IDEAS home Printed from https://ideas.repec.org/a/eee/deveco/v155y2022ics0304387821001462.html
   My bibliography  Save this article

The role of food preferences in determining diet quality for Tanzanian consumers

Author

Listed:
  • McCullough, Ellen
  • Zhen, Chen
  • Shin, Soye
  • Lu, Meichen
  • Arsenault, Joanne

Abstract

Consumer preferences can be leveraged to magnify the impacts of agricultural investments and interventions on diets for all consumers in an economy, not just farmers. Using nationally representative panel data from Tanzania, we estimate demand for 19 food groups using an Exact Affine Stone Index censored demand system, which is flexible, utility-theoretic, controls for unobserved heterogeneity, and accounts for bias arising from endogenous prices. We find strong links between growth in household expenditures and improved diet quality. Also, staple grain prices are important determinants of nutrient intake. For poor consumers, e.g., protein and iron intake are more sensitive to maize price changes than to changing prices of other foods that contain more protein and iron. We use simulations to show that cash transfers and price vouchers targeting staple grains, pulses & nuts, and starchy staples could be effective in shrinking gaps between recommended and actual dietary intake for poor consumers.

Suggested Citation

  • McCullough, Ellen & Zhen, Chen & Shin, Soye & Lu, Meichen & Arsenault, Joanne, 2022. "The role of food preferences in determining diet quality for Tanzanian consumers," Journal of Development Economics, Elsevier, vol. 155(C).
  • Handle: RePEc:eee:deveco:v:155:y:2022:i:c:s0304387821001462
    DOI: 10.1016/j.jdeveco.2021.102789
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0304387821001462
    Download Restriction: Full text for ScienceDirect subscribers only

    File URL: https://libkey.io/10.1016/j.jdeveco.2021.102789?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 search for a different version of it.

    References listed on IDEAS

    as
    1. Ameye, Hannah & De Weerdt, Joachim & Gibson, John, 2021. "Measuring macro- and micronutrient consumption in multi-purpose surveys: Evidence from a survey experiment in Tanzania," Food Policy, Elsevier, vol. 102(C).
    2. David Atkin, 2013. "Trade, Tastes, and Nutrition in India," American Economic Review, American Economic Association, vol. 103(5), pages 1629-1663, August.
    3. Lewbel, Arthur, 1996. "Aggregation without Separability: A Generalized Composite Commodity Theorem," American Economic Review, American Economic Association, vol. 86(3), pages 524-543, June.
    4. Attanasio, Orazio & Di Maro, Vincenzo & Lechene, Valérie & Phillips, David, 2013. "Welfare consequences of food prices increases: Evidence from rural Mexico," Journal of Development Economics, Elsevier, vol. 104(C), pages 136-151.
    5. Pitt, Mark M, 1983. "Food Preferences and Nutrition in Rural Bangladesh," The Review of Economics and Statistics, MIT Press, vol. 65(1), pages 105-114, February.
    6. Panagiotis Kasteridis & Steven T. Yen & Cheng Fang, 2011. "Bayesian Estimation of a Censored Linear Almost Ideal Demand System: Food Demand in Pakistan," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 93(5), pages 1374-1390.
    7. Barrett, Christopher B., 2008. "Smallholder market participation: Concepts and evidence from eastern and southern Africa," Food Policy, Elsevier, vol. 33(4), pages 299-317, August.
    8. Jesse M Cunha & Giacomo De Giorgi & Seema Jayachandran, 2019. "The Price Effects of Cash Versus In-Kind Transfers," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 86(1), pages 240-281.
    9. Deaton, Angus, 1988. "Quality, Quantity, and Spatial Variation of Price," American Economic Review, American Economic Association, vol. 78(3), pages 418-430, June.
    10. Orazio Attanasio & Erich Battistin & Alice Mesnard, 2012. "Food and Cash Transfers: Evidence from Colombia," Economic Journal, Royal Economic Society, vol. 122(559), pages 92-124, March.
    11. Colen, L. & Melo, P.C. & Abdul-Salam, Y. & Roberts, D. & Mary, S. & Gomez Y Paloma, S., 2018. "Income elasticities for food, calories and nutrients across Africa: A meta-analysis," Food Policy, Elsevier, vol. 77(C), pages 116-132.
    12. Newey, Whitney K., 1987. "Efficient estimation of limited dependent variable models with endogenous explanatory variables," Journal of Econometrics, Elsevier, vol. 36(3), pages 231-250, November.
    13. Bouis, Howarth E., 1996. "A food demand system based on demand for characteristics: If there is 'curvature' in the Slutsky matrix, what do the curves look like and why?," Journal of Development Economics, Elsevier, vol. 51(2), pages 239-266, December.
    14. Vardges Hovhannisyan & Stephen Devadoss, 2020. "Effects of urbanization on food demand in China," Empirical Economics, Springer, vol. 58(2), pages 699-721, February.
    15. Nevo, Aviv, 2001. "Measuring Market Power in the Ready-to-Eat Cereal Industry," Econometrica, Econometric Society, vol. 69(2), pages 307-342, March.
    16. Jerry A. Hausman, 1996. "Valuation of New Goods under Perfect and Imperfect Competition," NBER Chapters, in: The Economics of New Goods, pages 207-248, National Bureau of Economic Research, Inc.
    17. William A Masters & Yan Bai & Anna Herforth & Daniel B Sarpong & Fulgence Mishili & Joyce Kinabo & Jennifer C Coates, 2018. "Measuring the Affordability of Nutritious Diets in Africa: Price Indexes for Diet Diversity and the Cost of Nutrient Adequacy," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 100(5), pages 1285-1301.
    18. Sudhanshu Handa & Silvio Daidone & Amber Peterman & Benjamin Davis & Audrey Pereira & Tia Palermo & Jennifer Yablonski, 2018. "Myth-Busting? Confronting Six Common Perceptions about Unconditional Cash Transfers as a Poverty Reduction Strategy in Africa," The World Bank Research Observer, World Bank, vol. 33(2), pages 259-298.
    19. Sahn, David E, 1988. "The Effect of Price and Income Changes on Food-Energy Intake in Sri Lanka," Economic Development and Cultural Change, University of Chicago Press, vol. 36(2), pages 315-340, January.
    20. Weliwita, Ananda & Nyange, David & Tsujii, Hiroshi, 2002. "Food Demand Patterns in Tanzania: A Censored Regression Analysis of Microdata," Sri Lankan Journal of Agricultural Economics, Sri Lanka Agricultural Economics Association (SAEA), vol. 5, pages 1-28.
    21. Timothy F. Bresnahan & Robert J. Gordon, 1996. "The Economics of New Goods," NBER Books, National Bureau of Economic Research, Inc, number bres96-1, March.
    22. Raj Chetty, 2009. "Sufficient Statistics for Welfare Analysis: A Bridge Between Structural and Reduced-Form Methods," Annual Review of Economics, Annual Reviews, vol. 1(1), pages 451-488, May.
    23. Hanemann, Michael & Morey, Edward, 1992. "Separability, partial demand systems, and consumer's surplus measures," Journal of Environmental Economics and Management, Elsevier, vol. 22(3), pages 241-258, May.
    24. Arthur Lewbel & Krishna Pendakur, 2009. "Tricks with Hicks: The EASI Demand System," American Economic Review, American Economic Association, vol. 99(3), pages 827-863, June.
    25. Filmer,Deon P. & Friedman,Jed & Kandpal,Eeshani & Onishi,Junko, 2018. "Cash Transfers, Food Prices, and Nutrition Impacts on Nonbeneficiary Children," Policy Research Working Paper Series 8377, The World Bank.
    26. Fletcher, Jason M. & Frisvold, David E. & Tefft, Nathan, 2010. "The effects of soft drink taxes on child and adolescent consumption and weight outcomes," Journal of Public Economics, Elsevier, vol. 94(11-12), pages 967-974, December.
    27. Coates, Jennifer & Patenaude, Bryan N. & Rogers, Beatrice Lorge & Roba, Alemzewed Challa & Woldetensay, Yitbarek Kidane & Tilahun, Addisalem Fikre & Spielman, Kathryn L., 2018. "Intra-household nutrient inequity in rural Ethiopia," Food Policy, Elsevier, vol. 81(C), pages 82-94.
    28. Huang, Kuo S. & Lin, Biing-Hwan, 2000. "Estimation of Food Demand Nutrient Elasticities from household Survey Data," Technical Bulletins 184370, United States Department of Agriculture, Economic Research Service.
    29. de Janvry, Alain & Fafchamps, Marcel & Sadoulet, Elisabeth, 1991. "Peasant Household Behaviour with Missing Markets: Some Paradoxes Explained," Economic Journal, Royal Economic Society, vol. 101(409), pages 1400-1417, November.
    30. Reiss, Peter C. & Wolak, Frank A., 2007. "Structural Econometric Modeling: Rationales and Examples from Industrial Organization," Handbook of Econometrics, in: J.J. Heckman & E.E. Leamer (ed.), Handbook of Econometrics, edition 1, volume 6, chapter 64, Elsevier.
    31. Bellemare, Marc F. & Fajardo-Gonzalez, Johanna & Gitter, Seth R., 2018. "Foods and fads: The welfare impacts of rising quinoa prices in Peru," World Development, Elsevier, vol. 112(C), pages 163-179.
    32. Jeffrey T. LaFrance & W. Michael Hanemann, 1989. "The Dual Structure of Incomplete Demand Systems," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 71(2), pages 262-274.
    33. Thomas L. Cox & Michael K. Wohlgenant, 1986. "Prices and Quality Effects in Cross-Sectional Demand Analysis," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 68(4), pages 908-919.
    34. Robert T. Jensen & Nolan H. Miller, 2010. "Do Consumer Price Subsidies Really Improve Nutrition?," NBER Working Papers 16102, National Bureau of Economic Research, Inc.
    35. Bjorn Van Campenhout & Els Lecoutere & Ben D'Exelle, 2015. "Inter-Temporal and Spatial Price Dispersion Patterns and the Well-Being of Maize Producers in Southern Tanzania," Journal of African Economies, Centre for the Study of African Economies, vol. 24(2), pages 230-253.
    36. Behrman, Jere R & Deolalikar, Anil B, 1987. "Will Developing Country Nutrition Improve with Income? A Case Study for Rural South India," Journal of Political Economy, University of Chicago Press, vol. 95(3), pages 492-507, June.
    37. von der Goltz, Jan & Dar, Aaditya & Fishman, Ram & Mueller, Nathaniel D. & Barnwal, Prabhat & McCord, Gordon C., 2020. "Health Impacts of the Green Revolution: Evidence from 600,000 births across the Developing World," Journal of Health Economics, Elsevier, vol. 74(C).
    38. de Janvry, Alain & Fafchamps, M. & Sadoulet, Elisabeth, 1991. "Peasant Household Behavior with Missing Markets: Some Paradoxes Explain," CUDARE Working Papers 198579, University of California, Berkeley, Department of Agricultural and Resource Economics.
    39. Nicholas E. Piggott, 2003. "The Nested PIGLOG Model: An Application to U.S. Food Demand," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 85(1), pages 1-15.
    40. Ingvild Almås & Johannes Haushofer & Anders Kjelsrud, 2019. "The Income Elasticity for Nutrition: Evidence from Unconditional Cash Transfers in Kenya," NBER Working Papers 25711, National Bureau of Economic Research, Inc.
    41. James Banks & Richard Blundell & Arthur Lewbel, 1997. "Quadratic Engel Curves And Consumer Demand," The Review of Economics and Statistics, MIT Press, vol. 79(4), pages 527-539, November.
    42. Abdulai, Awudu & Aubert, Dominique, 2004. "A cross-section analysis of household demand for food and nutrients in Tanzania," Agricultural Economics, Blackwell, vol. 31(1), pages 67-79, July.
    43. Pitt, Mark M & Rosenzweig, Mark R, 1985. "Health and Nutrient Consumption across and within Farm Households," The Review of Economics and Statistics, MIT Press, vol. 67(2), pages 212-223, May.
    44. Christine M. Sauer & Thomas Reardon & David Tschirley & Saweda Liverpool‐Tasie & Titus Awokuse & Roselyne Alphonce & Daniel Ndyetabula & Betty Waized, 2021. "Consumption of processed food & food away from home in big cities, small towns, and rural areas of Tanzania," Agricultural Economics, International Association of Agricultural Economists, vol. 52(5), pages 749-770, September.
    45. Chen Zhen & Eric A. Finkelstein & James M. Nonnemaker & Shawn A. Karns & Jessica E. Todd, 2014. "Predicting the Effects of Sugar-Sweetened Beverage Taxes on Food and Beverage Demand in a Large Demand System," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 96(1), pages 1-25.
    46. Emmanuel Skoufias & Vincenzo Di Maro & Teresa González‐Cossío & Sonia Rodríguez Ramírez, 2009. "Nutrient consumption and household income in rural Mexico," Agricultural Economics, International Association of Agricultural Economists, vol. 40(6), pages 657-675, November.
    47. Raghav Gaiha & Raghbendra Jha & Vani Kulkarni, 2013. "Demand for nutrients in India: 1993 to 2004," Applied Economics, Taylor & Francis Journals, vol. 45(14), pages 1869-1886, May.
    48. Ralston,Laura R. & Andrews,Colin & Hsiao,Allan Jer-Yu & Ralston,Laura R. & Andrews,Colin & Hsiao,Allan Jer-Yu, 2017. "The impacts of safety nets in Africa : what are we learning ?," Policy Research Working Paper Series 8255, The World Bank.
    49. Lawrence Haddad & Corinna Hawkes & Patrick Webb & Sandy Thomas & John Beddington & Jeff Waage & Derek Flynn, 2016. "A new global research agenda for food," Nature, Nature, vol. 540(7631), pages 30-32, December.
    50. Ecker, Olivier & Qaim, Matin, 2011. "Analyzing Nutritional Impacts of Policies: An Empirical Study for Malawi," World Development, Elsevier, vol. 39(3), pages 412-428, March.
    51. Cockx, Lara & Colen, Liesbeth & De Weerdt, Joachim, 2018. "From corn to popcorn? Urbanization and dietary change: Evidence from rural-urban migrants in Tanzania," World Development, Elsevier, vol. 110(C), pages 140-159.
    52. Federico Perali & Jean-Paul Chavas, 2000. "Estimation of Censored Demand Equations from Large Cross-Section Data," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 82(4), pages 1022-1037.
    53. David E. Sahn, 2005. "Consistent Estimation of Censored Demand Systems Using Panel Data," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 87(3), pages 660-672.
    54. Behrman, Jere R. & Wolfe, Barbara L., 1984. "More evidence on nutrition demand : Income seems overrated and women's schooling underemphasized," Journal of Development Economics, Elsevier, vol. 14(1), pages 105-128.
    55. Ravallion, Martin & van de Walle, Dominique, 1991. "The impact on poverty of food pricing reforms: A welfare analysis for Indonesia," Journal of Policy Modeling, Elsevier, vol. 13(2), pages 281-299.
    56. Taylor, J. Edward & Filipski, Mateusz J., 2014. "Beyond Experiments in Development Economics: Local Economy-wide Impact Evaluation," OUP Catalogue, Oxford University Press, number 9780198707882.
    57. Amemiya, Takeshi, 1979. "The Estimation of a Simultaneous-Equation Tobit Model," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 20(1), pages 169-181, February.
    58. Huang, Kuo S. & Lin, Biing-Hwan, 2000. "Estimation Of Food Demand And Nutrient Elasticities From Household Survey Data," Technical Bulletins 33579, United States Department of Agriculture, Economic Research Service.
    59. Krinsky, Itzhak & Robb, A Leslie, 1990. "On Approximating the Statistical Properties of Elasticities: A Correction," The Review of Economics and Statistics, MIT Press, vol. 72(1), pages 189-190, February.
    60. Jonathan Haughton & Shahidur R. Khandker, 2009. "Handbook on Poverty and Inequality," World Bank Publications - Books, The World Bank Group, number 11985, December.
    61. Deaton, Angus S & Muellbauer, John, 1980. "An Almost Ideal Demand System," American Economic Review, American Economic Association, vol. 70(3), pages 312-326, June.
    62. Kuo S. Huang, 1996. "Nutrient Elasticities in a Complete Food Demand System," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 78(1), pages 21-29.
    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. Wu, Karin, 2023. "Media Impact on Consumer Purchasing Decisions: Evidence from Avian Influenza," 2023 Annual Meeting, July 23-25, Washington D.C. 335852, Agricultural and Applied Economics Association.
    2. Michael Dolislager & Lenis Saweda O. Liverpool‐Tasie & Nicole M. Mason & Thomas Reardon & David Tschirley, 2022. "Consumption of healthy and unhealthy foods by the African poor: Evidence from Nigeria, Tanzania, and Uganda," Agricultural Economics, International Association of Agricultural Economists, vol. 53(6), pages 870-894, November.
    3. Jasmin Wehner & Xiaohua Yu, 2023. "Carbon tax on milk products and the exact consumer welfare measure in emerging economies," Agribusiness, John Wiley & Sons, Ltd., vol. 39(S1), pages 1595-1623, December.
    4. Pauw, Karl & Ecker, Olivier & Thurlow, James & Comstock, Andrew R., 2023. "Measuring changes in diet deprivation: New indicators and methods," Food Policy, Elsevier, vol. 117(C).

    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. Zhen, Chen & Chen, Yu & Lin, Biing-Hwan & Karns, Shawn & Mancino, Lisa & Ver Ploeg, Michele, 2021. "Do Obese and Nonobese Consumers Respond Differently to Price Changes? Implications of Preference Heterogeneity for Using Food Taxes and Subsidies to Reduce Obesity," MPRA Paper 112697, University Library of Munich, Germany.
    2. Ecker, Olivier & Qaim, Matin, 2011. "Analyzing Nutritional Impacts of Policies: An Empirical Study for Malawi," World Development, Elsevier, vol. 39(3), pages 412-428, March.
    3. Mohammad Ali & Kira M. Villa & Janak Joshi, 2018. "Health and hunger: nutrient response to income depending on caloric availability in Nepal," Agricultural Economics, International Association of Agricultural Economists, vol. 49(5), pages 611-621, September.
    4. Ulimwengu, John M. & Roberts, Cleo & Randriamamonjy, Josee, 2012. "Resource-Rich Yet Malnourished: Analysis of the demand for food nutrients in the Democratic Republic of Congo," IFPRI discussion papers 1154, International Food Policy Research Institute (IFPRI).
    5. Biondi, Beatrice & Cornelsen, Laura & Mazzocchi, Mario & Smith, Richard, 2020. "Between preferences and references: Asymmetric price elasticities and the simulation of fiscal policies," Journal of Economic Behavior & Organization, Elsevier, vol. 180(C), pages 108-128.
    6. Massimo Bordignon & Di Xiang & Lue Zhan, 2018. "Predicting the Effects of a Sugar Sweetened Beverage Tax in a Household Production Model," DISCE - Working Papers del Dipartimento di Economia e Finanza def075, Università Cattolica del Sacro Cuore, Dipartimenti e Istituti di Scienze Economiche (DISCE).
    7. Ferrier, Peyton M. & Zhen, Chen, 2017. "The Role of Income in Explaining the Shift from Preserved to Fresh Vegetable Purchases," Journal of Agricultural and Resource Economics, Western Agricultural Economics Association, vol. 42(3), September.
    8. Wang, Shaonan & Zhen, Chen, 2022. "The Impact of the 2009 WIC Food Package Revision on Participants’ Food and Beverage Purchases," 2022 Annual Meeting, July 31-August 2, Anaheim, California 322390, Agricultural and Applied Economics Association.
    9. Ecker, Olivier & Qaim, Matin, 2008. "Income and Price Elasticities of Food Demand and Nutrient Consumption in Malawi," 2008 Annual Meeting, July 27-29, 2008, Orlando, Florida 6349, American Agricultural Economics Association (New Name 2008: Agricultural and Applied Economics Association).
    10. Korir, Lilian & Rizov, Marian & Ruto, Eric, 2020. "Food security in Kenya: Insights from a household food demand model," Economic Modelling, Elsevier, vol. 92(C), pages 99-108.
    11. Irz, Xavier & Mazzocchi, Mario & Réquillart, Vincent & Soler, Louis-Georges, 2015. "Research in Food Economics: past trends and new challenges," Revue d'Etudes en Agriculture et Environnement, Editions NecPlus, vol. 96(01), pages 187-237, March.
    12. Xiang, Di & Zhan, Lue & Bordignon, Massimo, 2020. "A reconsideration of the sugar sweetened beverage tax in a household production model," Food Policy, Elsevier, vol. 95(C).
    13. Okrent, Abigail M. & Alston, Julian M., 2011. "Demand for Food in the United States: A Review of Literature, Evaluation of Previous Estimates, and Presentation of New Estimates of Demand," Monographs, University of California, Davis, Giannini Foundation, number 251908, December.
    14. Jumrani, Jaya, 2023. "How responsive are nutrients in India? Some recent evidence," Food Policy, Elsevier, vol. 114(C).
    15. De Agostini, Paola, 2014. "The effect of food prices and household income on the British diet," ISER Working Paper Series 2014-10, Institute for Social and Economic Research.
    16. Tagliati, Federico, 2022. "Welfare effects of an in-kind transfer program: Evidence from Mexico," Journal of Development Economics, Elsevier, vol. 154(C).
    17. Debbie L Humphries & Jere R Behrman & Benjamin T Crookston & Kirk A Dearden & Whitney Schott & Mary E Penny & on behalf of the Young Lives Determinants and Consequences of Child Growth Project Team, 2014. "Households across All Income Quintiles, Especially the Poorest, Increased Animal Source Food Expenditures Substantially during Recent Peruvian Economic Growth," PLOS ONE, Public Library of Science, vol. 9(11), pages 1-13, November.
    18. Bairagi, Subir & Mohanty, Samarendu & Baruah, Sampriti & Trinh Thi, Huong, 2020. "Changing food consumption patterns in rural and urban Vietnam: Implications for a future food supply system," Australian Journal of Agricultural and Resource Economics, Australian Agricultural and Resource Economics Society, vol. 64(3), July.
    19. Asfaw, Solomon & Cattaneo, Andrea & Pallante, Giacomo & Palma, Alessandro, 2017. "Improving the efficiency targeting of Malawi's farm input subsidy programme: Big pain, small gain?," Food Policy, Elsevier, vol. 73(C), pages 104-118.
    20. Subir Bairagi & Samarendu Mohanty & Sampriti Baruah & Huong Trinh Thi, 2020. "Changing food consumption patterns in rural and urban Vietnam: Implications for a future food supply system," Australian Journal of Agricultural and Resource Economics, Australian Agricultural and Resource Economics Society, vol. 64(3), pages 750-775, July.

    More about this item

    Keywords

    Demand system estimation; Diet quality; Micronutrient and macronutrient intake; Dietary energy; Consumer preferences; Sub-Saharan Africa; Tanzania;
    All these keywords.

    JEL classification:

    • O12 - Economic Development, Innovation, Technological Change, and Growth - - Economic Development - - - Microeconomic Analyses of Economic Development
    • D12 - Microeconomics - - Household Behavior - - - Consumer Economics: Empirical Analysis
    • I15 - Health, Education, and Welfare - - Health - - - Health and Economic Development

    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:deveco:v:155:y:2022:i:c:s0304387821001462. 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/devec .

    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.