IDEAS home Printed from https://ideas.repec.org/a/eee/finlet/v53y2023ics1544612323000016.html
   My bibliography  Save this article

Twitter-based Chinese economic policy uncertainty

Author

Listed:
  • Lee, Kiryoung
  • Choi, Eunseon
  • Kim, Minki

Abstract

Given the strict censorship in China, would tweets about Chinese economic policy uncertainty by global Twitter users contain valuable information above and beyond existing indices? We construct novel daily and monthly frequency "censorship-free" indices of Twitter-based Chinese economic policy uncertainty from March 2010 to April 2022, based on a total of 76,765 tweets that contain words about Chinese economic policy uncertainty. Our uncertainty index reasonably spikes during major economic policy events. Shocks to our index are significantly associated with future Chinese stock market returns as well as investment, consumption, unemployment, and production while existing Chinese economic policy uncertainty indices are not significantly related to economic outputs.

Suggested Citation

  • Lee, Kiryoung & Choi, Eunseon & Kim, Minki, 2023. "Twitter-based Chinese economic policy uncertainty," Finance Research Letters, Elsevier, vol. 53(C).
  • Handle: RePEc:eee:finlet:v:53:y:2023:i:c:s1544612323000016
    DOI: 10.1016/j.frl.2023.103627
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S1544612323000016
    Download Restriction: Full text for ScienceDirect subscribers only

    File URL: https://libkey.io/10.1016/j.frl.2023.103627?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. Liu, Jianan & Stambaugh, Robert F. & Yuan, Yu, 2019. "Size and value in China," Journal of Financial Economics, Elsevier, vol. 134(1), pages 48-69.
    2. Huang, Yun & Luk, Paul, 2020. "Measuring economic policy uncertainty in China," China Economic Review, Elsevier, vol. 59(C).
    3. Rodrik, Dani, 1991. "Policy uncertainty and private investment in developing countries," Journal of Development Economics, Elsevier, vol. 36(2), pages 229-242, October.
    4. Susanto Basu & Brent Bundick, 2017. "Uncertainty Shocks in a Model of Effective Demand," Econometrica, Econometric Society, vol. 85, pages 937-958, May.
    5. Jae Sim & Egon Zakrajsek & Simon Gilchrist, 2010. "Uncertainty, Financial Frictions, and Investment Dynamics," 2010 Meeting Papers 1285, Society for Economic Dynamics.
    6. Whitney K. Newey & Kenneth D. West, 1994. "Automatic Lag Selection in Covariance Matrix Estimation," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 61(4), pages 631-653.
    7. Kyle Jurado & Sydney C. Ludvigson & Serena Ng, 2015. "Measuring Uncertainty," American Economic Review, American Economic Association, vol. 105(3), pages 1177-1216, March.
    8. Nicholas Bloom, 2009. "The Impact of Uncertainty Shocks," Econometrica, Econometric Society, vol. 77(3), pages 623-685, May.
    9. Nguyen, Nam H. & Phan, Hieu V., 2017. "Policy Uncertainty and Mergers and Acquisitions," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 52(2), pages 613-644, April.
    10. Ghysels, Eric & Santa-Clara, Pedro & Valkanov, Rossen, 2005. "There is a risk-return trade-off after all," Journal of Financial Economics, Elsevier, vol. 76(3), pages 509-548, June.
    11. Çolak, Gönül & Durnev, Art & Qian, Yiming, 2017. "Political Uncertainty and IPO Activity: Evidence from U.S. Gubernatorial Elections," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 52(6), pages 2523-2564, December.
    12. Castelnuovo, Efrem & Tran, Trung Duc, 2017. "Google It Up! A Google Trends-based Uncertainty index for the United States and Australia," Economics Letters, Elsevier, vol. 161(C), pages 149-153.
    13. Scott R. Baker & Nicholas Bloom & Steven J. Davis, 2016. "Measuring Economic Policy Uncertainty," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 131(4), pages 1593-1636.
    14. Bonaime, Alice & Gulen, Huseyin & Ion, Mihai, 2018. "Does policy uncertainty affect mergers and acquisitions?," Journal of Financial Economics, Elsevier, vol. 129(3), pages 531-558.
    15. Ben S. Bernanke, 1983. "Irreversibility, Uncertainty, and Cyclical Investment," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 98(1), pages 85-106.
    16. Jonathan Brogaard & Andrew Detzel, 2015. "The Asset-Pricing Implications of Government Economic Policy Uncertainty," Management Science, INFORMS, vol. 61(1), pages 3-18, January.
    17. Bilgin, Mehmet Huseyin & Demir, Ender & Gozgor, Giray & Karabulut, Gokhan & Kaya, Huseyin, 2019. "A novel index of macroeconomic uncertainty for Turkey based on Google-Trends," Economics Letters, Elsevier, vol. 184(C).
    18. Donadelli, Michael & Gerotto, Luca, 2019. "Non-macro-based Google searches, uncertainty, and real economic activity," Research in International Business and Finance, Elsevier, vol. 48(C), pages 111-142.
    19. Newey, Whitney & West, Kenneth, 2014. "A simple, positive semi-definite, heteroscedasticity and autocorrelation consistent covariance matrix," Applied Econometrics, Russian Presidential Academy of National Economy and Public Administration (RANEPA), vol. 33(1), pages 125-132.
    20. Leduc, Sylvain & Liu, Zheng, 2016. "Uncertainty shocks are aggregate demand shocks," Journal of Monetary Economics, Elsevier, vol. 82(C), pages 20-35.
    21. Juan Sebastián Becerra & Andrés Sagner, 2020. "Twitter-Based Economic Policy Uncertainty Index for Chile," Working Papers Central Bank of Chile 883, Central Bank of Chile.
    22. Merton, Robert C., 1980. "On estimating the expected return on the market : An exploratory investigation," Journal of Financial Economics, Elsevier, vol. 8(4), pages 323-361, December.
    23. Huseyin Gulen & Mihai Ion, 2016. "Editor's Choice Policy Uncertainty and Corporate Investment," Review of Financial Studies, Society for Financial Studies, vol. 29(3), pages 523-564.
    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. Xia, Yufei & Shi, Zhengxu & Du, Xiaoying & Niu, Mengyi & Cai, Rongjiang, 2023. "Can green assets hedge against economic policy uncertainty? Evidence from China with portfolio implications," Finance Research Letters, Elsevier, vol. 55(PA).

    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. Al-Thaqeb, Saud Asaad & Algharabali, Barrak Ghanim, 2019. "Economic policy uncertainty: A literature review," The Journal of Economic Asymmetries, Elsevier, vol. 20(C).
    2. Duong, Huu Nhan & Nguyen, Justin Hung & Nguyen, My & Rhee, S. Ghon, 2020. "Navigating through economic policy uncertainty: The role of corporate cash holdings," Journal of Corporate Finance, Elsevier, vol. 62(C).
    3. Drobetz, Wolfgang & El Ghoul, Sadok & Guedhami, Omrane & Janzen, Malte, 2018. "Policy uncertainty, investment, and the cost of capital," Journal of Financial Stability, Elsevier, vol. 39(C), pages 28-45.
    4. Saud Asaad Al‐Thaqeb & Barrak Ghanim Algharabali & Khaled Tareq Alabdulghafour, 2022. "The pandemic and economic policy uncertainty," International Journal of Finance & Economics, John Wiley & Sons, Ltd., vol. 27(3), pages 2784-2794, July.
    5. Tran, Quoc Trung, 2021. "Economic policy uncertainty and cost of debt financing: International evidence," The North American Journal of Economics and Finance, Elsevier, vol. 57(C).
    6. Ma, Huanyu & Hao, Dapeng, 2022. "Economic policy uncertainty, financial development, and financial constraints: Evidence from China," International Review of Economics & Finance, Elsevier, vol. 79(C), pages 368-386.
    7. Jeffrey Ng & Walid Saffar & Janus Jian Zhang, 2020. "Policy uncertainty and loan loss provisions in the banking industry," Review of Accounting Studies, Springer, vol. 25(2), pages 726-777, June.
    8. Tosapol Apaitan & Pongsak Luangaram & Pym Manopimoke, 2022. "Uncertainty in an emerging market economy: evidence from Thailand," Empirical Economics, Springer, vol. 62(3), pages 933-989, March.
    9. Daniel Dejuán & Corinna Ghirelli, 2018. "Policy uncertainty and investment in Spain," Working Papers 1848, Banco de España.
    10. Lee, Kiryoung & Jeon, Yoontae, 2020. "Measuring Chinese consumers’ perceived uncertainty," International Review of Economics & Finance, Elsevier, vol. 66(C), pages 51-70.
    11. Caixe, Daniel Ferreira, 2022. "Corporate governance and investment sensitivity to policy uncertainty in Brazil," Emerging Markets Review, Elsevier, vol. 51(PB).
    12. Chan, Kam Fong & Gray, Philip & Gray, Stephen & Zhong, Angel, 2020. "Political uncertainty, market anomalies and Presidential honeymoons," Journal of Banking & Finance, Elsevier, vol. 113(C).
    13. Smales, Lee A., 2020. "Examining the relationship between policy uncertainty and market uncertainty across the G7," International Review of Financial Analysis, Elsevier, vol. 71(C).
    14. Chen, Yanyan, 2022. "Does political turnover affect corporate investment? Evidence from China," Emerging Markets Review, Elsevier, vol. 51(PA).
    15. Arbatli Saxegaard, Elif C. & Davis, Steven J. & Ito, Arata & Miake, Naoko, 2022. "Policy uncertainty in Japan," Journal of the Japanese and International Economies, Elsevier, vol. 64(C).
    16. Yu, Zhen & Li, Yuankun & Ouyang, Ziyi, 2021. "Economic policy uncertainty, hold-up risk and vertical integration: Evidence from China," Pacific-Basin Finance Journal, Elsevier, vol. 68(C).
    17. Afzali, Mansoor & Ҫolak, Gönül & Fu, Mengchuan, 2021. "Economic uncertainty and corruption: Evidence from public and private firms," Journal of Financial Stability, Elsevier, vol. 57(C).
    18. Phan, Hieu V. & Nguyen, Nam H. & Nguyen, Hien T. & Hegde, Shantaram, 2019. "Policy uncertainty and firm cash holdings," Journal of Business Research, Elsevier, vol. 95(C), pages 71-82.
    19. Quader, Syed Manzur, 2023. "The interplay between uncertainty, managerial decision making, and firm value: Evidence from Bangladesh," Journal of Economics and Business, Elsevier, vol. 123(C).
    20. Matousek, Roman & Panopoulou, Ekaterini & Papachristopoulou, Andromachi, 2020. "Policy uncertainty and the capital shortfall of global financial firms," Journal of Corporate Finance, Elsevier, vol. 62(C).

    More about this item

    Keywords

    Twitter; Big data; Economic policy uncertainty; China; Chinese uncertainty;
    All these keywords.

    JEL classification:

    • D80 - Microeconomics - - Information, Knowledge, and Uncertainty - - - General
    • E58 - Macroeconomics and Monetary Economics - - Monetary Policy, Central Banking, and the Supply of Money and Credit - - - Central Banks and Their Policies
    • E62 - Macroeconomics and Monetary Economics - - Macroeconomic Policy, Macroeconomic Aspects of Public Finance, and General Outlook - - - Fiscal Policy; Modern Monetary Theory
    • G12 - Financial Economics - - General Financial Markets - - - Asset Pricing; Trading Volume; Bond Interest Rates

    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:finlet:v:53:y:2023:i:c:s1544612323000016. 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/frl .

    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.