M6预测竞赛:弥合预测和投资决策之间的差距

IF 7.1 2区 经济学 Q1 ECONOMICS
Spyros Makridakis , Evangelos Spiliotis , Ross Hollyman , Fotios Petropoulos , Norman Swanson , Anil Gaba
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引用次数: 0

摘要

M6预测竞赛是Makridakis竞赛序列中的第六个竞赛,重点是财务预测。M6竞赛的一个关键目标是通过研究市场参与者如何以及为什么做出投资决策,为围绕有效市场假说的辩论做出贡献。为了实现这些目标,M6竞赛调查了100种公开交易资产的预测准确性和投资表现。该竞赛采用了对多个时期真实数据的实时评估,参与者预测相对于其他资产的资产表现的横断面设置,以及对预测效用的直接评估。通过这种方式,我们能够衡量准确预测的好处,并在做出投资决策时评估预测的重要性。我们的研究结果强调了参与者在试图准确预测资产的相对表现时所面临的挑战,试图持续超越市场的巨大困难,提交的预测与投资决策之间的有限联系,信息交换和“群体智慧”的附加价值,以及在试图将预测与投资决策联系起来时利用风险模型的价值。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
The M6 forecasting competition: Bridging the gap between forecasting and investment decisions
The M6 forecasting competition, the sixth in the Makridakis competition sequence, focused on financial forecasting. A key objective of the M6 competition was to contribute to the debate surrounding the Efficient Market Hypothesis by examining how and why market participants make investment decisions. To address these objectives, the M6 competition investigated forecasting accuracy and investment performance in a universe of 100 publicly traded assets. The competition employed live evaluation on real data across multiple periods, a cross-sectional setting where participants predicted asset performance relative to that of other assets, and a direct evaluation of the utility of forecasts. In this way, we were able to measure the benefits of accurate forecasting and assess the importance of forecasting when making investment decisions. Our findings highlight the challenges that participants faced when attempting to accurately forecast the relative performance of assets, the great difficulty associated with trying to consistently outperform the market, the limited connection between submitted forecasts and investment decisions, the value added by information exchange and the “wisdom of crowds”, and the value of utilizing risk models when attempting to connect prediction and investing decisions.
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来源期刊
CiteScore
17.10
自引率
11.40%
发文量
189
审稿时长
77 days
期刊介绍: The International Journal of Forecasting is a leading journal in its field that publishes high quality refereed papers. It aims to bridge the gap between theory and practice, making forecasting useful and relevant for decision and policy makers. The journal places strong emphasis on empirical studies, evaluation activities, implementation research, and improving the practice of forecasting. It welcomes various points of view and encourages debate to find solutions to field-related problems. The journal is the official publication of the International Institute of Forecasters (IIF) and is indexed in Sociological Abstracts, Journal of Economic Literature, Statistical Theory and Method Abstracts, INSPEC, Current Contents, UMI Data Courier, RePEc, Academic Journal Guide, CIS, IAOR, and Social Sciences Citation Index.
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