New accounting standards and the performance of quantitative investors

Travis Dyer, Nicholas Guest, Elisha Yu
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Abstract

We examine quantitative investors’ ability to navigate a common and occasionally material change to the financial data generating process: new accounting standards. Returns of quantitative mutual funds temporarily decrease relative to funds that rely more heavily on human discretion following the implementation of a few standards that significantly change key financial statement variables; however, other standards do not appear to have a differential effect. Our result is stronger for quantitative funds using more accounting terminology in their prospectuses and using value strategies, which leverage accounting signals. Excess portfolio turnover following the implementation of accounting standards appears to be a driving factor of the quant underperformance. Additional evidence connects the fund-level results to the specific stocks that were affected by the accounting standards. Overall, our results suggest quant funds are generally proficient at adapting to accounting changes, although material changes occasionally put them at a temporary disadvantage relative to discretionary investors.
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新会计准则与量化投资者的表现
我们研究了量化投资者驾驭财务数据生成过程中常见且偶尔会出现的重大变化的能力:新会计准则。在几项显著改变财务报表关键变量的准则实施后,量化共同基金的回报率相对于更依赖人为裁量权的基金暂时下降;然而,其他准则似乎并没有产生不同的影响。对于在招股说明书中使用更多会计术语和采用价值策略的量化基金而言,我们的结果更为显著,因为它们利用了会计信号。会计准则实施后过高的投资组合周转率似乎是量化基金表现不佳的一个驱动因素。其他证据将基金层面的结果与受会计准则影响的特定股票联系起来。总体而言,我们的研究结果表明,量化基金一般都能很好地适应会计变化,尽管重大变化偶尔会使它们暂时处于相对于全权投资者的不利地位。
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