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Analyzing the Impact of COVID-19 on Short-Term Investment Behavior through Stochastic Oscillator Indicators

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  • Hsien-Ming Chou

Abstract

This research examines how the COVID-19 pandemic affects short-term investments, particularly focusing on the reliability of Stochastic Oscillator Indicators (SOI) used by investors. Utilizing an artificial intelligence learning prediction model, the study investigates the pandemic's impact on short-term investment strategies guided by SOI, comparing data from pre-pandemic and pandemic periods. The findings suggest that during the COVID-19 period, employing KD analysis with a nine-round turnover rate leads to higher forecast accuracy. Short-term investors tend to adopt a conservative approach, with higher turnover rates resulting in lower winning rates. Overall, the study challenges the notion that COVID-19 only affects medium and long-term investment habits, shedding light on its influence on daily investment profits and potentially increasing short-term profits for larger, conservative investors. Further research is warranted to explore the investor profile of conservative hedgers in more depth. Â

Suggested Citation

  • Hsien-Ming Chou, 2024. "Analyzing the Impact of COVID-19 on Short-Term Investment Behavior through Stochastic Oscillator Indicators," Advances in Management and Applied Economics, SCIENPRESS Ltd, vol. 14(5), pages 1-6.
  • Handle: RePEc:spt:admaec:v:14:y:2024:i:5:f:14_5_6
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    1. Joseph Man-Joe Leung & Terence Tai-Leung Chong, 2003. "An empirical comparison of moving average envelopes and Bollinger Bands," Applied Economics Letters, Taylor & Francis Journals, vol. 10(6), pages 339-341.
    2. Shaozhen Chen & Bangqian Zhang & GengJian Zhou & Qiaoxu Qin, 2018. "Bollinger Bands Trading Strategy Based on Wavelet Analysis," Applied Economics and Finance, Redfame publishing, vol. 5(3), pages 49-58, May.
    3. Yi-Chen Chung & Hsien-Ming Chou & Chih-Neng Hung & Chihli Hung, 2021. "Using Textual and Economic Features to Predict the RMB Exchange Rate," Advances in Management and Applied Economics, SCIENPRESS Ltd, vol. 11(6), pages 1-8.
    4. Xiao-Xu Yan & Yuan-Biao Zhang & Xin-Kun Lv & Zi-Yu Li, 2017. "Improvement and Test of Stock Index Futures Trading Model Based on Bollinger Bands," International Journal of Economics and Finance, Canadian Center of Science and Education, vol. 9(1), pages 78-87, January.
    5. Jianzhong Zhou & Han Liu & Yanhe Xu & Wei Jiang, 2018. "A Hybrid Framework for Short Term Multi-Step Wind Speed Forecasting Based on Variational Model Decomposition and Convolutional Neural Network," Energies, MDPI, vol. 11(9), pages 1-18, August.
    6. Yun Bai & Zhenzhong Sun & Bo Zeng & Jianyu Long & Lin Li & José Valente Oliveira & Chuan Li, 2019. "A comparison of dimension reduction techniques for support vector machine modeling of multi-parameter manufacturing quality prediction," Journal of Intelligent Manufacturing, Springer, vol. 30(5), pages 2245-2256, June.
    7. Michele Valsecchi & Ruben Durante, 2020. "Internal migration and the spread of Covid-19," Working Papers w0276, New Economic School (NES).
    8. Hsien-Ming Chou & Tsai-Lun Cho, 2020. "Effects of Slope Coefficients and Bollinger Bands on Short-term Investment," Advances in Management and Applied Economics, SCIENPRESS Ltd, vol. 10(2), pages 1-7.
    9. Lucian A. Bebchuk & Alon Brav & Wei Jiang, 2015. "The Long-Term Effects of Hedge Fund Activism," NBER Working Papers 21227, National Bureau of Economic Research, Inc.
    10. Hung-Cheng Lai & Tseng-Chan Tseng & Sz-Chi Huang, 2016. "Combining value averaging and Bollinger Band for an ETF trading strategy," Applied Economics, Taylor & Francis Journals, vol. 48(37), pages 3550-3557, August.
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    1. Hsien-Ming Chou, 2024. "Predicting Turnover Rates for Short-Term Stock Index Investments Using Artificial Intelligence and Empirical Analysis," Advances in Management and Applied Economics, SCIENPRESS Ltd, vol. 14(6), pages 1-18.

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