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The Impact of Accounting Disclosure On Emerging Stock Market Prediction in an Unstable Socio-Political Context

Author

Listed:
  • Chaima Kooli

    (Sfax Business School, Sfax University, Tunisia)

  • Raoudha Trabelsi

    (Sfax Business School, Sfax University, Tunisia)

  • Fethi Tlili

    (Tunis Higher School of Communication, Tunisia)

Abstract

The paper analyzes the impact of accounting disclosure on the prediction quality of stock market prices. The study also investigates whether a changing socio-political context affects the prediction quality. We focused on the Tunisian case, which has known a political turmoil in January 2011. Our sample includes 48,204 daily stock closing prices of 39 companies listed in Tunis Stock Exchange from 2009 to 2014. We used an Artificial Neural Network (ANN) with a Multi-layer Perceptron topology to predict the time series. The simulations showed that the average annual prediction error of the stock prices is the largest in the period relating to the January 2011 events. Thus, the country socio-political context impacts negatively the prediction quality of the stock market prices. Furthermore, the integration of an accounting variable improves the quality of the stock prices prediction for all the study periods, except the one that corresponds to the events of January 2011. In other words, it appears that accounting disclosure does not improve prices prediction quality in an unstable context.

Suggested Citation

  • Chaima Kooli & Raoudha Trabelsi & Fethi Tlili, 2018. "The Impact of Accounting Disclosure On Emerging Stock Market Prediction in an Unstable Socio-Political Context," Journal of Accounting and Management Information Systems, Faculty of Accounting and Management Information Systems, The Bucharest University of Economic Studies, vol. 17(3), pages 313-329, September.
    • Handle: RePEc:ami:journl:v:17:y:2018:i:3:p:313-329
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    References listed on IDEAS

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    1. Kaizoji, Taisei & Miyano, Michiko, 2016. "Why does the power law for stock price hold?," Chaos, Solitons & Fractals, Elsevier, vol. 88(C), pages 19-23.
    2. Graham, Roger C. & King, Raymond D., 2000. "Accounting Practices and the Market Valuation of Accounting Numbers: Evidence from Indonesia, Korea, Malaysia, the Philippines, Taiwan, and Thailand," The International Journal of Accounting, Elsevier, vol. 35(4), pages 445-470, 010.
    3. Lev, B, 1989. "On The Usefulness Of Earnings And Earnings Research - Lessons And Directions From 2 Decades Of Empirical-Research," Journal of Accounting Research, Wiley Blackwell, vol. 27, pages 153-192.
    4. Olson, Dennis & Mossman, Charles, 2003. "Neural network forecasts of Canadian stock returns using accounting ratios," International Journal of Forecasting, Elsevier, vol. 19(3), pages 453-465.
    5. Alford, A & Jones, J & Leftwich, R & Zmijewski, M, 1993. "The Relative Informativeness Of Accounting Disclosures In Different Countries," Journal of Accounting Research, Wiley Blackwell, vol. 31, pages 183-223.
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    More about this item

    Keywords

    Accounting disclosure; Socio-political context; Stock prices prediction; Price discovery;
    All these keywords.

    JEL classification:

    • G14 - Financial Economics - - General Financial Markets - - - Information and Market Efficiency; Event Studies; Insider Trading
    • G17 - Financial Economics - - General Financial Markets - - - Financial Forecasting and Simulation
    • M41 - Business Administration and Business Economics; Marketing; Accounting; Personnel Economics - - Accounting - - - Accounting

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