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Review Article

External Evaluations under Quality Uncertainty: the Market for Wine Ratings : Information Dynamics in the Wine Market

Magalie Dubois
Burgundy School of Business, CEREN EA 7477, Université Bourgogne Franche-Comté, 29 rue Sambin, 21000, Dijon, France
Nikolaos Georgantzis
Burgundy School of Business, CEREN, EA 7477, Université de Bourgogne, France
Jean-Marie Cardebat
Université de Bordeaux, INSEEC School of Business and Economics, France

Published 2025-04-01

Keywords

  • Information Asymmetry,
  • Wine Ratings,
  • Quality evaluation,
  • Prescription,
  • Digital transformation,
  • Online Review Aggregators,
  • Prosumers
  • ...More
    Less

How to Cite

Dubois, M., Georgantzis, N., & Cardebat, J.-M. (2025). External Evaluations under Quality Uncertainty: the Market for Wine Ratings : Information Dynamics in the Wine Market. Wine Economics and Policy. https://doi.org/10.36253/wep-16620

Abstract

The parallel development of scientific knowledge and technical practices over the last five decades has had a significant impact on sensory wine quality definition and evaluation. We conduct an integrative review of the literature on wine quality evaluation to determine the role of experts in the wine market, considering the recent changes. Following the updated methodology of integrative review proposed by Whittemore & Knafl (2005), we conceptually structure the topic of quality evaluation and valuation in the wine market while critically analyzing the literature. The existence of a market for experts and aggregated peer evaluations is not fully explained by the profitability of the actors involved: wine media and online review aggregators. The residual value necessary for the subsistence of this market seems to be contributed by the wine industry. The present research demonstrates that professional wine evaluation does not meet the demand for quality evaluation and judgment delegation apart from fine wines. Subsequently, with the fall of the search cost for price, information, and expertise, we are witnessing a digital switch toward informal influence. This is to our knowledge the first integrative review spanning the emergence and development of the industry of information and specialized valuation in the major wine markets.

References

  1. Adalja, A., Livat, F., Rickard, B., & Susskind, A. (2022). Dissonant Opinions and the Home Bias: Consumer Response to Crowd Sourced Reviews for Wine.
  2. Akdim, K., Casaló, L. V., & Flavián, C. (2022). The role of utilitarian and hedonic aspects in the continuance intention to use social mobile apps. Journal of Retailing and Consumer Services, 66, 102888. https://doi.org/10.1016/j.jretconser.2021.102888 DOI: https://doi.org/10.1016/j.jretconser.2021.102888
  3. Akerlof, G. (1970). The Market for “Lemons”: Quality Uncertainty and the Market Mechanism, Quarterly Journal of Economics, 84(3),‎ 488-500. DOI: https://doi.org/10.2307/1879431
  4. Albright, A., Pedroni, P., & Sheppard, S. (2018). Uncorking Expert Reviews with Social Media: A Case Study Served with Wine. 19.
  5. Ali, H. H., Lecocq, S., & Visser, M. (2010). The Impact of Gurus: Parker Grades and en primeur Wine Prices*. Journal of Wine Economics, 5(1), 22–39. https://doi.org/10.1017/S1931436100001358 DOI: https://doi.org/10.1017/S1931436100001358
  6. Angulo, A. M., Gil, J. M., Gracia, A., & Sánchez, M. (2000). Hedonic prices for Spanish red quality wine. British Food Journal, 102(7), 481–493. https://doi.org/10.1108/00070700010336445 DOI: https://doi.org/10.1108/00070700010336445
  7. Aqueveque, C. (2006). Extrinsic cues and perceived risk: The influence of consumption situation. Journal of Consumer Marketing, 23(5), 237–247. https://doi.org/10.1108/07363760610681646 DOI: https://doi.org/10.1108/07363760610681646
  8. Arora, P., & Vermeylen, F. (2012). The end of the art connoisseur? Experts and knowledge production in the visual arts in the digital age. Information, Communication & Society, 16(2), 194–214. https://doi.org/10.1080/1369118X.2012.687392 DOI: https://doi.org/10.1080/1369118X.2012.687392
  9. Ashenfelter, O., & Jones, G. V. (2013). The Demand for Expert Opinion: Bordeaux Wine. Journal of Wine Economics, 8(3), 285–293. https://doi.org/10.1017/jwe.2013.22 DOI: https://doi.org/10.1017/jwe.2013.22
  10. Ashton, R. H. (2012). Reliability and Consensus of Experienced Wine Judges: Expertise Within and Between? Journal of Wine Economics, 7(1), 70–87. https://doi.org/10.1017/jwe.2012.6 DOI: https://doi.org/10.1017/jwe.2012.6
  11. Atkin, T., & Johnson, R. (2010). Appellation as an indicator of quality. International Journal of Wine Business Research, 22(1), 42–61. https://doi.org/10.1108/17511061011035198 DOI: https://doi.org/10.1108/17511061011035198
  12. Atkin, T., & Thach, L. (2012). Millennial wine consumers: Risk perception and information search. Wine Economics and Policy, 1(1), 54–62. https://doi.org/10.1016/j.wep.2012.08.002 DOI: https://doi.org/10.1016/j.wep.2012.08.002
  13. Barbe, P., & Durrieu, F. (2005). Evaluation of the Quality of the Great Bordeaux Wines: Are There Significant Differences Between Critics? International Journal of Wine Marketing, 17(3), 55–66. https://doi.org/10.1108/eb008795 DOI: https://doi.org/10.1108/eb008795
  14. Barnett, J. M. (2018). The costs of free: Commoditization, bundling and concentration. Journal of Institutional Economics, 14(6), 1097–1120. https://doi.org/10.1017/S1744137418000012 DOI: https://doi.org/10.1017/S1744137418000012
  15. Barnett, M. L., & Pollock, T. G. (2012). The Oxford Handbook of Corporate Reputation. OUP Oxford.
  16. Bazen, S., Cardebat, J.-M., & Dubois, M. (2023). The role of customer and expert ratings in a hedonic analysis of French red wine prices: From gurus to geeks? Applied Economics, 0(0), 1–17. https://doi.org/10.1080/00036846.2023.2257036 DOI: https://doi.org/10.1080/00036846.2023.2257036
  17. Benghozi, P.-J., & Paris, T. (2003). De l’intermédiation à la prescription: Le cas de la télévision. Revue francaise de gestion, no 142(1), 205–227. DOI: https://doi.org/10.3166/rfg.142.205-228
  18. Bessy, C., & Chauvin, P.-M. (2013). The Power of Market Intermediaries: From Information to Valuation Processes. Valuation Studies, 1(1), 83–117. https://doi.org/10.3384/vs.2001-5992.131183 DOI: https://doi.org/10.3384/vs.2001-5992.131183
  19. Beverland, M. B. (2004). An Exploration of the Luxury Wine Trade. International Journal of Wine Marketing, 16(3), 14–28. https://doi.org/10.1108/eb008776 DOI: https://doi.org/10.1108/eb008776
  20. Bodington, J. (2020). Rate the Raters: A Note on Wine Judge Consistency. Journal of Wine Economics, 15(4), 363–369. https://doi.org/10.1017/jwe.2020.30 DOI: https://doi.org/10.1017/jwe.2020.30
  21. Brien, C. j., May, P., & Mayo, O. (1987). Analysis of Judge Performance in Wine-Quality Evaluations. Journal of Food Science, 52(5), 1273–1279. https://doi.org/10.1111/j.1365-2621.1987.tb14061.x DOI: https://doi.org/10.1111/j.1365-2621.1987.tb14061.x
  22. Buonanno, P., Caggiano, G., Galizzi, M. M., Leonida, L., & Vanin, P. (2008). Expert and Peer Pressure in Food and Wine Tasting: Evidence from a Pilot Experiment. 18.
  23. Cardebat, J.-M., & Figuet, J.-M. (2009). Estimation of a hedonic price equation for Alsace, Beaujolais and Provence wines. Applied Economics Letters, 16(9), 921–927. https://doi.org/10.1080/13504850701222145 DOI: https://doi.org/10.1080/13504850701222145
  24. Castillo-Valero, J., & García-Cortijo, M. C. (2015). Price adjustment in world wine markets: A cointegration analysis. Wine Economics and Policy, 4(2), 128–135. https://doi.org/10.1016/j.wep.2015.05.004 DOI: https://doi.org/10.1016/j.wep.2015.05.004
  25. Castriota, S., & Delmastro, M. (2015). The Economics of Collective Reputation: Evidence from the Wine Industry. American Journal of Agricultural Economics, 97(2), 469–489. https://doi.org/10.1093/ajae/aau107 DOI: https://doi.org/10.1093/ajae/aau107
  26. Chan, H., Zeng, K. J., & Yang, M. X. (2022). Review platforms as prosumer communities: Theory, practices and implications. European Journal of Marketing, 56(10), 2698–2720. https://doi.org/10.1108/EJM-10-2021-0819 DOI: https://doi.org/10.1108/EJM-10-2021-0819
  27. Chaney, I. M. (2001). Opinion leaders as a segment for marketing communications. Marketing Intelligence & Planning, 19(5), 302–308. https://doi.org/10.1108/EUM0000000005647 DOI: https://doi.org/10.1108/EUM0000000005647
  28. Cheung, C. M. K., & Lee, M. K. O. (2012). What drives consumers to spread electronic word of mouth in online consumer-opinion platforms. Decision Support Systems, 53(1), 218–225. https://doi.org/10.1016/j.dss.2012.01.015 DOI: https://doi.org/10.1016/j.dss.2012.01.015
  29. Chocarro, R., & Cortiñas, M. (2013). The impact of expert opinion in consumer perception of wines. International Journal of Wine Business Research, 25(3), 227–248. https://doi.org/10.1108/IJWBR-2012-0014 DOI: https://doi.org/10.1108/IJWBR-2012-0014
  30. Choi, H., & Burnes, B. (2016). How consumers contribute to the development and continuity of a cultural market. Consumption Markets & Culture, 19(6), 576–596. https://doi.org/10.1080/10253866.2016.1172214 DOI: https://doi.org/10.1080/10253866.2016.1172214
  31. Cicchetti, D. (2009). Wine rating scales: Assessing their utility for producers, consumers, and oenologic researchers. International Journal of Wine Research, 73. https://doi.org/10.2147/IJWR.S4703 DOI: https://doi.org/10.2147/IJWR.S4703
  32. Clauzel, A., Delacour, H., & Liarte, S. (2019). When cuisine becomes less haute: The impact of expert ratings on consumers’ legitimacy judgments. Journal of Business Research, 105, 395–404. https://doi.org/10.1016/j.jbusres.2019.03.038 DOI: https://doi.org/10.1016/j.jbusres.2019.03.038
  33. Compés-López, R., Font-Julian, C. I., & Orduna-Malea, E. (2018, July 12). Has Robert Parker lost his hegemony as a prescriptor in the wine World? A preliminar inquiry through Twitter. Proceedings of the 2nd International Conference on Advanced Research Methods and Analytics (CARMA 2018). CARMA 2018 - 2nd International Conference on Advanced Research Methods and Analytics. https://doi.org/10.4995/CARMA2018.2018.8320 DOI: https://doi.org/10.4995/CARMA2018.2018.8320
  34. Corsi, A., & Ashenfelter, O. (2001). WINE QUALITY: EXPERTS’ RATINGS AND WEATHER DETERMINANTS. 18.
  35. Costanigro, M., Scozzafava, G., & Casini, L. (2019). Vertical differentiation via multi-tier geographical indications and the consumer perception of quality: The case of Chianti wines. Food Policy, 83, 246–259. https://doi.org/10.1016/j.foodpol.2019.01.008 DOI: https://doi.org/10.1016/j.foodpol.2019.01.008
  36. Cox, J., & Kaimann, D. (2015). How do reviews from professional critics interact with other signals of product quality? Evidence from the video game industry: Interaction of professional critic reviews. Journal of Consumer Behaviour, 14(6), 366–377. https://doi.org/10.1002/cb.1553 DOI: https://doi.org/10.1002/cb.1553
  37. Cyr, D., Kwong, L., & Sun, L. (2019). Who Will Replace Parker? A Copula Function Analysis of Bordeaux En Primeur Wine Raters. Journal of Wine Economics, 14(2), 133–144. https://doi.org/10.1017/jwe.2019.4 DOI: https://doi.org/10.1017/jwe.2019.4
  38. D’Alessandro, S., & Pecotich, A. (2013). Evaluation of wine by expert and novice consumers in the presence of variations in quality, brand and country of origin cues. Food Quality and Preference, 28(1), 287–303. https://doi.org/10.1016/j.foodqual.2012.10.002 DOI: https://doi.org/10.1016/j.foodqual.2012.10.002
  39. Dressler, M. (2018). The German Wine Market: A Comprehensive Strategic and Economic Analysis. Beverages, 4(4), 92. https://doi.org/10.3390/beverages4040092 DOI: https://doi.org/10.3390/beverages4040092
  40. Drummond, G., & Rule, G. (2005). Consumer confusion in the UK wine industry. Journal of Wine Research, 16(1), 55–64. https://doi.org/10.1080/09571260500236633 DOI: https://doi.org/10.1080/09571260500236633
  41. Dubois, M., Agnoli, L., Cardebat, J.-M., Compés, R., Faye, B., Frick, B., Gaeta, D., Giraud-Héraud, E., Le Fur, E., Livat, F., Malorgio, G., Masset, P., Meloni, G., Pinilla, V., Rebelo, J., Rossetto, L., Schamel, G., & Simon-Elorz, K. (2021). Did Wine Consumption Change During the COVID-19 Lockdown in France, Italy, Spain, and Portugal? Journal of Wine Economics, 16(2), 131–168. https://doi.org/10.1017/jwe.2021.19 DOI: https://doi.org/10.1017/jwe.2021.19
  42. Dunphy, R., & Lockshin, L. (1998). A contemporary perspective of the Australian wine show system as a marketing tool. Journal of Wine Research, 9(2), 107–129. https://doi.org/10.1080/09571269808718140 DOI: https://doi.org/10.1080/09571269808718140
  43. Edwards, F., & Mort, G. (1991). The Expert Wine Taster. International Marketing Review, 8(4). https://doi.org/10.1108/EUM0000000001538 DOI: https://doi.org/10.1108/EUM0000000001538
  44. Evans, D. S. (2003). Some Empirical Aspects of Multi-sided Platform Industries. Review of Network Economics, 2(3). https://doi.org/10.2202/1446-9022.1026 DOI: https://doi.org/10.2202/1446-9022.1026
  45. Faye, B., Fur, E. L., & Prat, S. (2015). Dynamics of fine wine and asset prices: Evidence from short- and long-run co-movements. Applied Economics, 47(29), 3059–3077. https://doi.org/10.1080/00036846.2015.1011321 DOI: https://doi.org/10.1080/00036846.2015.1011321
  46. Fernandez, J.-L. (2004). La critique vinicole en France: Pouvoir de prescription et construction de la confiance. Harmattan.
  47. Franck, G. (2019). The economy of attention. Journal of Sociology, 55(1), 8–19. https://doi.org/10.1177/1440783318811778 DOI: https://doi.org/10.1177/1440783318811778
  48. Friberg, R., & Grönqvist, E. (2012). Do Expert Reviews Affect the Demand for Wine? American Economic Journal: Applied Economics, 4(1), 193–211. https://doi.org/10.1257/app.4.1.193 DOI: https://doi.org/10.1257/app.4.1.193
  49. Frøst, M. B., & Noble, A. C. (2002). Preliminary Study of the Effect of Knowledge and Sensory Expertise on Liking for Red Wines. 11. DOI: https://doi.org/10.5344/ajev.2002.53.4.275
  50. Gans, J., & Kaplan, S. (2017). Survive and Thrive: Winning Against Strategic Threats to Your Business. Dog Ear Publishing.
  51. Gergaud, O., Ginsburgh, V., & Moreno-Ternero, J. D. (2021). Wine Ratings: Seeking a Consensus among Tasters via Normalization, Approval, and Aggregation. Journal of Wine Economics, 16(3), 321–342. https://doi.org/10.1017/jwe.2021.15 DOI: https://doi.org/10.1017/jwe.2021.15
  52. Gluckman, R. L. (1986). A Consumer Approach to Branded Wines. European Journal of Marketing, 20(6), 21–35. https://doi.org/10.1108/EUM0000000004649 DOI: https://doi.org/10.1108/EUM0000000004649
  53. Gokcekus, O., & Gokcekus, S. (2019). Empirical evidence of lumping and splitting: Expert ratings’ effect on wine prices. Wine Economics and Policy, S2212977418300656. https://doi.org/10.1016/j.wep.2019.09.003 DOI: https://doi.org/10.1016/j.wep.2019.09.003
  54. Hennion, A., Hutter, M., & Stark, D. (2015). Moments of Valuation: Exploring Sites of Dissonance. OUP Oxford.
  55. Hilger, J., Rafert, G., & Villas-Boas, S. (2011). Expert Opinion and the Demand for Experience Goods: An Experimental Approach in the Retail Wine Market. Review of Economics and Statistics, 93(4), 1289–1296. https://doi.org/10.1162/REST_a_00117 DOI: https://doi.org/10.1162/REST_a_00117
  56. Hjorth-Andersen, C. (1991). Quality indicators: In theory and in fact. European Economic Review, 35(8), 1491–1505. https://doi.org/10.1016/0014-2921(91)90014-A DOI: https://doi.org/10.1016/0014-2921(91)90014-A
  57. Honoré-Chedozeau, C., Ballester, J., Chatelet, B., & Lempereur, V. (2015). Wine competition: From between-juries consistency to sensory perception of consumers. BIO Web of Conferences, 5, 03009. https://doi.org/10.1051/bioconf/20150503009 DOI: https://doi.org/10.1051/bioconf/20150503009
  58. Honoré-Chedozeau, C., Chollet, S., Lelièvre-Desmas, M., Ballester, J., & Valentin, D. (2020). From perceptual to conceptual categorization of wines: What is the effect of expertise? Food Quality and Preference, 80, 103806. https://doi.org/10.1016/j.foodqual.2019.103806 DOI: https://doi.org/10.1016/j.foodqual.2019.103806
  59. Hsu, G., Roberts, P. W., & Swaminathan, A. (2007). Standards for quality and the coordinating role of critics. 48.
  60. Hsu, G., Roberts, P. W., & Swaminathan, A. (2012). Evaluative Schemas and the Mediating Role of Critics. Organization Science, 23(1), 83–97. https://doi.org/10.1287/orsc.1100.0630 DOI: https://doi.org/10.1287/orsc.1100.0630
  61. Humphreys, A., & Carpenter, G. S. (2018). Status Games: Market Driving through Social Influence in the U.S. Wine Industry. Journal of Marketing, 82(5), 141–159. https://doi.org/10.1509/jm.16.0179 DOI: https://doi.org/10.1509/jm.16.0179
  62. Jackson, R. S. (2017). Nature and Origins of Wine Quality (pp. 337–370). Academic Press. https://doi.org/10.1016/B978-0-12-801813-2.00008-2 DOI: https://doi.org/10.1016/B978-0-12-801813-2.00008-2
  63. Jiao, L. (2017). Macroeconomic determinants of wine prices. International Journal of Wine Business Research. https://doi.org/10.1108/IJWBR-09-2016-0032 DOI: https://doi.org/10.1108/IJWBR-09-2016-0032
  64. Kaimann, D., Spiess Bru, C. L. M., & Frick, B. (2023). Ratings meet prices: The dynamic relationship of quality signals. Journal of Wine Economics, 1–19. https://doi.org/10.1017/jwe.2023.14 DOI: https://doi.org/10.1017/jwe.2023.14
  65. Karpik, L. (2007). L’économie des singularités. Gallimard.
  66. Khalafyan, A. A., Temerdashev, Z. A., Akin’shina, V. A., & Yakuba, Yu. F. (2021). Study of consistency of expert evaluations of wine sensory characteristics by positional analysis. Heliyon, 7(2), e06162. https://doi.org/10.1016/j.heliyon.2021.e06162 DOI: https://doi.org/10.1016/j.heliyon.2021.e06162
  67. Kiatkawsin, K., & Han, H. (2019). What drives customers’ willingness to pay price premiums for luxury gastronomic experiences at michelin-starred restaurants? International Journal of Hospitality Management, 82, 209–219. https://doi.org/10.1016/j.ijhm.2019.04.024 DOI: https://doi.org/10.1016/j.ijhm.2019.04.024
  68. Kopsacheilis, O., Pipergias Analytis, P., Kaushik, K., Herzog, S., Bahrami, B., & Deroy, O. (2023). Crowdsourcing the Assessment of Wine Quality—Evidence from Vivino (SSRN Scholarly Paper 4355578). https://doi.org/10.2139/ssrn.4355578 DOI: https://doi.org/10.2139/ssrn.4355578
  69. Kotonya, N., De Cristofaro, P., & De Cristofaro, E. (2018). Of Wines and Reviews: Measuring and Modeling the Vivino Wine Social Network. 2018 IEEE/ACM International Conference on Advances in Social Networks Analysis and Mining (ASONAM), 387–392. https://doi.org/10.1109/ASONAM.2018.8508776 DOI: https://doi.org/10.1109/ASONAM.2018.8508776
  70. Kwak, Y.-S., Nam, Y.-J., & Hong, J.-W. (2021). Effect of Online Collective Intelligence in Wine Industry: Focus on Correlation between Wine Quality Ratings and On-Premise Prices. Sustainability, 13(14), Article 14. https://doi.org/10.3390/su13148001 DOI: https://doi.org/10.3390/su13148001
  71. Kwon, W., & Easton, G. (2010). Conceptualizing the role of evaluation systems in markets: The case of dominant evaluators. Marketing Theory, 10(2), 123–143. https://doi.org/10.1177/1470593110366907 DOI: https://doi.org/10.1177/1470593110366907
  72. Lacey, S., Bruwer, J., & Li, E. (2009). The role of perceived risk in wine purchase decisions in restaurants. International Journal of Wine Business Research, 21(2), 99–117. https://doi.org/10.1108/17511060910967962 DOI: https://doi.org/10.1108/17511060910967962
  73. Lallement, J., Dejean, S., Euzéby, F., & Martinez, C. (2019). The interaction between reputation and information search: Evidence of information avoidance and confirmation bias. Journal of Retailing and Consumer Services, S0969698918308002. https://doi.org/10.1016/j.jretconser.2019.03.014 DOI: https://doi.org/10.1016/j.jretconser.2019.03.014
  74. Lamour, C., & De la Robertie. (2015). A DEFINITION OF SHOPPING PRESCRIPTION AND ITS INTEGRATION INTO THE DECISION-MAKING PROCESS. 27.
  75. Lamour, C., & De La Robertie, C. (2016). Prescribed consumption and consumers’ decision-making styles: A cross-cultural comparison between Europe and Asia. International Journal of Retail & Distribution Management, 44(3), 266–283. https://doi.org/10.1108/IJRDM-02-2015-0018 DOI: https://doi.org/10.1108/IJRDM-02-2015-0018
  76. Landon, S., & Smith, C. E. (1997). The Use of Quality and Reputation Indicators by Consumers: The Case of Bordeaux Wine. Journal of Consumer Policy, 20(3), 289–323. https://doi.org/10.1023/A:1006830218392 DOI: https://doi.org/10.1023/A:1006830218392
  77. Ling, B.-H., & Lockshin, L. (2003). Components of Wine Prices for Australian Wine: How Winery Reputation, Wine Quality, Region, Vintage, and Winery Size Contribute to the Price of Varietal Wines. Australasian Marketing Journal (AMJ), 11(3), 19–32. https://doi.org/10.1016/S1441-3582(03)70132-3 DOI: https://doi.org/10.1016/S1441-3582(03)70132-3
  78. Malorgio, G., Camanzi, L., & Grazia, C. (2007). Effectiveness of European Appellations of Origin on the International wine market (690-2016–47320). AgEcon Search. https://doi.org/10.22004/ag.econ.7896
  79. Malter, M. S., Holbrook, M. B., Kahn, B. E., Parker, J. R., & Lehmann, D. R. (2020). The past, present, and future of consumer research. Marketing Letters, 31(2), 137–149. https://doi.org/10.1007/s11002-020-09526-8 DOI: https://doi.org/10.1007/s11002-020-09526-8
  80. Marks, D. (2015). Seeking the Veritas about the Vino: Fine wine ratings as wine knowledge. Journal of Wine Research, 26(4), 319–335. https://doi.org/10.1080/09571264.2015.1083953 DOI: https://doi.org/10.1080/09571264.2015.1083953
  81. Marks, D. (2020). Erring Experts? A Critique of Wine Ratings as Hedonic Scaling. Journal of Wine Economics, 15(4), 386–393. https://doi.org/10.1017/jwe.2020.42 DOI: https://doi.org/10.1017/jwe.2020.42
  82. Masset, P., & Weisskopf, J.-P. (2018). Wine indices in practice: Nicely labeled but slightly corked. Economic Modelling, 68, 555–569. https://doi.org/10.1016/j.econmod.2017.03.025 DOI: https://doi.org/10.1016/j.econmod.2017.03.025
  83. Mastroberardino, P., Calabrese, G., Cortese, F., & Petracca, M. (2019). The Internationalization of Business and Their Approach to New Markets: A Focus on US Wine Consumer. International Journal of Business and Management, 14(12), 14. https://doi.org/10.5539/ijbm.v14n12p14 DOI: https://doi.org/10.5539/ijbm.v14n12p14
  84. Mazzoli, E., & Palumbo, L. (2022). In Vivino Veritas: An Investigation on Consumers’ Quality Perception and Wine Choice Determinants (SSRN Scholarly Paper 4114012). https://papers.ssrn.com/abstract=4114012
  85. Mueller, S., Osidacz, P., Francis, I. L., & Lockshin, L. (2010). Combining discrete choice and informed sensory testing in a two-stage process: Can it predict wine market share? Food Quality and Preference, 21(7), 741–754. https://doi.org/10.1016/j.foodqual.2010.06.008 DOI: https://doi.org/10.1016/j.foodqual.2010.06.008
  86. Narwal, P., & Nayak, J. K. (2020). How consumers form product quality perceptions in absence of fixed posted prices: Interaction of product cues with seller reputation and third-party reviews. Journal of Retailing and Consumer Services, 52, 101924. https://doi.org/10.1016/j.jretconser.2019.101924 DOI: https://doi.org/10.1016/j.jretconser.2019.101924
  87. Neuninger, R., Mather, D., & Duncan, T. (2017). Consumer’s scepticism of wine awards: A study of consumers’ use of wine awards. Journal of Retailing and Consumer Services, 35, 98–105. https://doi.org/10.1016/j.jretconser.2016.12.003 DOI: https://doi.org/10.1016/j.jretconser.2016.12.003
  88. O’Brien, D., Wellbrock, C.-M., & Kleer, N. (2020). Content for Free? Drivers of Past Payment, Paying Intent and Willingness to Pay for Digital Journalism – A Systematic Literature Review. Digital Journalism, 8(5), 643–672. https://doi.org/10.1080/21670811.2020.1770112 DOI: https://doi.org/10.1080/21670811.2020.1770112
  89. Oczkowski, E., & Pawsey, N. (2019). Community and Expert Wine Ratings and Prices. Economic Papers: A Journal of Applied Economics and Policy, 38(1), 27–40. https://doi.org/10.1111/1759-3441.12240 DOI: https://doi.org/10.1111/1759-3441.12240
  90. Odorici, V., & Corrado, R. (2004). Between Supply and Demand: Intermediaries, Social Networks and the Construction of Quality in the Italian Wine Industry. Journal of Management & Governance, 8(2), 149–171. https://doi.org/10.1023/B:MAGO.0000026542.18647.48 DOI: https://doi.org/10.1023/B:MAGO.0000026542.18647.48
  91. Olivesi, S. (2018). Des vins et des hommes: Une économie symbolique du goût. Presses universitaires de Grenoble.
  92. Parga-Dans, E., & Alonso González, P. (2017). ‘Marketing quality’ in the food sector: Towards a critical engagement with the ‘quality turn’ in wine. Geoforum, 85, 5–8. https://doi.org/10.1016/j.geoforum.2017.07.005 DOI: https://doi.org/10.1016/j.geoforum.2017.07.005
  93. Parga-Dans, E., Alonso González, P., & Otero-Enríquez, R. (2022). The role of expert judgments in wine quality assessment: The mismatch between chemical, sensorial and extrinsic cues. British Food Journal, 124(12), 4286–4303. https://doi.org/10.1108/BFJ-04-2021-0373 DOI: https://doi.org/10.1108/BFJ-04-2021-0373
  94. Paroissien, E. (2017). Essays in Empirical Economics on the Formation of Wine Prices (Issue 2017BORD0839) [Theses, Université de Bordeaux]. https://tel.archives-ouvertes.fr/tel-01701831
  95. Paroissien, E., & Visser, M. (2020). The Causal Impact of Medals on Wine Producers’ Prices and the Gains from Participating in Contests. American Journal of Agricultural Economics, 102(4), 1135–1153. https://doi.org/10.1002/ajae.12037 DOI: https://doi.org/10.1002/ajae.12037
  96. Parsons, A. G., & Thompson, A. (2009). Wine recommendations: Who do I believe? British Food Journal, 111(9), 1003–1015. https://doi.org/10.1108/00070700910992899 DOI: https://doi.org/10.1108/00070700910992899
  97. Podsakoff, P. M., MacKenzie, S. B., Lee, J.-Y., & Podsakoff, N. P. (2003). Common method biases in behavioral research: A critical review of the literature and recommended remedies. The Journal of Applied Psychology, 88(5), 879–903. https://doi.org/10.1037/0021-9010.88.5.879 DOI: https://doi.org/10.1037/0021-9010.88.5.879
  98. Reuter, J. (2009). Does Advertising Bias Product Reviews? An Analysis of Wine Ratings. Journal of Wine Economics, 4(2), 125–151. https://doi.org/10.1017/S1931436100000766 DOI: https://doi.org/10.1017/S1931436100000766
  99. Ribeiro, T., Corsi, A., Lockshin, L., Louviere, J., & Loose, S. M. (2020). Analysis of consumer preferences for information and expert opinion using a discrete choice experiment. Portuguese Economic Journal, 19(1), 67–80. https://doi.org/10.1007/s10258-019-00154-3 DOI: https://doi.org/10.1007/s10258-019-00154-3
  100. Rizo, A., Bartu, A., Laguna, L., & Tarrega, A. (2023). Effect of an opinion app on expectations and emotional responses of young consumers toward white wines. Food Quality and Preference, 103, 104706. https://doi.org/10.1016/j.foodqual.2022.104706 DOI: https://doi.org/10.1016/j.foodqual.2022.104706
  101. Schamel, G. (2000). Individual and collective reputations indicators of wine quality. 22. DOI: https://doi.org/10.2139/ssrn.231217
  102. Schamel, G. (2004). An Empirical Analysis of Online Auction Prices for Bordeaux Wine. 17.
  103. Schamel, G. (2009). Dynamic Analysis of Brand and Regional Reputation: The Case of Wine. Journal of Wine Economics, 4(1), 62–80. https://doi.org/10.1017/S1931436100000687 DOI: https://doi.org/10.1017/S1931436100000687
  104. Schamel, G., & Gastaldello, G. (2022). Exploring online community wine ratings: Are more popular wines rated higher? Book of Abstracts of First Conference of the EuAWE - European Association of Wine Economists, Vila Real, Portugal, May 2022, 1(1), 156–158.
  105. Schiefer, J., & Fischer, C. (2008). The gap between wine expert ratings and consumer preferences: Measures, determinants and marketing implications. International Journal of Wine Business Research, 20(4), 335–351. https://doi.org/10.1108/17511060810919443 DOI: https://doi.org/10.1108/17511060810919443
  106. Shapin, S. (2012). The Tastes of Wine: Towards a Cultural History. Rivista Di Estetica, 51, Article 51. https://doi.org/10.4000/estetica.1395 DOI: https://doi.org/10.4000/estetica.1395
  107. Sharkey, A., Kovacs, B., & Hsu, G. (2022). Expert Critics, Rankings, and Review Aggregators: The Changing Nature of Intermediation and the Rise of Markets with Multiple Intermediaries. Academy of Management Annals. https://doi.org/10.5465/annals.2021.0025 DOI: https://doi.org/10.5465/annals.2021.0025
  108. Smith, B. C. (2019). Getting More Out of Wine: Wine experts, wine apps and sensory science1. Current Opinion in Food Science, S2214799319300165. https://doi.org/10.1016/j.cofs.2019.10.007 DOI: https://doi.org/10.1016/j.cofs.2019.10.007
  109. Snyder, H. (2019). Literature review as a research methodology: An overview and guidelines. Journal of Business Research, 104, 333–339. https://doi.org/10.1016/j.jbusres.2019.07.039 DOI: https://doi.org/10.1016/j.jbusres.2019.07.039
  110. Song, K.-S. (2012). Effects of Wine Selection Attributes on Satisfaction and Repurchase Intention -Focused on the Moderating Effect of Wine Involvement-. The Journal of the Korea Contents Association, 12(5), 431–446. https://doi.org/10.5392/JKCA.2012.12.05.431 DOI: https://doi.org/10.5392/JKCA.2012.12.05.431
  111. Spence, M. (1973). Job market signaling. Quarterly Journal of Economics, 87(3), 355–374. DOI: https://doi.org/10.2307/1882010
  112. Steinberger, M. (2008). Every one a critic the future of wine writing. World of Fine Wine, 18, 130–135.
  113. Stenger, T. (2017). La prescription dans le commerce en ligne: Proposition d’un cadre conceptuel issu de la vente de vin par Internet. Revue Française du Marketing, 27.
  114. Storchmann, K. (2012). Wine Economics. Journal of Wine Economics, 7(1), 1–33. https://doi.org/10.1017/jwe.2012.8 DOI: https://doi.org/10.1017/jwe.2012.8
  115. Stuen, E. T., Miller, J. R., & Stone, R. W. (2015). An Analysis of Wine Critic Consensus: A Study of Washington and California Wines. Journal of Wine Economics, 10(1), 47–61. https://doi.org/10.1017/jwe.2015.3 DOI: https://doi.org/10.1017/jwe.2015.3
  116. Teil, G. (2001). La production du jugement esthétique sur les vins par la critique vinicole. Sociologie du Travail, 43(1), 67–89. https://doi.org/10.1016/S0038-0296(01)01122-0 DOI: https://doi.org/10.1016/S0038-0296(01)01122-0
  117. Teil, G. (2021). Wine Diversity: Paradox or Economic Innovation? Journal of Cultural Analysis and Social Change, 6(2), 13. https://doi.org/10.20897/jcasc/11451 DOI: https://doi.org/10.20897/jcasc/11451
  118. Thode, S. F., Taylor, L. W., & Maskulka, J. M. (2002). Information Asymmetries in the Pricing of Fine Wines. International Journal of Wine Marketing, 14(1), 5–13. https://doi.org/10.1108/eb008731 DOI: https://doi.org/10.1108/eb008731
  119. Thrane, C. (2019). Expert reviews, peer recommendations and buying red wine: Experimental evidence. Journal of Wine Research, 30(2), 166–177. https://doi.org/10.1080/09571264.2019.1614548 DOI: https://doi.org/10.1080/09571264.2019.1614548
  120. Torraco, R. J. (2005). Writing Integrative Literature Reviews: Guidelines and Examples. Human Resource Development Review, 4(3), 356–367. https://doi.org/10.1177/1534484305278283 DOI: https://doi.org/10.1177/1534484305278283
  121. Vigar-Ellis, D., Pitt, L., & Caruana, A. (2015). Does objective and subjective knowledge vary between opinion leaders and opinion seekers? Implications for wine marketing. Journal of Wine Research, 26(4), 304–318. https://doi.org/10.1080/09571264.2015.1092120 DOI: https://doi.org/10.1080/09571264.2015.1092120
  122. Villas-Boas, S. B., Bonnet, C., & Hilger, J. (2021). Random Utility Models, Wine and Experts. American Journal of Agricultural Economics, 103(2), 663–681. https://doi.org/10.1111/ajae.12129 DOI: https://doi.org/10.1111/ajae.12129
  123. Waibel, D., Peetz, T., & Meier, F. (2021). Valuation Constellations. Valuation Studies, 8, 33–66. https://doi.org/10.3384/VS.2001-5992.2021.8.1.33-66 DOI: https://doi.org/10.3384/VS.2001-5992.2021.8.1.33-66
  124. Whittemore, R., & Knafl, K. (2005). The integrative review: Updated methodology. Journal of Advanced Nursing, 52(5), 546–553. https://doi.org/10.1111/j.1365-2648.2005.03621.x DOI: https://doi.org/10.1111/j.1365-2648.2005.03621.x
  125. Zhang, Z., Ye, Q., Law, R., & Li, Y. (2010). The impact of e-word-of-mouth on the online popularity of restaurants: A comparison of consumer reviews and editor reviews. International Journal of Hospitality Management, 29(4), 694–700. https://doi.org/10.1016/j.ijhm.2010.02.002 DOI: https://doi.org/10.1016/j.ijhm.2010.02.002