IDEAS home Printed from https://ideas.repec.org/a/bla/agecon/v52y2021i1p67-79.html
   My bibliography  Save this article

Drivers of food price in China: A heterogeneous panel SVAR approach

Author

Listed:
  • Xiangjun Wu
  • Juan Xu

Abstract

In this paper, we examine the effects of shocks in agricultural output, production material price and production price on China's food price using panel data of 26 provinces for the period 2004 Q1–2015 Q4. Employing a heterogeneous panel structural vector autoregressive (SVAR) model, we identify the causal flows between the endogenous variables via directed acyclic graphs method. The empirical results from impulse response functions and variance decompositions suggest sizeable cross‐province variations. The main driving force of food price is the price inertia shock, rather than the agricultural output or the vertical chain of price transmission shocks. The findings support the view that price expectation is the key shifter of food price. Moreover, the shocks in the vertical chain of price transmission are only weakly linked to food price. Our findings are robust to an alternative panel SVAR model identified via Cholesky decomposition.

Suggested Citation

  • Xiangjun Wu & Juan Xu, 2021. "Drivers of food price in China: A heterogeneous panel SVAR approach," Agricultural Economics, International Association of Agricultural Economists, vol. 52(1), pages 67-79, January.
  • Handle: RePEc:bla:agecon:v:52:y:2021:i:1:p:67-79
    DOI: 10.1111/agec.12607
    as

    Download full text from publisher

    File URL: https://doi.org/10.1111/agec.12607
    Download Restriction: no

    File URL: https://libkey.io/10.1111/agec.12607?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. Bekkers, Eddy & Brockmeier, Martina & Francois, Joseph & Yang, Fan, 2017. "Local Food Prices and International Price Transmission," World Development, Elsevier, vol. 96(C), pages 216-230.
    2. Peter Warr, 2008. "World food prices and poverty incidence in a food exporting country: a multihousehold general equilibrium analysis for Thailand," Agricultural Economics, International Association of Agricultural Economists, vol. 39(s1), pages 525-537, November.
    3. Mishra, Prachi & Montiel, Peter & Pedroni, Peter & Spilimbergo, Antonio, 2014. "Monetary policy and bank lending rates in low-income countries: Heterogeneous panel estimates," Journal of Development Economics, Elsevier, vol. 111(C), pages 117-131.
    4. Bruce L. Gardner, 1975. "The Farm-Retail Price Spread in a Competitive Food Industry," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 57(3), pages 399-409.
    5. Na Hao & Peter Pedroni & Gregory Colson & Michael Wetzstein, 2017. "The linkage between the U.S. ethanol market and developing countries’ maize prices: a panel SVAR analysis," Agricultural Economics, International Association of Agricultural Economists, vol. 48(5), pages 629-638, September.
    6. Christopher L. Gilbert, 2010. "How to Understand High Food Prices," Journal of Agricultural Economics, Wiley Blackwell, vol. 61(2), pages 398-425, June.
    7. Peter J. Montiel & Peter Pedroni, 2019. "Trilemma-Dilemma: Constraint or Choice? Some Empirical Evidence from a Structurally Identified Heterogeneous Panel VAR," Open Economies Review, Springer, vol. 30(1), pages 1-18, February.
    8. Davide Furceri & Prakash Loungani & John Simon & Susan M. Wachter, 2016. "Global food prices and domestic inflation: some cross-country evidence," Oxford Economic Papers, Oxford University Press, vol. 68(3), pages 665-687.
    9. Minot, Nicholas, 2014. "Food price volatility in sub-Saharan Africa: Has it really increased?," Food Policy, Elsevier, vol. 45(C), pages 45-56.
    10. Maros Ivanic & Will Martin, 2008. "Implications of higher global food prices for poverty in low‐income countries1," Agricultural Economics, International Association of Agricultural Economists, vol. 39(s1), pages 405-416, November.
    11. M. Hashem Pesaran, 2021. "General diagnostic tests for cross-sectional dependence in panels," Empirical Economics, Springer, vol. 60(1), pages 13-50, January.
    12. Peter Pedroni, 2013. "Structural Panel VARs," Econometrics, MDPI, vol. 1(2), pages 1-27, September.
    13. Baek, Jungho & Koo, Won W., 2014. "On the upsurge of U.S. food prices revisited," Economic Modelling, Elsevier, vol. 42(C), pages 272-276.
    14. Zahoor ul Haq & Hina Nazli & Karl Meilke, 2008. "Implications of high food prices for poverty in Pakistan," Agricultural Economics, International Association of Agricultural Economists, vol. 39(s1), pages 477-484, November.
    15. Grossman, Michael & Tekin, Erdal & Wada, Roy, 2014. "Food prices and body fatness among youths," Economics & Human Biology, Elsevier, vol. 12(C), pages 4-19.
    16. Im, Kyung So & Pesaran, M. Hashem & Shin, Yongcheol, 2003. "Testing for unit roots in heterogeneous panels," Journal of Econometrics, Elsevier, vol. 115(1), pages 53-74, July.
    17. Jian Li & Chongguang Li & Jean-Paul Chavas, 2017. "Food Price Bubbles and Government Intervention: Is China Different?," Canadian Journal of Agricultural Economics/Revue canadienne d'agroeconomie, Canadian Agricultural Economics Society/Societe canadienne d'agroeconomie, vol. 65(1), pages 135-157, March.
    18. Rafael E. de Hoyos & Denis Medvedev, 2011. "Poverty Effects of Higher Food Prices: A Global Perspective," Review of Development Economics, Wiley Blackwell, vol. 15(3), pages 387-402, August.
    19. Durevall, Dick & Loening, Josef L. & Ayalew Birru, Yohannes, 2013. "Inflation dynamics and food prices in Ethiopia," Journal of Development Economics, Elsevier, vol. 104(C), pages 89-106.
    20. Christophe Gouel & Madhur Gautam & Will J. Martin, 2016. "Managing food price volatility in a large open country: the case of wheat in India," Oxford Economic Papers, Oxford University Press, vol. 68(3), pages 811-835.
    21. Nicholas Minot & Reno Dewina, 2015. "Are we overestimating the negative impact of higher food prices? Evidence from Ghana," Agricultural Economics, International Association of Agricultural Economists, vol. 46(4), pages 579-593, July.
    22. David A. Bessler & Derya G. Akleman, 1998. "Farm Prices, Retail Prices, and Directed Graphs: Results for Pork and Beef," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 80(5), pages 1144-1149.
    23. Jebabli, Ikram & Arouri, Mohamed & Teulon, Frédéric, 2014. "On the effects of world stock market and oil price shocks on food prices: An empirical investigation based on TVP-VAR models with stochastic volatility," Energy Economics, Elsevier, vol. 45(C), pages 66-98.
    24. Heckman, James & Pinto, Rodrigo, 2015. "Causal Analysis After Haavelmo," Econometric Theory, Cambridge University Press, vol. 31(1), pages 115-151, February.
    25. Selva Demiralp & Kevin D. Hoover, 2003. "Searching for the Causal Structure of a Vector Autoregression," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 65(s1), pages 745-767, December.
    26. Anríquez, Gustavo & Daidone, Silvio & Mane, Erdgin, 2013. "Rising food prices and undernourishment: A cross-country inquiry," Food Policy, Elsevier, vol. 38(C), pages 190-202.
    27. Wang, Shaoping & Wang, Peng & Yang, Jisheng & Li, Zinai, 2010. "A generalized nonlinear IV unit root test for panel data with cross-sectional dependence," Journal of Econometrics, Elsevier, vol. 157(1), pages 101-109, July.
    28. Pieters, Hannah & Swinnen, Johan, 2016. "Trading-off volatility and distortions? Food policy during price spikes," Food Policy, Elsevier, vol. 61(C), pages 27-39.
    29. Irwin, Scott H. & Sanders, Dwight R. & Merrin, Robert P., 2009. "Devil or Angel? The Role of Speculation in the Recent Commodity Price Boom (and Bust)," Journal of Agricultural and Applied Economics, Cambridge University Press, vol. 41(2), pages 377-391, August.
    30. Dawe, David & Maltsoglou, Irini, 2014. "Marketing margins and the welfare analysis of food price shocks," Food Policy, Elsevier, vol. 46(C), pages 50-55.
    31. Ivanic, Maros & Martin, Will, 2008. "Implications of higher global food prices for poverty in low-income countries," Policy Research Working Paper Series 4594, The World Bank.
    32. Cornia, Giovanni Andrea & Deotti, Laura & Sassi, Maria, 2016. "Sources of food price volatility and child malnutrition in Niger and Malawi," Food Policy, Elsevier, vol. 60(C), pages 20-30.
    33. Pesaran, M. Hashem & Smith, Ron, 1995. "Estimating long-run relationships from dynamic heterogeneous panels," Journal of Econometrics, Elsevier, vol. 68(1), pages 79-113, July.
    34. M. Hashem Pesaran, 2007. "A simple panel unit root test in the presence of cross-section dependence," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 22(2), pages 265-312.
    35. Christiane Baumeister & Lutz Kilian, 2014. "Do oil price increases cause higher food prices? [Biofuels, binding constraints, and agricultural commodity price volatility]," Economic Policy, CEPR, CESifo, Sciences Po;CES;MSH, vol. 29(80), pages 691-747.
    36. John Baffes & Bruce Gardner, 2003. "The transmission of world commodity prices to domestic markets under policy reforms in developing countries," Journal of Economic Policy Reform, Taylor & Francis Journals, vol. 6(3), pages 159-180.
    37. S McCorriston & CW Morgan & AJ Rayner, 2001. "Price transmission: the interaction between market power and returns to scale," European Review of Agricultural Economics, Oxford University Press and the European Agricultural and Applied Economics Publications Foundation, vol. 28(2), pages 143-159, June.
    38. Irz, Xavier & Niemi, Jyrki & Liu, Xing, 2013. "Determinants of food price inflation in Finland—The role of energy," Energy Policy, Elsevier, vol. 63(C), pages 656-663.
    39. Jorge N. Valero‐Gil & Magali Valero, 2008. "The effects of rising food prices on poverty in Mexico," Agricultural Economics, International Association of Agricultural Economists, vol. 39(s1), pages 485-496, November.
    40. Cheng, Sheng & Cao, Yan, 2019. "On the relation between global food and crude oil prices: An empirical investigation in a nonlinear framework," Energy Economics, Elsevier, vol. 81(C), pages 422-432.
    41. Arndt, Channing & Hussain, M. Azhar & Salvucci, Vincenzo & Østerdal, Lars Peter, 2016. "Effects of food price shocks on child malnutrition: The Mozambican experience 2008/2009," Economics & Human Biology, Elsevier, vol. 22(C), pages 1-13.
    42. Selva Demiralp & Kevin D. Hoover, 2003. "Searching for the Causal Structure of a Vector Autoregression," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 65(s1), pages 745-767, December.
    43. Kilian,Lutz & Lütkepohl,Helmut, 2018. "Structural Vector Autoregressive Analysis," Cambridge Books, Cambridge University Press, number 9781107196575.
    44. Harris, Richard D. F. & Tzavalis, Elias, 1999. "Inference for unit roots in dynamic panels where the time dimension is fixed," Journal of Econometrics, Elsevier, vol. 91(2), pages 201-226, August.
    45. Lambert, David K. & Miljkovic, Dragan, 2010. "The sources of variability in U.S. food prices," Journal of Policy Modeling, Elsevier, vol. 32(2), pages 210-222, March.
    46. Habtu Tadesse Weldegebriel, 2004. "Imperfect Price Transmission: Is Market Power Really to Blame?," Journal of Agricultural Economics, Wiley Blackwell, vol. 55(1), pages 101-114, March.
    47. Zingbagba, Mark & Nunes, Rubens & Fadairo, Muriel, 2020. "The impact of diesel price on upstream and downstream food prices: Evidence from São Paulo," Energy Economics, Elsevier, vol. 85(C).
    48. Cudjoe, Godsway & Breisinger, Clemens & Diao, Xinshen, 2010. "Local impacts of a global crisis: Food price transmission, consumer welfare and poverty in Ghana," Food Policy, Elsevier, vol. 35(4), pages 294-302, August.
    49. Todd Benson & Samuel Mugarura & Kelly Wanda, 2008. "Impacts in Uganda of rising global food prices: the role of diversified staples and limited price transmission," Agricultural Economics, International Association of Agricultural Economists, vol. 39(s1), pages 513-524, November.
    50. Francisco Roch, 2019. "The adjustment to commodity price shocks," Journal of Applied Economics, Taylor & Francis Journals, vol. 22(1), pages 437-467, January.
    51. Levin, Andrew & Lin, Chien-Fu & James Chu, Chia-Shang, 2002. "Unit root tests in panel data: asymptotic and finite-sample properties," Journal of Econometrics, Elsevier, vol. 108(1), pages 1-24, May.
    Full references (including those not matched with items on IDEAS)

    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. Christian Elleby, 2014. "Poverty and Price Transmission," IFRO Working Paper 2015/01, University of Copenhagen, Department of Food and Resource Economics.
    2. Derek Headey & Marie Ruel, 2023. "Food inflation and child undernutrition in low and middle income countries," Nature Communications, Nature, vol. 14(1), pages 1-10, December.
    3. Dalheimer, Bernhard & Herwartz, Helmut & Lange, Alexander, 2021. "The threat of oil market turmoils to food price stability in Sub-Saharan Africa," Energy Economics, Elsevier, vol. 93(C).
    4. Cheng, Yuk-Shing & Li, Raymond & Woo, Chi-Keung, 2021. "Regional energy-growth nexus and energy conservation policy in China," Energy, Elsevier, vol. 217(C).
    5. Peñasco, Cristina & del Río, Pablo & Romero-Jordán, Desiderio, 2017. "Gas and electricity demand in Spanish manufacturing industries: An analysis using homogeneous and heterogeneous estimators," Utilities Policy, Elsevier, vol. 45(C), pages 45-60.
    6. Dobdinga Cletus Fonchamnyo & Gildas Dohba Dinga & Vahsegmi Carolle Ngum, 2021. "Revisiting the nexus between domestic investment, foreign direct investment and external debt in SSA countries: PMG‐ARDL approach," African Development Review, African Development Bank, vol. 33(3), pages 479-491, September.
    7. Le, Thai-Ha & Bui, Manh-Tien & Uddin, Gazi Salah, 2022. "Economic and social impacts of conflict: A cross-country analysis," Economic Modelling, Elsevier, vol. 115(C).
    8. Fan Yang & Eddy Bekkers & Martina Brockmeier & Joseph Francois, 2015. "Food Price Pass‐Through and the Role of Domestic Margin Services," Journal of Agricultural Economics, Wiley Blackwell, vol. 66(3), pages 796-811, September.
    9. Gamtessa, Samuel & Olani, Adugna Berhanu, 2018. "Energy price, energy efficiency, and capital productivity: Empirical investigations and policy implications," Energy Economics, Elsevier, vol. 72(C), pages 650-666.
    10. Halkos, George, 2011. "Economy - environment relationship: The case of sulphur emissions," MPRA Paper 45480, University Library of Munich, Germany.
    11. Dogan, Eyup & Aslan, Alper, 2017. "Exploring the relationship among CO2 emissions, real GDP, energy consumption and tourism in the EU and candidate countries: Evidence from panel models robust to heterogeneity and cross-sectional depen," Renewable and Sustainable Energy Reviews, Elsevier, vol. 77(C), pages 239-245.
    12. Zeeshan Arshad & Margarita Robaina & Anabela Botelho, 2020. "Renewable and Non-renewable Energy, Economic Growth and Natural Resources Impact on Environmental Quality: Empirical Evidence from South and Southeast Asian Countries with CS-ARDL Modeling," International Journal of Energy Economics and Policy, Econjournals, vol. 10(5), pages 368-383.
    13. Cem Ertur & Antonio Musolesi, 2017. "Weak and Strong Cross‐Sectional Dependence: A Panel Data Analysis of International Technology Diffusion," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 32(3), pages 477-503, April.
    14. Gangopadhyay, Partha & Jain, Siddharth & Bakry, Walid, 2022. "In search of a rational foundation for the massive IT boom in the Australian banking industry: Can the IT boom really drive relationship banking?," International Review of Financial Analysis, Elsevier, vol. 82(C).
    15. Ben-Salha, Ousama & Dachraoui, Hajer & Sebri, Maamar, 2021. "Natural resource rents and economic growth in the top resource-abundant countries: A PMG estimation," Resources Policy, Elsevier, vol. 74(C).
    16. Nusair, Salah A., 2019. "Oil price and inflation dynamics in the Gulf Cooperation Council countries," Energy, Elsevier, vol. 181(C), pages 997-1011.
    17. Usman, Muhammad & Makhdum, Muhammad Sohail Amjad, 2021. "What abates ecological footprint in BRICS-T region? Exploring the influence of renewable energy, non-renewable energy, agriculture, forest area and financial development," Renewable Energy, Elsevier, vol. 179(C), pages 12-28.
    18. Arouri, Mohamed El Hedi & Ben Youssef, Adel & M'henni, Hatem & Rault, Christophe, 2012. "Energy consumption, economic growth and CO2 emissions in Middle East and North African countries," Energy Policy, Elsevier, vol. 45(C), pages 342-349.
    19. Valérie Mignon & Christophe Hurlin, 2005. "Une synthèse des tests de racine unitaire sur données de panel," Économie et Prévision, Programme National Persée, vol. 169(3), pages 253-294.
    20. Mouhamadou Sy & Hamidreza Tabarraei, 2010. "Capital inflows and exchange rate in LDCs: The Dutch disease problem revisited," Working Papers halshs-00574955, HAL.

    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:52:y:2021:i:1:p:67-79. 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.