19. Vincenzo Giaccio & Luigi Mastronardi & Davide Marino & Agostino Giannelli & Alfonso Scardera, 2018. "Do Rural Policies Impact on Tourism Development in Italy? A Case Study of Agritourism," Sustainability, MDPI, vol. 10(8), pages 1-12, August.
    20. Veall, Michael R & Zimmermann, Klaus F, 1996. "Pseudo-R-[superscript 2] Measures for Some Common Limited Dependent Variable Models," Journal of Economic Surveys, Wiley Blackwell, vol. 10(3), pages 241-259, September.
    21. Sébastien Mary, 2013. "Assessing the Impacts of Pillar 1 and 2 Subsidies on TFP in French Crop Farms," Journal of Agricultural Economics, Wiley Blackwell, vol. 64(1), pages 133-144, February.
    22. Junpeng Li & Wanglin Ma & Alan Renwick & Hongyun Zheng, 2020. "The impact of access to irrigation on rural incomes and diversification: evidence from China," China Agricultural Economic Review, Emerald Group Publishing Limited, vol. 12(4), pages 705-725, September.
    23. Vroege, Willemijn & Meraner, Manuela & Polman, Nico & Storm, Hugo & Heijman, Wim & Finger, Robert, 2020. "Beyond the single farm – A spatial econometric analysis of spill-overs in farm diversification in the Netherlands," Land Use Policy, Elsevier, vol. 99(C).
    24. Sebastian Lakner & Stefan Kirchweger & Daniel Hoop & Bernhard Brümmer & Jochen Kantelhardt, 2018. "The Effects of Diversification Activities on the Technical Efficiency of Organic Farms in Switzerland, Austria, and Southern Germany," Sustainability, MDPI, vol. 10(4), pages 1-18, April.
    25. Carol Newman & Alan Matthews, 2007. "Evaluating the Productivity Performance of Agricultural Enterprises in Ireland using a Multiple Output Distance Function Approach," Journal of Agricultural Economics, Wiley Blackwell, vol. 58(1), pages 128-151, February.
    26. Luigi Biagini & Federico Antonioli & Simone Severini, 2020. "The Role of the Common Agricultural Policy in Enhancing Farm Income: A Dynamic Panel Analysis Accounting for Farm Size in Italy," Journal of Agricultural Economics, Wiley Blackwell, vol. 71(3), pages 652-675, September.
    27. Coppola, A. & Ianuario, S. & Chinnici, G. & Di Vita, G. & Pappalardo, G. & D'Amico, D., 2018. "Endogenous and Exogenous Determinants of Agricultural Productivity: What Is the Most Relevant for the Competitiveness of the Italian Agricultural Systems?," AGRIS on-line Papers in Economics and Informatics, Czech University of Life Sciences Prague, Faculty of Economics and Management, vol. 10(2).
    28. Mette Asmild & Jens Leth Hougaard, 2006. "Economic versus environmental improvement potentials of Danish pig farms," Agricultural Economics, International Association of Agricultural Economists, vol. 35(2), pages 171-181, September.
    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. Hongxing Tu & Wei Dai & Yuan Fang & Xu Xiao, 2022. "Environmental Regulation, Technological Innovation and Industrial Environmental Efficiency: An Empirical Study Based on Chinese Cement Industry," Sustainability, MDPI, vol. 14(18), pages 1-15, September.

    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. Mariarosaria Agostino & Ercan Enzo Comert & Federica Demaria & Sabrina Ruberto, 2024. "What kinds of subsidies affect technical efficiency? The case of Italian dairy farms," Agribusiness, John Wiley & Sons, Ltd., vol. 40(1), pages 116-138, January.
    2. Frýd, Lukáš & Sokol, Ondřej, 2021. "Relationships between technical efficiency and subsidies for Czech farms: A two-stage robust approach," Socio-Economic Planning Sciences, Elsevier, vol. 78(C).
    3. Kuhle Prudence Mnisi & Abdul Latif Alhassan, 2021. "Financial structure and cooperative efficiency: A pecking‐order evidence from sugarcane farmers in Eswatini," Annals of Public and Cooperative Economics, Wiley Blackwell, vol. 92(2), pages 261-281, June.
    4. Khafagy, Amr & Vigani, Mauro, 2022. "Technical change and the Common Agricultural Policy," Food Policy, Elsevier, vol. 109(C).
    5. Pia Nilsson & Sofia Wixe, 2022. "Assessing long-term effects of CAP investment support on indicators of farm performance," European Review of Agricultural Economics, Oxford University Press and the European Agricultural and Applied Economics Publications Foundation, vol. 49(4), pages 760-795.
    6. José-Luis Alfaro-Navarro & María-Encarnación Andrés-Martínez, 2021. "A longitudinal and cross-sectional analysis of the distribution of Common Agricultural Policy aids in European countries," Agricultural Economics, Czech Academy of Agricultural Sciences, vol. 67(9), pages 351-362.
    7. Wawrzyniec Czubak & Krzysztof Piotr Pawłowski, 2020. "Sustainable Economic Development of Farms in Central and Eastern European Countries Driven by Pro-investment Mechanisms of the Common Agricultural Policy," Agriculture, MDPI, vol. 10(4), pages 1-19, March.
    8. Agnė Žičkienė & Rasa Melnikienė & Mangirdas Morkūnas & Artiom Volkov, 2022. "CAP Direct Payments and Economic Resilience of Agriculture: Impact Assessment," Sustainability, MDPI, vol. 14(17), pages 1-24, August.
    9. Maria Martinez Cillero & Fiona Thorne & Michael Wallace & James Breen & Thia Hennessy, 2018. "The Effects of Direct Payments on Technical Efficiency of Irish Beef Farms: A Stochastic Frontier Analysis," Journal of Agricultural Economics, Wiley Blackwell, vol. 69(3), pages 669-687, September.
    10. Nicola GALLUZZO, 2019. "An Assessment Of Rurality In Italian Farms And In Their Specialization Using A Quantitative Approach," Agricultural Economics and Rural Development, Institute of Agricultural Economics, vol. 16(1), pages 39-51.
    11. Nicola Galluzzo, 2021. "Estimation of the impact of CAP subsidies as environmental variables on Romanian farms," Economia agro-alimentare, FrancoAngeli Editore, vol. 23(3), pages 1-24.
    12. Sebastian Lakner & Stefan Kirchweger & Daniel Hoop & Bernhard Brümmer & Jochen Kantelhardt, 2018. "The Effects of Diversification Activities on the Technical Efficiency of Organic Farms in Switzerland, Austria, and Southern Germany," Sustainability, MDPI, vol. 10(4), pages 1-18, April.
    13. Baležentis, Tomas & Sun, Kai, 2020. "Measurement of technical inefficiency and total factor productivity growth: A semiparametric stochastic input distance frontier approach and the case of Lithuanian dairy farms," European Journal of Operational Research, Elsevier, vol. 285(3), pages 1174-1188.
    14. Garrone, Maria & Emmers, Dorien & Olper, Alessandro & Swinnen, Johan, 2019. "Jobs and agricultural policy: Impact of the common agricultural policy on EU agricultural employment," Food Policy, Elsevier, vol. 87(C), pages 1-1.
    15. Jean‐Paul Chavas & Doris Läpple & Bradford Barham & Emma Dillon, 2022. "An economic analysis of production efficiency: Evidence from Irish farms," Canadian Journal of Agricultural Economics/Revue canadienne d'agroeconomie, Canadian Agricultural Economics Society/Societe canadienne d'agroeconomie, vol. 70(2), pages 153-173, June.
    16. Lajos Baráth & Imre Fertő & Štefan Bojnec, 2020. "The Effect of Investment, LFA and Agri‐environmental Subsidies on the Components of Total Factor Productivity: The Case of Slovenian Farms," Journal of Agricultural Economics, Wiley Blackwell, vol. 71(3), pages 853-876, September.
    17. K Hervé Dakpo & Laure Latruffe & Yann Desjeux & Philippe Jeanneaux, 2021. "Latent Class Modelling for a Robust Assessment of Productivity: Application to French Grazing Livestock Farms," Journal of Agricultural Economics, Wiley Blackwell, vol. 72(3), pages 760-781, September.
    18. Galluzzo Nicola, 2020. "A Technical Efficiency Analysis of Financial Subsidies Allocated by the Cap in Romanian Farms Using Stochastic Frontier Analysis," European Countryside, Sciendo, vol. 12(4), pages 494-505, December.
    19. Dragan Milić & Tihomir Novaković & Dragana Tekić & Bojan Matkovski & Danilo Đokić & Stanislav Zekić, 2023. "Economic Sustainability of the Milk and Dairy Supply Chain: Evidence from Serbia," Sustainability, MDPI, vol. 15(21), pages 1-21, October.
    20. K Hervé Dakpo & Laure Latruffe & Yann Desjeux & Philippe Jeanneaux, 2022. "Modeling heterogeneous technologies in the presence of sample selection: The case of dairy farms and the adoption of agri‐environmental schemes in France," Agricultural Economics, International Association of Agricultural Economists, vol. 53(3), pages 422-438, May.

    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:gam:jsusta:v:13:y:2021:i:23:p:12949-:d:685668. 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: MDPI Indexing Manager (email available below). General contact details of provider: https://www.mdpi.com .

    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.