IDEAS home Printed from https://ideas.repec.org/p/pas/asarcc/2016-03.html
   My bibliography  Save this paper

Asymmetric threshold vertical price transmission in wheat and flour markets in Dhaka (Bangladesh): seemingly unrelated regression analysis

Author

Listed:
  • Mohammad J Alam
  • Raghbendra Jha

Abstract

The analysis of price transmission for commodities requiring processing in vertical markets is challenged by fuzzy policy environments in the case of developing countries. However the analyses of threshold and asymmetries in price transmission at different levels of vertical markets provide a good indicator of market efficiency. The paper employs threshold cointegration that takes into account the asymmetric adjustment towards a long-run equilibrium and short-run price transmission. The paper investigates the non-linear price adjustment in short- and long-run in vertical markets of wheat and flour in Bangladesh. Using monthly wholesale and retail prices of wheat and flour for data from FAOStat for the period January 2008 to February 2016 we develop an asymmetry threshold error correction model for three vertical chains namely (i) wholesale and retail markets of flour, (ii) wholesale markets of wheat and flour, (iii) wholesale markets of wheat and retail markets of flour. We find evidence of threshold effects in vertical wheat-flour markets. The speed of adjustment towards the long-run equilibrium is different when the price deviations exceed the threshold value from when price deviations are below the threshold. Additionally, we find evidence of short-run price asymmetries implying that downstream price responds faster when upstream price increases than when the latter falls. This validates the hypothesis of `rocket and feature` principle in the wheat-to-flour markets in Bangladesh. Proximate reasons for these differences are discussed.

Suggested Citation

  • Mohammad J Alam & Raghbendra Jha, 2016. "Asymmetric threshold vertical price transmission in wheat and flour markets in Dhaka (Bangladesh): seemingly unrelated regression analysis," ASARC Working Papers 2016-03, The Australian National University, Australia South Asia Research Centre.
  • Handle: RePEc:pas:asarcc:2016-03
    as

    Download full text from publisher

    File URL: https://acde.crawford.anu.edu.au/sites/default/files/publication/acde_crawford_anu_edu_au/2016-07/wp2016-03alamjha.pdf
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. Robert A. Buckle & John A. Carlson, 2000. "Inflation and Asymmetric Price Adjustment," The Review of Economics and Statistics, MIT Press, vol. 82(1), pages 157-160, February.
    2. Awudu Abdulai, 2002. "Using threshold cointegration to estimate asymmetric price transmission in the Swiss pork market," Applied Economics, Taylor & Francis Journals, vol. 34(6), pages 679-687.
    3. Levy, Daniel & Bergen, Mark & Dutta, Shantanu & Venable, Robert, 1997. "The Magnitude of Menu Costs: Direct Evidence from Large U.S. Supermarket Chains," EconStor Open Access Articles and Book Chapters, ZBW - Leibniz Information Centre for Economics, vol. 112(3), pages 791-824.
    4. Johansen, Soren & Juselius, Katarina, 1990. "Maximum Likelihood Estimation and Inference on Cointegration--With Applications to the Demand for Money," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 52(2), pages 169-210, May.
    5. Jean-Paul Chavas & Aashish Mehta, 2004. "Price Dynamics in a Vertical Sector: The Case of Butter," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 86(4), pages 1078-1093.
    6. Granger, C W J & Lee, T H, 1989. "Investigation of Production, Sales and Inventory Relationships Using Multicointegration and Non-symmetric Error Correction Models," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 4(S), pages 145-159, Supplemen.
    7. P. J. Dawson & P. K. Dey, 2002. "Testing for the law of one price: rice market integration in Bangladesh," Journal of International Development, John Wiley & Sons, Ltd., vol. 14(4), pages 473-484.
    8. David Neumark & Steven A. Sharpe, 1992. "Market Structure and the Nature of Price Rigidity: Evidence from the Market for Consumer Deposits," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 107(2), pages 657-680.
    9. Frost, Denise & Bowden, Roger, 1999. "An Asymmetry Generator for Error-Correction Mechanisms, with Application to Bank Mortgage-Rate Dynamics," Journal of Business & Economic Statistics, American Statistical Association, vol. 17(2), pages 253-263, April.
    10. Meghan Busse & Jorge Silva-Risso & Florian Zettelmeyer, 2006. "$1,000 Cash Back: The Pass-Through of Auto Manufacturer Promotions," American Economic Review, American Economic Association, vol. 96(4), pages 1253-1270, September.
    11. Rudolf Wolffram, 1971. "Positivistic Measures of Aggregate Supply Elasticities: Some New Approaches—Some Critical Notes," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 53(2), pages 356-359.
    12. Atanu Ghoshray & Madhusudan Ghosh, 2011. "How Integrated is the Indian Wheat Market?," Journal of Development Studies, Taylor & Francis Journals, vol. 47(10), pages 1574-1594.
    13. Elliott, Graham & Rothenberg, Thomas J & Stock, James H, 1996. "Efficient Tests for an Autoregressive Unit Root," Econometrica, Econometric Society, vol. 64(4), pages 813-836, July.
    14. Jochen Meyer & Stephan von Cramon‐Taubadel, 2004. "Asymmetric Price Transmission: A Survey," Journal of Agricultural Economics, Wiley Blackwell, vol. 55(3), pages 581-611, November.
    15. Barry K. Goodwin & Nicholas E. Piggott, 2001. "Spatial Market Integration in the Presence of Threshold Effects," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 83(2), pages 302-317.
    16. Engle, Robert & Granger, Clive, 2015. "Co-integration and error correction: Representation, estimation, and testing," Applied Econometrics, Russian Presidential Academy of National Economy and Public Administration (RANEPA), vol. 39(3), pages 106-135.
    17. Bailey, DeeVon & Brorsen, B. Wade, 1989. "Price Asymmetry In Spatial Fed Cattle Markets," Western Journal of Agricultural Economics, Western Agricultural Economics Association, vol. 14(2), pages 1-7, December.
    18. Elliott, Graham, 1999. "Efficient Tests for a Unit Root When the Initial Observation Is Drawn from Its Unconditional Distribution," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 40(3), pages 767-783, August.
    19. Lass, Daniel A., 2005. "Asymmetric Response of Retail Milk Prices in the Northeast Revisited," Research Reports 149026, University of Connecticut, Food Marketing Policy Center.
    20. Teresa Serra & Barry Goodwin, 2003. "Price transmission and asymmetric adjustment in the Spanish dairy sector," Applied Economics, Taylor & Francis Journals, vol. 35(18), pages 1889-1899.
    21. Henry W. Kinnucan & Olan D. Forker, 1987. "Asymmetry in Farm-Retail Price Transmission for Major Dairy Products," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 69(2), pages 285-292.
    22. G.R. Griffith & N.E. Piggott, 1994. "Asymmetry in beef, lamb and pork farm‐retail price transmission in Australia," Agricultural Economics, International Association of Agricultural Economists, vol. 10(3), pages 307-316, May.
    23. Reagan, Patricia B. & Weitzman, Martin L., 1982. "Asymmetries in price and quantity adjustments by the competitive firm," Journal of Economic Theory, Elsevier, vol. 27(2), pages 410-420, August.
    24. Enders, Walter & Granger, Clive W J, 1998. "Unit-Root Tests and Asymmetric Adjustment with an Example Using the Term Structure of Interest Rates," Journal of Business & Economic Statistics, American Statistical Association, vol. 16(3), pages 304-311, July.
    25. MacKinnon, James G, 1996. "Numerical Distribution Functions for Unit Root and Cointegration Tests," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 11(6), pages 601-618, Nov.-Dec..
    26. Nanda Kumar & Surendra Rajiv & Abel Jeuland, 2001. "Effectiveness of Trade Promotions: Analyzing the Determinants of Retail Pass Through," Marketing Science, INFORMS, vol. 20(4), pages 382-404, August.
    27. Johansen, Soren, 1988. "Statistical analysis of cointegration vectors," Journal of Economic Dynamics and Control, Elsevier, vol. 12(2-3), pages 231-254.
    28. Griffith, G. R. & Piggott, N. E., 1994. "Asymmetry in beef, lamb and pork farm-retail price transmission in Australia," Agricultural Economics, Blackwell, vol. 10(3), pages 307-316, May.
    29. Abdulai, Awudu, 2000. "Spatial price transmission and asymmetry in the Ghanaian maize market," Journal of Development Economics, Elsevier, vol. 63(2), pages 327-349, December.
    30. Enders, Walter & Siklos, Pierre L, 2001. "Cointegration and Threshold Adjustment," Journal of Business & Economic Statistics, American Statistical Association, vol. 19(2), pages 166-176, April.
    31. Robert Romain & Maurice Doyon & Mathieu Frigon, 2002. "Effects of state regulations on marketing margins and price transmission asymmetry: Evidence from the New York City and upstate New York fluid milk markets," Agribusiness, John Wiley & Sons, Ltd., vol. 18(3), pages 301-315.
    32. Johansen, Soren, 1992. "Determination of Cointegration Rank in the Presence of a Linear Trend," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 54(3), pages 383-397, August.
    33. Hayenga, Marvin L. & Miller, Douglas, 2001. "Price Cycles and Asymmetric Price Transmission in the U.S. Pork Market," Staff General Research Papers Archive 10414, Iowa State University, Department of Economics.
    34. Milton S. Boyd & B. Wade Brorsen, 1988. "Price Asymmetry in the U.S. Pork Marketing Channel," Review of Agricultural Economics, Agricultural and Applied Economics Association, vol. 10(1), pages 103-109.
    35. Tony Haitao Cui & Jagmohan S. Raju & Z. John Zhang, 2008. "A Price Discrimination Model of Trade Promotions," Marketing Science, INFORMS, vol. 27(5), pages 779-795, 09-10.
    36. Timothy J. Richards & Miguel I. Gómez & Jun Lee, 2014. "Pass-Through and Consumer Search: An Empirical Analysis," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 96(4), pages 1049-1069.
    37. Johansen, Soren, 1992. "Cointegration in partial systems and the efficiency of single-equation analysis," Journal of Econometrics, Elsevier, vol. 52(3), pages 389-402, June.
    38. Sam Peltzman, 2000. "Prices Rise Faster than They Fall," Journal of Political Economy, University of Chicago Press, vol. 108(3), pages 466-502, June.
    39. Erno Kuiper, W. & Lutz, Clemens & van Tilburg, Aad, 2003. "Vertical price leadership on local maize markets in Benin," Journal of Development Economics, Elsevier, vol. 71(2), pages 417-433, August.
    40. Martin Ravallion, 1986. "Testing Market Integration," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 68(1), pages 102-109.
    41. Sridhar Moorthy, 2005. "A General Theory of Pass-Through in Channels with Category Management and Retail Competition," Marketing Science, INFORMS, vol. 24(1), pages 110-122, August.
    42. Miguel I. Gómez & Timothy J. Richards & Jun Lee, 2013. "Trade Promotions and Consumer Search in Supermarket Retailing," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 95(5), pages 1209-1215.
    43. Johansen, Soren, 1995. "Likelihood-Based Inference in Cointegrated Vector Autoregressive Models," OUP Catalogue, Oxford University Press, number 9780198774501.
    44. Azzeddine M. Azzam, 1999. "Asymmetry and Rigidity in Farm-Retail Price Transmission," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 81(3), pages 525-533.
    45. Bettendorf, L & Verboven, F, 2000. "Incomplete Transmission of Coffee Bean Prices: Evidence from the Netherlands," European Review of Agricultural Economics, Oxford University Press and the European Agricultural and Applied Economics Publications Foundation, vol. 27(1), pages 1-16, March.
    46. Mahamane Maliki Amadou & Issa Sanogo, 2010. "Rice market integration and food security in Nepal: The role of cross-border trade with India," Post-Print halshs-00518371, HAL.
    47. Severin Borenstein & A. Colin Cameron & Richard Gilbert, 1997. "Do Gasoline Prices Respond Asymmetrically to Crude Oil Price Changes?," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 112(1), pages 305-339.
    48. Monia Ben-Kaabia & José M. Gil & Mehrez Ameur, 2005. "Vertical integration and non-linear price adjustments: The Spanish poultry sector," Agribusiness, John Wiley & Sons, Ltd., vol. 21(2), pages 253-271.
    49. Douglas J. Miller & Marvin L. Hayenga, 2001. "Price Cycles and Asymmetric Price Transmission in the U.S. Pork Market," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 83(3), pages 551-562.
    50. Sanogo, Issa & Maliki Amadou, Mahamane, 2010. "Rice market integration and food security in Nepal: The role of cross-border trade with India," Food Policy, Elsevier, vol. 35(4), pages 312-322, August.
    51. James P. Houck, 1977. "An Approach to Specifying and Estimating Nonreversible Functions," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 59(3), pages 570-572.
    52. Daniel A. Lass, 2005. "Asymmetric response of retail milk prices in the northeast revisited," Agribusiness, John Wiley & Sons, Ltd., vol. 21(4), pages 493-508.
    53. Ping Zhang & Stanley M. Fletcher & Dale H. Carley, 1995. "Peanut price transmission asymmetry in peanut butter," Agribusiness, John Wiley & Sons, Ltd., vol. 11(1), pages 13-20.
    54. Stephan Cramon-Taubadel & Jens-Peter Loy, 1996. "Price Asymmetry in the International Wheat Market: Comment," Canadian Journal of Agricultural Economics/Revue canadienne d'agroeconomie, Canadian Agricultural Economics Society/Societe canadienne d'agroeconomie, vol. 44(3), pages 311-317, November.
    55. von Cramon-Taubadel, Stephan, 1998. "Estimating Asymmetric Price Transmission with the Error Correction Representation: An application to the German Pork Market," European Review of Agricultural Economics, Oxford University Press and the European Agricultural and Applied Economics Publications Foundation, vol. 25(1), pages 1-18.
    56. Jun Lee & Miguel I. Gómez, 2013. "Impacts of the End of the Coffee Export Quota System on International-to-Retail Price Transmission," Journal of Agricultural Economics, Wiley Blackwell, vol. 64(2), pages 343-362, June.
    57. Daniel Lass, 2005. "Asymmetric Response of Retail Milk Prices in the Northeast Revisited," Food Marketing Policy Center Research Reports 092, University of Connecticut, Department of Agricultural and Resource Economics, Charles J. Zwick Center for Food and Resource Policy.
    58. Hansen Bruce E., 1997. "Inference in TAR Models," Studies in Nonlinear Dynamics & Econometrics, De Gruyter, vol. 2(1), pages 1-16, April.
    59. Xia Tian, 2009. "Asymmetric Price Transmission, Market Power, and Supply and Demand Curvature," Journal of Agricultural & Food Industrial Organization, De Gruyter, vol. 7(1), pages 1-25, July.
    60. Nathan S. Balke & Stephen P. A. Brown & Mine K. Yücel, 1998. "Crude oil and gasoline prices: an asymmetric relationship?," Economic and Financial Policy Review, Federal Reserve Bank of Dallas, issue Q 1, pages 2-11.
    61. Titus O. Awokuse & Xiaohong Wang, 2009. "Threshold Effects and Asymmetric Price Adjustments in U.S. Dairy Markets," Canadian Journal of Agricultural Economics/Revue canadienne d'agroeconomie, Canadian Agricultural Economics Society/Societe canadienne d'agroeconomie, vol. 57(2), pages 269-286, 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. Limon Deb & Yoonsuk Lee & Sang Hyeon Lee, 2020. "Market Integration and Price Transmission in the Vertical Supply Chain of Rice: An Evidence from Bangladesh," Agriculture, MDPI, vol. 10(7), pages 1-21, July.
    2. Baoubadi Atozou & Koffi Akakpo, 2017. "Dynamic and Volatility of World Agricultural Market Prices: Impacts on Importations and Food Security in WAEMU," International Journal of Economics and Finance, Canadian Center of Science and Education, vol. 9(12), pages 180-194, December.
    3. Rahman, Mohammad Chhiddikur, 2018. "Welfare Impact of Asymmetric Price Transmission on Bangladesh Rice Consumers," EconStor Theses, ZBW - Leibniz Information Centre for Economics, number 251114, January.
    4. Rahman, Mohammad Chhiddikur, 2020. "Welfare Impact of Asymmetric Price Transmission on Bangladesh Rice Consumers," EconStor Theses, ZBW - Leibniz Information Centre for Economics, number 242248, January.

    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. Limon Deb & Yoonsuk Lee & Sang Hyeon Lee, 2020. "Market Integration and Price Transmission in the Vertical Supply Chain of Rice: An Evidence from Bangladesh," Agriculture, MDPI, vol. 10(7), pages 1-21, July.
    2. Mohammad Jahangir Alam & Andrew M. McKenzie & Ismat Ara Begum & Jeroen Buysse & Eric J. Wailes & Guido Huylenbroeck, 2016. "Asymmetry Price Transmission in the Deregulated Rice Markets in Bangladesh: Asymmetric Error Correction Model," Agribusiness, John Wiley & Sons, Ltd., vol. 32(4), pages 498-511, November.
    3. Rahman, Mohammad Chhiddikur, 2020. "Welfare Impact of Asymmetric Price Transmission on Bangladesh Rice Consumers," EconStor Theses, ZBW - Leibniz Information Centre for Economics, number 242248, January.
    4. Rahman, Mohammad Chhiddikur, 2018. "Welfare Impact of Asymmetric Price Transmission on Bangladesh Rice Consumers," EconStor Theses, ZBW - Leibniz Information Centre for Economics, number 251114, January.
    5. Giliola Frey & Matteo Manera, 2007. "Econometric Models Of Asymmetric Price Transmission," Journal of Economic Surveys, Wiley Blackwell, vol. 21(2), pages 349-415, April.
    6. Bairagi, S. & Mohanty, S., 2018. "Analysis of Price Transmission along the Cambodian Rice Value Chain," 2018 Conference, July 28-August 2, 2018, Vancouver, British Columbia 277022, International Association of Agricultural Economists.
    7. Monia Ben-Kaabia & José M. Gil & Mehrez Ameur, 2005. "Vertical integration and non-linear price adjustments: The Spanish poultry sector," Agribusiness, John Wiley & Sons, Ltd., vol. 21(2), pages 253-271.
    8. Ben Kaabia, Monia & Gil, Jose Maria, 2005. "Asymetric Price Transmission in the Spanish Lamb Sector," 2005 International Congress, August 23-27, 2005, Copenhagen, Denmark 24631, European Association of Agricultural Economists.
    9. Antonioli, Federico & Santeramo, Fabio, 2017. "Vertical Price Transmission in Milk Supply Chain: Market Changes and Asymmetric Dynamics," 2017 Sixth AIEAA Conference, June 15-16, Piacenza, Italy 261256, Italian Association of Agricultural and Applied Economics (AIEAA).
    10. Anthony N. Rezitis, 2019. "Investigating price transmission in the Finnish dairy sector: an asymmetric NARDL approach," Empirical Economics, Springer, vol. 57(3), pages 861-900, September.
    11. Yaya KEHO & Aïssata SOBIA CAMARA, 2012. "Vertical Price Transmission in Local Rice Markets in Côte d’Ivoire: Are Consumers Really Right?," Asian Journal of Agriculture and Rural Development, Asian Economic and Social Society, vol. 2(4), pages 552-564.
    12. Ankamah-Yeboah, Isaac, 2012. "Spatial Price Transmission in the Regional Maize Markets in Ghana," MPRA Paper 49720, University Library of Munich, Germany.
    13. Koutroumanidis, Theodoros & Zafeiriou, Eleni & Arabatzis, Garyfallos, 2009. "Asymmetry in price transmission between the producer and the consumer prices in the wood sector and the role of imports: The case of Greece," Forest Policy and Economics, Elsevier, vol. 11(1), pages 56-64, January.
    14. Pozo, Veronica F. & Bachmeier, Lance J. & Schroeder, Ted C., 2021. "Are there price asymmetries in the U.S. beef market?," Journal of Commodity Markets, Elsevier, vol. 21(C).
    15. Teresa Serra & Barry Goodwin, 2003. "Price transmission and asymmetric adjustment in the Spanish dairy sector," Applied Economics, Taylor & Francis Journals, vol. 35(18), pages 1889-1899.
    16. Titus O. Awokuse & Xiaohong Wang, 2009. "Threshold Effects and Asymmetric Price Adjustments in U.S. Dairy Markets," Canadian Journal of Agricultural Economics/Revue canadienne d'agroeconomie, Canadian Agricultural Economics Society/Societe canadienne d'agroeconomie, vol. 57(2), pages 269-286, June.
    17. Rezitis, Anthony N. & Tsionas, Mike, 2019. "Modeling asymmetric price transmission in the European food market," Economic Modelling, Elsevier, vol. 76(C), pages 216-230.
    18. Guojun He & Jeffrey T. LaFrance & Jeffrey M. Perloff & Richard Volpe, 2024. "How do Everyday-Low-Price Supermarkets Adjust Their Prices?," Review of Industrial Organization, Springer;The Industrial Organization Society, vol. 64(1), pages 117-146, February.
    19. Rajcaniova, Miroslava & Pokrivcak, Jan, 2013. "Asymmetry in Price Transmission Mechanism: The Case of Slovak Potato Market," Review of Agricultural and Applied Economics (RAAE), Faculty of Economics and Management, Slovak Agricultural University in Nitra, vol. 16(2), pages 1-8, September.
    20. Muhammed A. Usman & Mekbib G. Haile, 2017. "Producer to retailer price transmission in cereal markets of Ethiopia," Food Security: The Science, Sociology and Economics of Food Production and Access to Food, Springer;The International Society for Plant Pathology, vol. 9(4), pages 815-829, August.

    More about this item

    Keywords

    price transmission; vertical markets; wheat and flour; cointegration; asymmetry threshold error correction model;
    All these keywords.

    JEL classification:

    • C22 - Mathematical and Quantitative Methods - - Single Equation Models; Single Variables - - - Time-Series Models; Dynamic Quantile Regressions; Dynamic Treatment Effect Models; Diffusion Processes
    • C51 - Mathematical and Quantitative Methods - - Econometric Modeling - - - Model Construction and Estimation
    • Q13 - Agricultural and Natural Resource Economics; Environmental and Ecological Economics - - Agriculture - - - Agricultural Markets and Marketing; Cooperatives; Agribusiness
    • Q18 - Agricultural and Natural Resource Economics; Environmental and Ecological Economics - - Agriculture - - - Agricultural Policy; Food Policy; Animal Welfare Policy

    NEP fields

    This paper has been announced in the following NEP Reports:

    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:pas:asarcc:2016-03. 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: Raghbendra Jha (email available below). General contact details of provider: https://edirc.repec.org/data/asanuau.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.