More than words: Can tone of consumer product reviews help predict firms' fundamentals?

被引:3
|
作者
Jin, Shunyao [1 ,2 ]
机构
[1] Univ Michigan Dearborn, Coll Business, Fairlane Ctr South, Dearborn, MI USA
[2] Univ Michigan Dearborn, Coll Business, Fairlane Ctr South, 19000 Hubbard Dr, Dearborn, MI 48126 USA
关键词
cash flows; consumer product reviews; idiosyncratic risk; machine learning; moderating analysis; path analysis; product market competition; stock returns; text mining; unstructured qualitative data; CUSTOMER SATISFACTION; OF-MOUTH; INFORMATION-CONTENT; EARNINGS SURPRISES; STOCK RETURNS; SOCIAL MEDIA; SALES; COMPETITION; DYNAMICS; ANALYST;
D O I
10.1111/jbfa.12680
中图分类号
F8 [财政、金融];
学科分类号
0202 ;
摘要
Although financial market participants are increasingly interested in the financial value of unstructured qualitative information regarding the prospects of a firm, empirical evidence remains sparse on the properties of qualitative content in consumer product reviews and their capital market implications. Using a broad sample of consumer reviews posted on Amazon.com, I examine whether the linguistic tone of aggregate consumer product reviews conveys information that is associated with firms' sales, earnings, stock returns and risk. I find that aggregate review tone successfully predicts a firm's forthcoming quarterly sales. Moderating analyses show that this predictability is stronger for firms operating in a highly competitive environment. I further find that review tone predicts a firm's quarterly earnings surprises, abnormal stock returns and risk. A path analysis shows that the effect of review tone on stock prices is partially channeled through its effect on firms' earnings. I finally find that negative review tone is more informative and useful than positive tone in predicting a firm's fundamentals. Importantly, these results hold after controlling for other review characteristics, including review rating, review volumeand review dispersion. Overall, my findings highlight the importance of considering the tone of consumer reviews when evaluating a firm's prospects and value.
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页码:1910 / 1942
页数:33
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