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Published in: Journal of the Academy of Marketing Science 3/2019

04-12-2018 | Original Empirical Research

Herding in the consumption and purchase of digital goods and moderators of the herding bias

Authors: Amy Wenxuan Ding, Shibo Li

Published in: Journal of the Academy of Marketing Science | Issue 3/2019

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Abstract

Digital goods are increasingly produced by average individuals in a serialized fashion. However, it is unclear whether users engage in herding in the consumption and purchase of such digital goods and what the moderators of the herding effect are. Thus, we propose a simultaneous equations model based on herding theory to theoretically examine users’ potential herding behavior through two competing effects: the private signal effect and the sequential actions effect, which refer to the impact of the private signals and observed sequential actions of others on user quality inference and herding, respectively. The model is implemented in a hierarchical Bayes framework, and it is estimated using data from the top Chinese literature site. The empirical results suggest that users engage in rational herding in both digital book consumption and purchase on the focal site and that the herding bias is surprisingly stronger for purchasing. Product features significantly mitigate the herding bias, while the reputation of the producer and competition exacerbate the herding effect. The impact of this rational herding is also quantified. This study offers new insights and important theoretical and managerial implications for marketing researchers, amateur producers, marketing managers, and publishers.

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Appendix
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Footnotes
1
Social influence or contagion refers to the spread of ideas, attitudes, or behavior patterns in a group through imitation and conformity (Colman 2014). Imitation is an advanced behavior whereby an individual observes and replicates another’s behavior. Therefore, herding is one specific type of informational social influence or imitation where the two conditions (the uncertainty condition and the sequential action condition) must be satisfied. Social contagion and imitation do not necessarily lead to herding.
 
2
We used two popular text analyzers for Chinese characters on some book chapters from the site—the Chinese parser developed by the Stanford Natural Language Processing Group (http://​nlp.​stanford.​edu/​software/​lex-parser.​html) and yoshikoder software developed by Will Lowe at Harvard’s Weatherhead Center for International Affairs (http://​yoshikoder.​sourceforge.​net/). Unfortunately, we found that the accuracy of these text analysis tools is low and unreliable, and this textual analysis was overwhelmingly time-consuming.
 
Literature
go back to reference Akerlof, G. A. (1970). The market for ‘lemons’: quality uncertainty and the market mechanism. Quarterly Journal of Economics, 84(3), 488–500.CrossRef Akerlof, G. A. (1970). The market for ‘lemons’: quality uncertainty and the market mechanism. Quarterly Journal of Economics, 84(3), 488–500.CrossRef
go back to reference Anthony, J. (2012). The challenge of e-book growth in international markets. Publishing Research Quarterly, 28(October), 273–284.CrossRef Anthony, J. (2012). The challenge of e-book growth in international markets. Publishing Research Quarterly, 28(October), 273–284.CrossRef
go back to reference Banerjee, A. (1992). A simple model of herd behavior. Quarterly Journal of Economics, 107(3), 797–817.CrossRef Banerjee, A. (1992). A simple model of herd behavior. Quarterly Journal of Economics, 107(3), 797–817.CrossRef
go back to reference Bikhchandani, S., & Sharma, S. (2000). Herd behavior in financial markets? IMF Staff Papers, 47(3), 279–310. Bikhchandani, S., & Sharma, S. (2000). Herd behavior in financial markets? IMF Staff Papers, 47(3), 279–310.
go back to reference Bikhchandani, S., Hirshlleifer, D., & Welch, I. (1992). Theory of fads, fashion, custom, and cultural change as information cascades. Journal of Political Economy, 100(5), 992–1026.CrossRef Bikhchandani, S., Hirshlleifer, D., & Welch, I. (1992). Theory of fads, fashion, custom, and cultural change as information cascades. Journal of Political Economy, 100(5), 992–1026.CrossRef
go back to reference Chen, Y. (2008). Herd behavior in purchasing books online. Computers in Human Behavior, 24, 1977–1992.CrossRef Chen, Y. (2008). Herd behavior in purchasing books online. Computers in Human Behavior, 24, 1977–1992.CrossRef
go back to reference Chen, Y., Wang, Q., & Xie, J. (2011). Online social interactions: a natural experiment on word of mouth versus observational learning. Journal of Marketing Research, (April), 238–254. Chen, Y., Wang, Q., & Xie, J. (2011). Online social interactions: a natural experiment on word of mouth versus observational learning. Journal of Marketing Research, (April), 238–254.
go back to reference Cipriani, M., & Guarino, A. (2005). Herd behavior in a laboratory financial market. American Economic Review, 95(5), 1427–1443.CrossRef Cipriani, M., & Guarino, A. (2005). Herd behavior in a laboratory financial market. American Economic Review, 95(5), 1427–1443.CrossRef
go back to reference Cipriani, M., & Guarino, A. (2014). Estimating a structural model of herd behavior in financial markets. American Economic Review, 104(1), 224–251.CrossRef Cipriani, M., & Guarino, A. (2014). Estimating a structural model of herd behavior in financial markets. American Economic Review, 104(1), 224–251.CrossRef
go back to reference Conley, T. G., Hansen, C. B., & Rossi, P. E. (2012). Plausibly exogenous. The Review of Economics and Statistics, 94(1), 260–272.CrossRef Conley, T. G., Hansen, C. B., & Rossi, P. E. (2012). Plausibly exogenous. The Review of Economics and Statistics, 94(1), 260–272.CrossRef
go back to reference Dawar, N., & Parker, P. (1994). Marketing universals: consumers’ use of brand name, price, physical appearance, and retailer reputation as signals of product quality. Journal of Marketing, 58(2), 81–95. Dawar, N., & Parker, P. (1994). Marketing universals: consumers’ use of brand name, price, physical appearance, and retailer reputation as signals of product quality. Journal of Marketing, 58(2), 81–95.
go back to reference Desai, P. (2000). Multiple messages to retain retailers: signaling new product demand. Marketing Science, 19(4), 381–389.CrossRef Desai, P. (2000). Multiple messages to retain retailers: signaling new product demand. Marketing Science, 19(4), 381–389.CrossRef
go back to reference Devenow, A., & Welch, I. (1996). Rational herding in financial economics. European Economic Review, 40, 603–615.CrossRef Devenow, A., & Welch, I. (1996). Rational herding in financial economics. European Economic Review, 40, 603–615.CrossRef
go back to reference Dhar, T., Sun, G., & Weinberg, C. B. (2012). The long-term box office performance of sequel movies. Marketing Letters, 23(1), 13–29.CrossRef Dhar, T., Sun, G., & Weinberg, C. B. (2012). The long-term box office performance of sequel movies. Marketing Letters, 23(1), 13–29.CrossRef
go back to reference Dholakia, U. M., & Soltysinski, K. (2001). Coveted or overlooked? The psychology of bidding for comparable listings in digital auctions. Marketing Letters, 12(3), 225–237.CrossRef Dholakia, U. M., & Soltysinski, K. (2001). Coveted or overlooked? The psychology of bidding for comparable listings in digital auctions. Marketing Letters, 12(3), 225–237.CrossRef
go back to reference Dholakia, U. M., Basuroy, S., & Soltysinski, K. (2002). Auction or agent (or both)? A study of moderators of the herding bias in digital auctions. International Journal of Research in Marketing, 19, 115–130.CrossRef Dholakia, U. M., Basuroy, S., & Soltysinski, K. (2002). Auction or agent (or both)? A study of moderators of the herding bias in digital auctions. International Journal of Research in Marketing, 19, 115–130.CrossRef
go back to reference Drehmann, M., Oechssler, J., & Roider, A. (2005). Herding and contrarian behavior in financial markets: an internet experiment. American Economic Review, 95(5), 1403–1426.CrossRef Drehmann, M., Oechssler, J., & Roider, A. (2005). Herding and contrarian behavior in financial markets: an internet experiment. American Economic Review, 95(5), 1403–1426.CrossRef
go back to reference Duan, W., Gu, B., & Whinston, A. B. (2009). Informational cascades vs. network externalities: an empirical investigation of herding on software downloading. MIS Quarterly, 33(1), 23–48.CrossRef Duan, W., Gu, B., & Whinston, A. B. (2009). Informational cascades vs. network externalities: an empirical investigation of herding on software downloading. MIS Quarterly, 33(1), 23–48.CrossRef
go back to reference Engel, J. F., Kollat, D. T., & Blackwell, R. D. (1968). Consumer behavior (1st ed.). New York: Holt, Rinehart and Winston. Engel, J. F., Kollat, D. T., & Blackwell, R. D. (1968). Consumer behavior (1st ed.). New York: Holt, Rinehart and Winston.
go back to reference Graham, J. R. (1999). Herding among investment newsletters: theory and evidence. Journal of Finance, LIV(1), 237–268.CrossRef Graham, J. R. (1999). Herding among investment newsletters: theory and evidence. Journal of Finance, LIV(1), 237–268.CrossRef
go back to reference Hamilton, W. D. (1971). Geometry for the selfish herd. Journal of Theoretical Biology, 31, 295–311.CrossRef Hamilton, W. D. (1971). Geometry for the selfish herd. Journal of Theoretical Biology, 31, 295–311.CrossRef
go back to reference Herzenstein, M., Dholakia, U. M., & Andrews, R. L. (2011). Strategic herding behavior in peer-to-peer loan auctions. Journal of Interactive Marketing, 25, 27–36.CrossRef Herzenstein, M., Dholakia, U. M., & Andrews, R. L. (2011). Strategic herding behavior in peer-to-peer loan auctions. Journal of Interactive Marketing, 25, 27–36.CrossRef
go back to reference Ho, E., Kowatsch, T., & Llic, A. (2014). The sales velocity effect on retailing. Journal of Interactive Marketing, 28(4), 237–256.CrossRef Ho, E., Kowatsch, T., & Llic, A. (2014). The sales velocity effect on retailing. Journal of Interactive Marketing, 28(4), 237–256.CrossRef
go back to reference Huang, J. H., & Chen, Y. F. (2006). Herding in online product choice. Psychology & Marketing, 23(5), 413–428.CrossRef Huang, J. H., & Chen, Y. F. (2006). Herding in online product choice. Psychology & Marketing, 23(5), 413–428.CrossRef
go back to reference Kalra, A., & Li, S. (2008). Signaling quality through specialization. Marketing Science, 27(2), 168–184.CrossRef Kalra, A., & Li, S. (2008). Signaling quality through specialization. Marketing Science, 27(2), 168–184.CrossRef
go back to reference Keynes, J. M. (1930). A treatise on money. London: Macmillan. Keynes, J. M. (1930). A treatise on money. London: Macmillan.
go back to reference Khanna, N., & Mathews, R. D. (2011). Can herding improve investment decisions? RAND Journal of Economics, 42(1), 150–174.CrossRef Khanna, N., & Mathews, R. D. (2011). Can herding improve investment decisions? RAND Journal of Economics, 42(1), 150–174.CrossRef
go back to reference Langley, D. J., Hoeve, M. C., Ortt, J. R., Pals, N., & van der Vecht, B. (2014). Patterns of herding and their occurrence in an online setting. Journal of Interactive Marketing, 28, 16–25.CrossRef Langley, D. J., Hoeve, M. C., Ortt, J. R., Pals, N., & van der Vecht, B. (2014). Patterns of herding and their occurrence in an online setting. Journal of Interactive Marketing, 28, 16–25.CrossRef
go back to reference Lee, Y. J., Hosanagar, K., & Tan, Y. (2015). Do I follow my friends or the crowd? Information cascades in online movie ratings. Management Science, 61(9), 2241–2258.CrossRef Lee, Y. J., Hosanagar, K., & Tan, Y. (2015). Do I follow my friends or the crowd? Information cascades in online movie ratings. Management Science, 61(9), 2241–2258.CrossRef
go back to reference Li, Y. (2016). Online fiction becomes Chinese cultural force. The Wall Street Journal, July 20. Li, Y. (2016). Online fiction becomes Chinese cultural force. The Wall Street Journal, July 20.
go back to reference Li, S., Srinivasan, K., & Sun, B. (2009). Internet auction features as quality signals. Journal of Marketing, 73(January), 75–92.CrossRef Li, S., Srinivasan, K., & Sun, B. (2009). Internet auction features as quality signals. Journal of Marketing, 73(January), 75–92.CrossRef
go back to reference Li, S., Liechty, J. C. & Montgomery, A. L. (2017). Modeling category viewership of web users with multivariate count models. Working paper, Kelley School of Business, Indiana University. Li, S., Liechty, J. C. & Montgomery, A. L. (2017). Modeling category viewership of web users with multivariate count models. Working paper, Kelley School of Business, Indiana University.
go back to reference Liu, T., & Schiraldi, P. (2012). New product launch: herd seeking or herd preventing? Economic Theory, 51, 627–648.CrossRef Liu, T., & Schiraldi, P. (2012). New product launch: herd seeking or herd preventing? Economic Theory, 51, 627–648.CrossRef
go back to reference Liu, C. Z., Au, Y. A., & Choi, H. S. (2014). Effect of freemium strategy in the mobile app market: an empirical study of Google play. Journal of Management Information Systems, 31(3), 326–354.CrossRef Liu, C. Z., Au, Y. A., & Choi, H. S. (2014). Effect of freemium strategy in the mobile app market: an empirical study of Google play. Journal of Management Information Systems, 31(3), 326–354.CrossRef
go back to reference Manchanda, P., Rossi, P., & Chintagunta, P. (2004). Response modeling with nonrandom marketing mix variables. Journal of Marketing Research, 41(4), 467–478.CrossRef Manchanda, P., Rossi, P., & Chintagunta, P. (2004). Response modeling with nonrandom marketing mix variables. Journal of Marketing Research, 41(4), 467–478.CrossRef
go back to reference Melissas, N. (2005). Herd behavior as an incentive scheme. Economic Theory, 26, 517–536.CrossRef Melissas, N. (2005). Herd behavior as an incentive scheme. Economic Theory, 26, 517–536.CrossRef
go back to reference Raafat, R. M., Chater, N., & Frith, C. (2009). Herding in humans. Trends in Cognitive Sciences, 13(10), 420–428.CrossRef Raafat, R. M., Chater, N., & Frith, C. (2009). Herding in humans. Trends in Cognitive Sciences, 13(10), 420–428.CrossRef
go back to reference Rizzelo, S. (2004). Knowledge as a path-dependence process. Journal of Bioeconomics, 6, 255–274.CrossRef Rizzelo, S. (2004). Knowledge as a path-dependence process. Journal of Bioeconomics, 6, 255–274.CrossRef
go back to reference Schmittlein, D. C., Morrison, D. G., & Colombo, R. (1987). Counting your customers: who are they and what will they do next? Management Science, 33(1), 1–24.CrossRef Schmittlein, D. C., Morrison, D. G., & Colombo, R. (1987). Counting your customers: who are they and what will they do next? Management Science, 33(1), 1–24.CrossRef
go back to reference Sgroi, D. (2003). The right choice at the right time: a herding experiment in endogenous time. Experimental Economics, 6, 159–180.CrossRef Sgroi, D. (2003). The right choice at the right time: a herding experiment in endogenous time. Experimental Economics, 6, 159–180.CrossRef
go back to reference Simonsohn, U., & Ariely, D. (2008). When rational sellers face nonrational buyers: evidence from herding on eBay. Management Science, 54(9), 1624–1637.CrossRef Simonsohn, U., & Ariely, D. (2008). When rational sellers face nonrational buyers: evidence from herding on eBay. Management Science, 54(9), 1624–1637.CrossRef
go back to reference Spyrou, S. (2013). Herding in financial markets: a review of the literature. Review of Behavioral Finance, 5(2), 175–194.CrossRef Spyrou, S. (2013). Herding in financial markets: a review of the literature. Review of Behavioral Finance, 5(2), 175–194.CrossRef
go back to reference Streitfeld, D. (2014). Web fiction, serialized and social. The New York Times, March 23, 2014. Streitfeld, D. (2014). Web fiction, serialized and social. The New York Times, March 23, 2014.
go back to reference Tucker, C., & Zhang, J. (2011). How does popularity information affect choices? A field experiment. Management Science, 57(5), 828–842.CrossRef Tucker, C., & Zhang, J. (2011). How does popularity information affect choices? A field experiment. Management Science, 57(5), 828–842.CrossRef
go back to reference Villas-Boas, J. M., & Winer, R. S. (1999). Endogeneity in brand choice models. Marketing Science, 45(10), 1324–1338. Villas-Boas, J. M., & Winer, R. S. (1999). Endogeneity in brand choice models. Marketing Science, 45(10), 1324–1338.
go back to reference www.china.com.cn. (2012). Qidian.com accounts for 43.8% market share in the online literary market, May 8, 2012. www.china.com.cn. (2012). Qidian.​com accounts for 43.8% market share in the online literary market, May 8, 2012.
go back to reference Zalmanson, L., & Oestreicher-Singer, G. (2016). Turning content viewers into subscribers. MIT Sloan Management Review, 57(3), 10–13. Zalmanson, L., & Oestreicher-Singer, G. (2016). Turning content viewers into subscribers. MIT Sloan Management Review, 57(3), 10–13.
go back to reference Zhang, J. (2010). The sound of silence: observational learning in the U.S. kidney market. Marketing Science, 29(2), 315–335.CrossRef Zhang, J. (2010). The sound of silence: observational learning in the U.S. kidney market. Marketing Science, 29(2), 315–335.CrossRef
go back to reference Zhang, J., & Liu, P. (2012). Rational herding in microloan markets. Management Science, 58(5), 892–912.CrossRef Zhang, J., & Liu, P. (2012). Rational herding in microloan markets. Management Science, 58(5), 892–912.CrossRef
go back to reference Zhang, J., Liu, Y., & Chen, Y. (2018). Social learning in networks of friends versus strangers. Marketing Science, 34(4), 573–589.CrossRef Zhang, J., Liu, Y., & Chen, Y. (2018). Social learning in networks of friends versus strangers. Marketing Science, 34(4), 573–589.CrossRef
Metadata
Title
Herding in the consumption and purchase of digital goods and moderators of the herding bias
Authors
Amy Wenxuan Ding
Shibo Li
Publication date
04-12-2018
Publisher
Springer US
Published in
Journal of the Academy of Marketing Science / Issue 3/2019
Print ISSN: 0092-0703
Electronic ISSN: 1552-7824
DOI
https://doi.org/10.1007/s11747-018-0619-0

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