• Ei tuloksia

In this study, I have examined whether sin stocks in alcohol, tobacco and gambling industries have provided investors abnormal positive returns in Western Europe. I estimate the returns with Capital Asset Pricing Model, Fama-French Three-Factor Model and Carhart Four-Factor Model and find that the Sin Portfolio returns have a positive alpha during the period 2000-2021. The findings show that the Sin Portfolio returns 0.40% monthly after controlling with commonly known variables SMB, HML and MOM. Furthermore, I examine the industry returns individually and by excluding each industry from the Sin Portfolio one by one and find that gambling drives at least partly the returns of the Sin Portfolio. Although the share of gambling stocks is rather small in the Sin Portfolio, excluding these stocks results in the disappearance of significant abnormal returns of the Sin Portfolio. Results suggesting that gambling stocks drive the returns are somewhat contradictory to previous research since Troberg’s (2016) results show that significant abnormal returns do not disappear when excluding gambling stocks from the Sin Portfolio. Additionally, I employ Carhart Four-Factor Model to study the returns of the Sin Portfolio during the ongoing Covid-19 pandemic. I find positive but not significant alpha for the Sin Portfolio during the pandemic. I also inspect each industry during the pandemic and find that only the gambling industry has significant alpha, at 1% level. Results suggest that sin stocks ex. gambling has not provided significantly abnormal results during the pandemic. Inspecting relatively low market betas of the Sin Portfolio and each industry portfolio (alcohol, tobacco and gambling) separately, I find that sin industries possess defensive characteristics. Previous literature has found supportive evidence, as Troberg (2016) shows that sin stocks are quite resistant against recessions and recover rapidly from sinking markets. Salaber (2009) examines the US stock market and finds that sin stocks outperform during the bear market but underperform during the bull market. Prior literature suggests that the defensive characteristics of sin stocks might arise from their addictive traits.

The results provide further evidence on the outperformance of sin stocks and that the phenomena occur broadly in various market areas. Whereas there are studies from the US (eg., Hong and Kacperczyk, 2006; Richey, 2017) and the whole of Europe (eg., Troberg, 2016; Salaber, 2009), I examine specific region including countries in Western-Europe and find that results stay similar.

Interestingly, outperformance of sin stocks is a long term phenomenon and although it has been known in prior studies for over a decade, the markets have not corrected it, which violates the

efficient market hypothesis. A popular explanation for the abnormal returns of sin stocks is that they are shunned by investors, which makes them systematically underpriced. Investing in sin stocks might cause reputation risk to investors. Hong and Kacperczyk (2006) suggest that there is a social norm against funding businesses that promote vice and that some investors, particularly institutions that are subject to norms avoid these stocks. Merton’s (1987) “neglected stock” theory suggests that stocks with lower interest among investors will be covered by fewer analysts and therefore provide abnormal returns for investors. As Socially Responsible Investing (SRI) is gaining popularity and investors are more self-conscious of their investment decisions, the demand for irresponsible investments is potentially decreasing. Troberg (2016) finds that there is a positive correlation between the money invested in SRI funds and returns of the sin stock. An interesting aspect for future research is to see how the increasing popularity of SRI investing will affect the returns of sin stocks.

Even though the sin stocks provide services and products that have harmful effects for society and are considered unethical, these companies do not generally operate unethically. For instance, Cai et al. (2011) argue that US companies in sin industries consider corporate social responsibility essential in their operations although they provide harmful products or services. Furthermore, Kim and Venkatachalam (2011) find that sin companies’ financial reporting quality is superior related to their benchmark group. It is important to note that what is seen as a sin stock can change over time. While companies defined as sinful can change their product mix or revenue sources that can lead to reclassification, the shift can also be contrary. As norms and values change, the definition of sin industries can also change.

References

- Blitz, D. and Fabozzi, F., 2017. Sin Stocks Revisited: Resolving the Sin Stock Anomaly.The Journal of Portfolio Management,.

- Cai, Y., Jo, H. and Pan, C., 2011. Doing Well While Doing Bad? CSR in Controversial Industry Sectors.Journal of Business Ethics, 108(4), pp.467-480.

- Chong, J., Her, M. and Phillips, G., 2006. To sin or not to sin? Now that's the question.Journal of Asset Management, 6(6), pp.406-417.

- Data.worldbank.org. 2021. GDP (current US$) - European Union | Data. [online] Available at: <https://data.worldbank.org/indicator/NY.GDP.MKTP.CD?locations=EU> [Accessed 2 December 2021].

- Fabozzi, F.J., K.C. Ma, and B.J. Oliphant. “Sin Stock Returns.”The Journal of Portfolio Management, Vol. 35, No. 1 (2008), pp. 82-94.

- FAMA, E. and FRENCH, K., 1992. The Cross-Section of Expected Stock Returns.The Journal of Finance, 47(2), pp.427-465.

- Fama, E. and French, K., 1993. Common risk factors in the returns on stocks and bonds.Journal of Financial Economics, 33(1), pp.3-56.

- Fama, E. and French, K., 1997. Industry costs of equity. Journal of Financial Economics, 43(2), pp.153-193.

- For Investment Partners. 2021. About Sustainable Responsible Impact Investing. [online]

Available at: <https://www.forinvestmentpartners.com/about-sustainable-responsible-impact-investing> [Accessed 2 December 2021].

- Grossman, E., Benjamin-Neelon, S. and Sonnenschein, S., 2020. Alcohol Consumption during the COVID-19 Pandemic: A Cross-Sectional Survey of US Adults.International Journal of Environmental Research and Public Health, 17(24), p.9189.

- Hodgins, D. and Stevens, R., 2021. The impact of COVID-19 on gambling and gambling disorder: emerging data.Current Opinion in Psychiatry, 34(4), pp.332-343.

- Investopedia. 2021.Sin Stock. [online] Available at:

<https://www.investopedia.com/terms/s/sinfulstock.asp> [Accessed 2 December 2021].

- Kacperczyk, M. and Hong, H., 2006. The Price of Sin: The Effects of Social Norms on Markets.SSRN Electronic Journal,.

- Kim, I. and Venkatachalam, M., 2011. Are Sin Stocks Paying the Price for Accounting Sins?.Journal of Accounting, Auditing & Finance, 26(2), pp.415-442.

- Lintner, J., 1965. The Valuation of Risk Assets and the Selection of Risky Investments in Stock Portfolios and Capital Budgets.The Review of Economics and Statistics, 47(1), p.13.

- Richey, G., 2017. Fewer Reasons to Sin: A Five-Factor Investigation of Vice Stocks.SSRN Electronic Journal,.

- Salaber, J., 2009. Sin Stock Returns Over the Business Cycle. SSRN Electronic Journal,.

- Salaber, J., 2009. The Determinants of Sin Stock Returns: Evidence on the European Market.SSRN Electronic Journal,.

- Sharpe, W., 1964. Capital Asset Prices: A Theory of Market Equilibrium under Conditions of Risk.The Journal of Finance, 19(3), p.425.

- MERTON, R., 1987. A Simple Model of Capital Market Equilibrium with Incomplete Information.The Journal of Finance, 42(3), pp.483-510.

- Statman, M. and Glushkov, D., 2008. The Wages of Social Responsibility.SSRN Electronic Journal,.

- Troberg, K., 2016. Sin Stock Returns on European Markets., Aalto University School of Business, Espoo.

Appendix

38 Bwin Intact.Entm. Gambling Austria

39 Bwin Party Digital Entm. Gambling United Kingdom

40 C&C Group (Dub) Alcohol United Kingdom

81 Holt (Joseph) Alcohol United Kingdom

123 Pivovar Radegast Delisted 01/10/02 Alcohol Czech Republic

124 Pivovary Lobkowicz Group Alcohol Czech Republic

125 Playjack Gambling Germany

126 Playtech Gambling United Kingdom

127 Pol-Roger Et Compagnie Limited Data Alcohol France

128 Praesepe Gambling United Kingdom

158 The Artisanal Spirits Company Alcohol United Kingdom

159 Thwaites (Daniel) Alcohol United Kingdom

167 Wap Integrators Gambling United Kingdom

168 Webis Holdings Gambling United Kingdom

169 William Hill Gambling United Kingdom

170 World Gaming Gambling United Kingdom

171 Wuerzburger Hofbraeu Alcohol Germany

172 Zeal Network N Gambling Germany