Skip to main content
Top
Published in: Asia-Pacific Financial Markets 4/2023

29-11-2022 | Original Research

Inclusions and Exclusions of Stocks in Cross-Border Investments: The Case of Stock Connect

Authors: Kin Ming Wong, Kwok Ping Tsang

Published in: Asia-Pacific Financial Markets | Issue 4/2023

Log in

Activate our intelligent search to find suitable subject content or patents.

search-config
loading …

Abstract

How does the market react when more or fewer investors are allowed to trade certain stocks? Stock Connect, a cross-border investment channel between mainland China and Hong Kong, provides a natural testing ground. Investors are allowed to trade a list of qualified stocks from the stock market on the other side, and when a stock is removed from the list, investors can only sell but cannot buy that stock. We find that the inclusion of stocks is correlated with abnormal returns, implying downward-sloping demand curves for stocks. The effect weakens over time and disappears in about 40 trading days. There are no abnormal returns when stocks are removed from the list. On the other hand, when investors can only sell some stocks, they have a significantly higher propensity to sell. Their trading style becomes more contrarian for such stocks, and they tend to trade in small amounts. After 6 months, their investment behavior returns to that before the removal.

Dont have a licence yet? Then find out more about our products and how to get one now:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Springer Professional "Wirtschaft"

Online-Abonnement

Mit Springer Professional "Wirtschaft" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 340 Zeitschriften

aus folgenden Fachgebieten:

  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Versicherung + Risiko




Jetzt Wissensvorsprung sichern!

Footnotes
1
Stock supply in these studies is not restricted to increase in a short period of time. For example, the secondary distributions used in Scholes (1972) were initiated by shareholders, while the change of regulation used in Jain et al. (2019) allowed blockholders to reduce their shareholding in three years.
 
2
There are studies in behavioural finance that suggest sell-only restrictions matter. For example, neural evidence on regret in investment provided by Frydman et al. (2014) and Frydman and Camerer (2016) imply that not being able to buy will induce anticipated regret, changing the deposition effect of such stocks. Since we do not have investor-level transaction data, we are not able to explore in this direction.
 
3
In turn, they are part of a large literature on the co-movement between stock markets in China and Hong Kong, such as Kim and Shin (2000).
 
4
The numbers come from The Stock Connect Fact Sheet (November 17, 2014–October 31, 2019) issued by Hong Kong Exchanges and Clearing Limited.
 
5
Moreover, the foreign shareholding of a stock listed in Chinese stock markets is subject to a limit of 30%. Excess shares are subject to forced sale. This poses an additional uncertainty for foreign investors to trade securities in Northbound trading and thus makes corresponding abnormal returns less clear evidences on the slope of demand curves.
 
6
In particular, under the Shanghai-Hong Kong Connect, eligible securities include all the constituent stocks of the Hang Seng Composite LargeCap Index and Hang Seng Composite MidCap Index, and all H-shares that are not included as constituent stocks of the relevant indexes but which have corresponding shares in the form of A-shares listed on SSE (with certain exceptions). The Shenzhen-Hong Kong Connect has nearly the same arrangement, with additional eligible stocks from constituent stocks of the Hang Seng Composite SmallCap Index which have a market capitalization of not less than HK$5 billion (which is roughly US$0.5 billion).
 
7
The Shanghai Stock Exchange usually announces changes after the market close on Friday while the Shenzhen Stock Exchange usually announces before the market open on Monday.
 
8
In particular, each day’s sell ratio is generated by subtracting the average sell ratio of sell-only stocks with past returns in the winner and loser quartile from the average sell ratio of other stocks with past returns in the winner and loser quartile.
 
9
Other control variables are not included in the estimations as it would greatly reduce the number of stock-removal observations from 102 to 48. In regressions with the other control variables, the estimated abnormal returns for pooled and fixed effect models are −0.186 and −0.025, respectively. Both estimated results are statistically insignificant due to the limited number of observations.
 
10
Using the whole pre-sell-only period does not affect the comparison for liquidity and market capitalization. However, mainland investors; the holding of the sell-only stocks will be underestimated as pre-sell-only period has a greater weight on the initial inclusion period when the holding is small. We, therefore, prefer using a shorter pre-sell-only period for comparison.
 
11
The 100 stocks with the largest market capitalization are grouped as large market capitalization stocks while others are classified as small market capitalization stocks. Liquidity is measured as the average ratio of trading value to market capitalization.
 
Literature
go back to reference Afego, P. N. (2017). Effects of changes in stock index compositions: A literature survey. International Review of Financial Analysis, 52, 228–239.CrossRef Afego, P. N. (2017). Effects of changes in stock index compositions: A literature survey. International Review of Financial Analysis, 52, 228–239.CrossRef
go back to reference Ahern, K. R. (2014). Do common stocks have perfect substitutes? product market competition and the elasticity of demand for stocks. Review of Economics and Statistics, 96(4), 756–766.CrossRef Ahern, K. R. (2014). Do common stocks have perfect substitutes? product market competition and the elasticity of demand for stocks. Review of Economics and Statistics, 96(4), 756–766.CrossRef
go back to reference Bai, Y., & Chow, D. Y. P. (2017). Shanghai-hong kong stock connect: An analysis of Chinese partial stock market liberalization impact on the local and foreign markets. Journal of International Financial Markets, Institutions and Money, 50, 182–203.CrossRef Bai, Y., & Chow, D. Y. P. (2017). Shanghai-hong kong stock connect: An analysis of Chinese partial stock market liberalization impact on the local and foreign markets. Journal of International Financial Markets, Institutions and Money, 50, 182–203.CrossRef
go back to reference Biktimirov, E. N., Cowan, A. R., & Jordan, B. D. (2004). Do demand curves for small stocks slope down? Journal of Financial Research, 27(2), 161–178.CrossRef Biktimirov, E. N., Cowan, A. R., & Jordan, B. D. (2004). Do demand curves for small stocks slope down? Journal of Financial Research, 27(2), 161–178.CrossRef
go back to reference Burdekin, R. C., & Siklos, P. L. (2018). Quantifying the impact of the November 2014 Shanghai-Hong Kong stock connect. International Review of Economics and Finance, 57, 156–163.CrossRef Burdekin, R. C., & Siklos, P. L. (2018). Quantifying the impact of the November 2014 Shanghai-Hong Kong stock connect. International Review of Economics and Finance, 57, 156–163.CrossRef
go back to reference Chen, H., Noronha, G., & Singal, V. (2004). The price response to s &p 500 index additions and deletions: Evidence of asymmetry and a new explanation. The Journal of Finance, 59(4), 1901–1930.CrossRef Chen, H., Noronha, G., & Singal, V. (2004). The price response to s &p 500 index additions and deletions: Evidence of asymmetry and a new explanation. The Journal of Finance, 59(4), 1901–1930.CrossRef
go back to reference Choe, H., Kho, B.-C., & Stulz, R. M. (1999). Do foreign investors destabilize stock markets? the Korean experience in 1997. Journal of Financial Economics, 54(2), 227–264.CrossRef Choe, H., Kho, B.-C., & Stulz, R. M. (1999). Do foreign investors destabilize stock markets? the Korean experience in 1997. Journal of Financial Economics, 54(2), 227–264.CrossRef
go back to reference Dahlquist, M., & Robertsson, G. (2004). A note on foreigners’ trading and price effects across firms. Journal of Banking and Finance, 28(3), 615–632.CrossRef Dahlquist, M., & Robertsson, G. (2004). A note on foreigners’ trading and price effects across firms. Journal of Banking and Finance, 28(3), 615–632.CrossRef
go back to reference Denis, D. K., McConnell, J. J., Ovtchinnikov, A. V., & Yu, Y. (2003). S &p 500 index additions and earnings expectations. The Journal of Finance, 58(5), 1821–1840.CrossRef Denis, D. K., McConnell, J. J., Ovtchinnikov, A. V., & Yu, Y. (2003). S &p 500 index additions and earnings expectations. The Journal of Finance, 58(5), 1821–1840.CrossRef
go back to reference Duffie, D. (2010). Presidential address: Asset price dynamics with slow-moving capital. The Journal of Finance, 65(4), 1237–1267.CrossRef Duffie, D. (2010). Presidential address: Asset price dynamics with slow-moving capital. The Journal of Finance, 65(4), 1237–1267.CrossRef
go back to reference Fan, Q., & Wang, T. (2017). The impact of Shanghai-Hong Kong stock connect policy on ah share price premium. Finance Research Letters, 21, 222–227.CrossRef Fan, Q., & Wang, T. (2017). The impact of Shanghai-Hong Kong stock connect policy on ah share price premium. Finance Research Letters, 21, 222–227.CrossRef
go back to reference Frydman, C., Barberis, N., Camerer, C., Bossaerts, P., & Rangel, A. (2014). Using neural data to test a theory of investor behavior: An application to realization utility. The Journal of Finance, 69(2), 907–946.CrossRef Frydman, C., Barberis, N., Camerer, C., Bossaerts, P., & Rangel, A. (2014). Using neural data to test a theory of investor behavior: An application to realization utility. The Journal of Finance, 69(2), 907–946.CrossRef
go back to reference Frydman, C., & Camerer, C. (2016). Neural evidence of regret and its implications for investor behavior. The Review of Financial Studies, 29(11), 3108–3139.CrossRef Frydman, C., & Camerer, C. (2016). Neural evidence of regret and its implications for investor behavior. The Review of Financial Studies, 29(11), 3108–3139.CrossRef
go back to reference Greenwood, R. (2005). Short-and long-term demand curves for stocks: Theory and evidence on the dynamics of arbitrage. Journal of Financial Economics, 75(3), 607–649.CrossRef Greenwood, R. (2005). Short-and long-term demand curves for stocks: Theory and evidence on the dynamics of arbitrage. Journal of Financial Economics, 75(3), 607–649.CrossRef
go back to reference Grinblatt, M., & Keloharju, M. (2000). The investment behavior and performance of various investor types: A study of Finland’s unique data set. Journal of Financial Economics, 55(1), 43–67.CrossRef Grinblatt, M., & Keloharju, M. (2000). The investment behavior and performance of various investor types: A study of Finland’s unique data set. Journal of Financial Economics, 55(1), 43–67.CrossRef
go back to reference Grinblatt, M., Titman, S. & Wermers, R. ( 1995) . Momentum investment strategies, portfolio performance, and herding: A study of mutual fund behavior, The American Economic Review 1088–1105. Grinblatt, M., Titman, S. & Wermers, R. ( 1995) . Momentum investment strategies, portfolio performance, and herding: A study of mutual fund behavior, The American Economic Review 1088–1105.
go back to reference Huo, R., & Ahmed, A. D. (2017). Return and volatility spillovers effects: Evaluating the impact of Shanghai-Hong Kong stock connect. Economic Modelling, 61, 260–272.CrossRef Huo, R., & Ahmed, A. D. (2017). Return and volatility spillovers effects: Evaluating the impact of Shanghai-Hong Kong stock connect. Economic Modelling, 61, 260–272.CrossRef
go back to reference Jain, A., Tantri, P., & Thirumalai, R. S. (2019). Demand curves for stocks do not slope down: Evidence using an exogenous supply shock. Journal of Banking and Finance, 104, 19–30.CrossRef Jain, A., Tantri, P., & Thirumalai, R. S. (2019). Demand curves for stocks do not slope down: Evidence using an exogenous supply shock. Journal of Banking and Finance, 104, 19–30.CrossRef
go back to reference Kaul, A., Mehrotra, V., & Morck, R. (2000). Demand curves for stocks do slope down: New evidence from an index weights adjustment. The Journal of Finance, 55(2), 893–912.CrossRef Kaul, A., Mehrotra, V., & Morck, R. (2000). Demand curves for stocks do slope down: New evidence from an index weights adjustment. The Journal of Finance, 55(2), 893–912.CrossRef
go back to reference Kim, Y., & Shin, J. (2000). Interactions among China-related stocks. Asia-Pacific Financial Markets, 7(1), 97–115.CrossRef Kim, Y., & Shin, J. (2000). Interactions among China-related stocks. Asia-Pacific Financial Markets, 7(1), 97–115.CrossRef
go back to reference Li, Q., Liu, X., Chen, J., & Wang, H. (2022). Does stock market liberalization reduce stock price synchronicity?-evidence from the Shanghai-Hong Kong stock connect. International Review of Economics and Finance, 77, 25–38.CrossRef Li, Q., Liu, X., Chen, J., & Wang, H. (2022). Does stock market liberalization reduce stock price synchronicity?-evidence from the Shanghai-Hong Kong stock connect. International Review of Economics and Finance, 77, 25–38.CrossRef
go back to reference Li, S., & Chen, Q.-A. (2021). Do the Shanghai-Hong Kong & Shenzhen-Hong Kong stock connect programs enhance co-movement between the mainland Chinese, Hong Kong, and US stock markets? International Journal of Finance and Economics, 26(2), 2871–2890.CrossRef Li, S., & Chen, Q.-A. (2021). Do the Shanghai-Hong Kong & Shenzhen-Hong Kong stock connect programs enhance co-movement between the mainland Chinese, Hong Kong, and US stock markets? International Journal of Finance and Economics, 26(2), 2871–2890.CrossRef
go back to reference Liu, C., Wang, S., & Wei, K. J. (2021). Demand shock, speculative beta, and asset prices: Evidence from the Shanghai-Hong Kong stock connect program. Journal of Banking and Finance, 126, 106102.CrossRef Liu, C., Wang, S., & Wei, K. J. (2021). Demand shock, speculative beta, and asset prices: Evidence from the Shanghai-Hong Kong stock connect program. Journal of Banking and Finance, 126, 106102.CrossRef
go back to reference Liu, S. (2000). Changes in the nikkei 500: New evidence for downward sloping demand curves for stocks. International Review of Finance, 1(4), 245–267.CrossRef Liu, S. (2000). Changes in the nikkei 500: New evidence for downward sloping demand curves for stocks. International Review of Finance, 1(4), 245–267.CrossRef
go back to reference Ma, R., Deng, C., Cai, H., & Zhai, P. (2019). Does Shanghai-Hong Kong stock connect drive market comovement between Shanghai and Hong Kong: A new evidence. The North American Journal of Economics and Finance, 50, 100980.CrossRef Ma, R., Deng, C., Cai, H., & Zhai, P. (2019). Does Shanghai-Hong Kong stock connect drive market comovement between Shanghai and Hong Kong: A new evidence. The North American Journal of Economics and Finance, 50, 100980.CrossRef
go back to reference Merton, R. C. (1987) . A simple model of capital market equilibrium with incomplete information. Merton, R. C. (1987) . A simple model of capital market equilibrium with incomplete information.
go back to reference Neumann, R., & Voetmann, T. (2003). Demand curves for European stocks slope down too. Review of Finance, 7(3), 437–457.CrossRef Neumann, R., & Voetmann, T. (2003). Demand curves for European stocks slope down too. Review of Finance, 7(3), 437–457.CrossRef
go back to reference Ng, L., & Wu, F. (2007). The trading behavior of institutions and individuals in Chinese equity markets. Journal of Banking and Finance, 31(9), 2695–2710.CrossRef Ng, L., & Wu, F. (2007). The trading behavior of institutions and individuals in Chinese equity markets. Journal of Banking and Finance, 31(9), 2695–2710.CrossRef
go back to reference Pan, J., & Chi, J. (2021). How does the Shanghai-Hong Kong stock connect policy impact the ah share premium? Emerging Markets Finance and Trade, 57(7), 1912–1928.CrossRef Pan, J., & Chi, J. (2021). How does the Shanghai-Hong Kong stock connect policy impact the ah share premium? Emerging Markets Finance and Trade, 57(7), 1912–1928.CrossRef
go back to reference Peng, X. (2015) . Corporate governance of chinese privately owned enterprises listed in hong kong: an empirical study of three levels of agency problems. HKU Theses Online. Peng, X. (2015) . Corporate governance of chinese privately owned enterprises listed in hong kong: an empirical study of three levels of agency problems. HKU Theses Online.
go back to reference Petajisto, A. (2009). Why do demand curves for stocks slope down? Journal of Financial and Quantitative Analysis, 44(5), 1013–1044.CrossRef Petajisto, A. (2009). Why do demand curves for stocks slope down? Journal of Financial and Quantitative Analysis, 44(5), 1013–1044.CrossRef
go back to reference Scholes, M. S. (1972). The market for securities: Substitution versus price pressure and the effects of information on share prices. The Journal of Business, 45(2), 179–211.CrossRef Scholes, M. S. (1972). The market for securities: Substitution versus price pressure and the effects of information on share prices. The Journal of Business, 45(2), 179–211.CrossRef
go back to reference Schultz, P. (2008). Downward-sloping demand curves, the supply of shares, and the collapse of internet stock prices. The Journal of Finance, 63(1), 351–378.CrossRef Schultz, P. (2008). Downward-sloping demand curves, the supply of shares, and the collapse of internet stock prices. The Journal of Finance, 63(1), 351–378.CrossRef
go back to reference Sha, Y., Zhang, P., Wang, Y., & Xu, Y. (2022). Capital market opening and green innovation-evidence from Shanghai-Hong Kong stock connect and the Shenzhen-Hong Kong stock connect. Energy Economics, 111, 106048.CrossRef Sha, Y., Zhang, P., Wang, Y., & Xu, Y. (2022). Capital market opening and green innovation-evidence from Shanghai-Hong Kong stock connect and the Shenzhen-Hong Kong stock connect. Energy Economics, 111, 106048.CrossRef
go back to reference Shleifer, A. (1986). Do demand curves for stocks slope down? The Journal of Finance, 41(3), 579–590.CrossRef Shleifer, A. (1986). Do demand curves for stocks slope down? The Journal of Finance, 41(3), 579–590.CrossRef
go back to reference Shleifer, A., & Vishny, R. W. (1997). The limits of arbitrage. The Journal of finance, 52(1), 35–55.CrossRef Shleifer, A., & Vishny, R. W. (1997). The limits of arbitrage. The Journal of finance, 52(1), 35–55.CrossRef
go back to reference Wang, Q., & Chong, T.T.-L. (2018). Co-integrated or not? after the Shanghai-Hong Kong and Shenzhen-Hong Kong stock connection schemes. Economics Letters, 163, 167–171.CrossRef Wang, Q., & Chong, T.T.-L. (2018). Co-integrated or not? after the Shanghai-Hong Kong and Shenzhen-Hong Kong stock connection schemes. Economics Letters, 163, 167–171.CrossRef
go back to reference Wang, S. (2021). How does stock market liberalization influence corporate innovation? Evidence from stock connect scheme in China. Emerging Markets Review, 47, 100762.CrossRef Wang, S. (2021). How does stock market liberalization influence corporate innovation? Evidence from stock connect scheme in China. Emerging Markets Review, 47, 100762.CrossRef
go back to reference Wurgler, J., & Zhuravskaya, E. (2002). Does arbitrage flatten demand curves for stocks? The Journal of Business, 75(4), 583–608.CrossRef Wurgler, J., & Zhuravskaya, E. (2002). Does arbitrage flatten demand curves for stocks? The Journal of Business, 75(4), 583–608.CrossRef
go back to reference Xiong, L., Deng, H., & Xiao, L. (2021). Does stock market liberalization mitigate litigation risk? Evidence from stock connect in China. Economic Modelling, 102, 105581.CrossRef Xiong, L., Deng, H., & Xiao, L. (2021). Does stock market liberalization mitigate litigation risk? Evidence from stock connect in China. Economic Modelling, 102, 105581.CrossRef
go back to reference Xu, K., Zheng, X., Pan, D., Xing, L., & Zhang, X. (2020). Stock market openness and market quality: Evidence from the Shanghai-Hong Kong stock connect program. Journal of Financial Research, 43(2), 373–406.CrossRef Xu, K., Zheng, X., Pan, D., Xing, L., & Zhang, X. (2020). Stock market openness and market quality: Evidence from the Shanghai-Hong Kong stock connect program. Journal of Financial Research, 43(2), 373–406.CrossRef
go back to reference Yang, L., Wang, B., & Luo, D. (2022). Corporate social responsibility in market liberalization: Evidence from Shanghai-Hong Kong stock connect. Journal of International Financial Markets Institutions and Money, 77, 101519.CrossRef Yang, L., Wang, B., & Luo, D. (2022). Corporate social responsibility in market liberalization: Evidence from Shanghai-Hong Kong stock connect. Journal of International Financial Markets Institutions and Money, 77, 101519.CrossRef
go back to reference Yang, X., Lu, C. & Yang, Z. (2022) . Capital-market liberalization and controlling shareholders’ tunneling-experimental research in the context of “mainland China-Hong Kong stock connect”. Applied Economics 1–16. Yang, X., Lu, C. & Yang, Z. (2022) . Capital-market liberalization and controlling shareholders’ tunneling-experimental research in the context of “mainland China-Hong Kong stock connect”. Applied Economics 1–16.
go back to reference Zhang, W., Li, H. & Cao, S. (2021) . Does the Shanghai-Hong Kong stock connect policy reduce China’s ah share price premium? Applied Economics Letters 1–6. Zhang, W., Li, H. & Cao, S. (2021) . Does the Shanghai-Hong Kong stock connect policy reduce China’s ah share price premium? Applied Economics Letters 1–6.
go back to reference Zhao, Y., Xiang, C., & Cai, W. (2021). Stock market liberalization and institutional herding: Evidence from the Shanghai-Hong Kong and Shenzhen-Hong Kong stock connects. Pacific-Basin Finance Journal, 69, 101643.CrossRef Zhao, Y., Xiang, C., & Cai, W. (2021). Stock market liberalization and institutional herding: Evidence from the Shanghai-Hong Kong and Shenzhen-Hong Kong stock connects. Pacific-Basin Finance Journal, 69, 101643.CrossRef
Metadata
Title
Inclusions and Exclusions of Stocks in Cross-Border Investments: The Case of Stock Connect
Authors
Kin Ming Wong
Kwok Ping Tsang
Publication date
29-11-2022
Publisher
Springer Japan
Published in
Asia-Pacific Financial Markets / Issue 4/2023
Print ISSN: 1387-2834
Electronic ISSN: 1573-6946
DOI
https://doi.org/10.1007/s10690-022-09395-3

Other articles of this Issue 4/2023

Asia-Pacific Financial Markets 4/2023 Go to the issue