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Effects of trend strength and direction on performance and consistency in judgmental exchange rate forecasting

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  • Thomson, Mary E.
  • Pollock, Andrew C.
  • Gönül, M. Sinan
  • Önkal, Dilek

Abstract

Using real financial data, this study examines the influence of trend direction and strength on judgmental exchange rate forecasting performance and consistency. Participants generated forecasts for each of 20 series. Half of the participants also answered two additional questions regarding their perceptions about the strength and direction of the trend present in each of the series under consideration. The performance on ascending trends was found to be superior to that on descending trends, and the performance on intermediate trends was found to be superior to that on strong trends. Furthermore, the group whose attention was drawn to the direction and strength of each trend via the additional questions performed better on some aspects of the task than did their “no-additional questions” counterparts. Consistency was generally poor, with ascending trends being perceived as being stronger than descending trends. The results are discussed in terms of their implications for the use and design of forecasting support systems.

Suggested Citation

  • Thomson, Mary E. & Pollock, Andrew C. & Gönül, M. Sinan & Önkal, Dilek, 2013. "Effects of trend strength and direction on performance and consistency in judgmental exchange rate forecasting," International Journal of Forecasting, Elsevier, vol. 29(2), pages 337-353.
    • Handle: RePEc:eee:intfor:v:29:y:2013:i:2:p:337-353
    DOI: 10.1016/j.ijforecast.2012.03.004
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    1. Reimers, Stian & Harvey, Nigel, 2011. "Sensitivity to autocorrelation in judgmental time series forecasting," International Journal of Forecasting, Elsevier, vol. 27(4), pages 1196-1214, October.
    2. Pollock, Andrew C. & Macaulay, Alex & Thomson, Mary E. & Onkal, Dilek, 2005. "Performance evaluation of judgemental directional exchange rate predictions," International Journal of Forecasting, Elsevier, vol. 21(3), pages 473-489.
    3. Everette S. Gardner, Jr. & Ed. Mckenzie, 1985. "Forecasting Trends in Time Series," Management Science, INFORMS, vol. 31(10), pages 1237-1246, October.
    4. Andrew C. Pollock & Alex Macaulay & Mary E. Thomson & M. Sinan Gonul & Dilek Onkal, 2010. "Evaluating strategic directional probability predictions of exchange rates," International Journal of Applied Management Science, Inderscience Enterprises Ltd, vol. 2(3), pages 282-304.
    5. Goodwin, Paul & Wright, George, 1993. "Improving judgmental time series forecasting: A review of the guidance provided by research," International Journal of Forecasting, Elsevier, vol. 9(2), pages 147-161, August.
    6. Andreassen, Paul B., 1988. "Explaining the price-volume relationship: The difference between price changes and changing prices," Organizational Behavior and Human Decision Processes, Elsevier, vol. 41(3), pages 371-389, June.
    7. Cade Massey & George Wu, 2005. "Detecting Regime Shifts: The Causes of Under- and Overreaction," Management Science, INFORMS, vol. 51(6), pages 932-947, June.
    8. Barberis, Nicholas & Shleifer, Andrei & Vishny, Robert, 1998. "A model of investor sentiment," Journal of Financial Economics, Elsevier, vol. 49(3), pages 307-343, September.
    9. Onkal, Dilek & Muradoglu, Gulnur, 1994. "Evaluating probabilistic forecasts of stock prices in a developing stock market," European Journal of Operational Research, Elsevier, vol. 74(2), pages 350-358, April.
    10. Eggleton, Irc, 1982. "Intuitive Time-Series Extrapolation," Journal of Accounting Research, Wiley Blackwell, vol. 20(1), pages 68-102.
    11. Lawrence, Michael & Makridakis, Spyros, 1989. "Factors affecting judgmental forecasts and confidence intervals," Organizational Behavior and Human Decision Processes, Elsevier, vol. 43(2), pages 172-187, April.
    12. Harvey, Nigel & Bolger, Fergus, 1996. "Graphs versus tables: Effects of data presentation format on judgemental forecasting," International Journal of Forecasting, Elsevier, vol. 12(1), pages 119-137, March.
    13. Sanders, Nada R. & Manrodt, Karl B., 2003. "The efficacy of using judgmental versus quantitative forecasting methods in practice," Omega, Elsevier, vol. 31(6), pages 511-522, December.
    14. Markus Glaser & Thomas Langer & Martin Weber, 2007. "On the Trend Recognition and Forecasting Ability of Professional Traders," Decision Analysis, INFORMS, vol. 4(4), pages 176-193, December.
    15. Whitecotton, Stacey M., 1996. "The Effects of Experience and a Decision Aid on the Slope, Scatter, and Bias of Earnings Forecasts," Organizational Behavior and Human Decision Processes, Elsevier, vol. 66(1), pages 111-121, April.
    16. Wilkie-Thomson, Mary E. & Onkal-Atay, Dilek & Pollock, Andrew C., 1997. "Currency forecasting: an investigation of extrapolative judgement," International Journal of Forecasting, Elsevier, vol. 13(4), pages 509-526, December.
    17. Yates, J. Frank & McDaniel, Linda S. & Brown, Eric S., 1991. "Probabilistic forecasts of stock prices and earnings: The hazards of nascent expertise," Organizational Behavior and Human Decision Processes, Elsevier, vol. 49(1), pages 60-79, June.
    18. Allen, Helen & Taylor, Mark P, 1990. "Charts, Noise and Fundamentals in the London Foreign Exchange Market," Economic Journal, Royal Economic Society, vol. 100(400), pages 49-59, Supplemen.
    19. Cheung, Yin-Wong & Chinn, Menzie David, 2001. "Currency traders and exchange rate dynamics: a survey of the US market," Journal of International Money and Finance, Elsevier, vol. 20(4), pages 439-471, August.
    20. Lawrence, Michael & Goodwin, Paul & O'Connor, Marcus & Onkal, Dilek, 2006. "Judgmental forecasting: A review of progress over the last 25 years," International Journal of Forecasting, Elsevier, vol. 22(3), pages 493-518.
    21. Fred Collopy & J. Scott Armstrong, 1992. "Rule-Based Forecasting: Development and Validation of an Expert Systems Approach to Combining Time Series Extrapolations," Management Science, INFORMS, vol. 38(10), pages 1394-1414, October.
    22. Brad M. Barber & Terrance Odean, 2000. "Trading Is Hazardous to Your Wealth: The Common Stock Investment Performance of Individual Investors," Journal of Finance, American Finance Association, vol. 55(2), pages 773-806, April.
    23. Wilkie, Mary E. & Pollock, Andrew C., 1996. "An application of probability judgement accuracy measures to currency forecasting," International Journal of Forecasting, Elsevier, vol. 12(1), pages 25-40, March.
    24. David V. Budescu & Ning Du, 2007. "Coherence and Consistency of Investors' Probability Judgments," Management Science, INFORMS, vol. 53(11), pages 1731-1744, November.
    25. Thomson, Mary E. & Onkal-Atay, Dilek & Pollock, Andrew C. & Macaulay, Alex, 2003. "The influence of trend strength on directional probabilistic currency predictions," International Journal of Forecasting, Elsevier, vol. 19(2), pages 241-256.
    26. Onkal, Dilek & Muradoglu, Gulnur, 1996. "Effects of task format on probabilistic forecasting of stock prices," International Journal of Forecasting, Elsevier, vol. 12(1), pages 9-24, March.
    27. Fildes, Robert & Goodwin, Paul & Lawrence, Michael & Nikolopoulos, Konstantinos, 2009. "Effective forecasting and judgmental adjustments: an empirical evaluation and strategies for improvement in supply-chain planning," International Journal of Forecasting, Elsevier, vol. 25(1), pages 3-23.
    28. Nelson, Charles R. & Plosser, Charles I., 1982. "Trends and random walks in macroeconmic time series : Some evidence and implications," Journal of Monetary Economics, Elsevier, vol. 10(2), pages 139-162.
    29. Lawrence, Michael J. & Edmundson, Robert H. & O'Connor, Marcus J., 1985. "An examination of the accuracy of judgmental extrapolation of time series," International Journal of Forecasting, Elsevier, vol. 1(1), pages 25-35.
    30. Sanders, N. R., 1997. "The impact of task properties feedback on time series judgmental forecasting tasks," Omega, Elsevier, vol. 25(2), pages 135-144, April.
    31. Onkal, Dilek & Yates, J. Frank & Simga-Mugan, Can & Oztin, Sule, 2003. "Professional vs. amateur judgment accuracy: The case of foreign exchange rates," Organizational Behavior and Human Decision Processes, Elsevier, vol. 91(2), pages 169-185, July.
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    2. Han, Weiwei & Wang, Xun & Petropoulos, Fotios & Wang, Jing, 2019. "Brain imaging and forecasting: Insights from judgmental model selection," Omega, Elsevier, vol. 87(C), pages 1-9.

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