Measuring Firm Complexity

被引:14
|
作者
Loughran, Tim [1 ]
McDonald, Bill [1 ]
机构
[1] Univ Notre Dame, Mendoza Coll Business, Notre Dame, IN 46556 USA
关键词
ANNUAL-REPORT READABILITY; TEXTUAL ANALYSIS; CURRENT EARNINGS; AUDIT FEES; INFORMATION; DISCLOSURE; COST; UNCERTAINTY; 10-K; SEC;
D O I
10.1017/S0022109023000716
中图分类号
F8 [财政、金融];
学科分类号
0202 ;
摘要
In business research, firm size is both ubiquitous and readily measured. Complexity, another firm-related construct, is also relevant, but difficult to measure and not well-defined. As a result, complexity is less frequently incorporated in empirical designs. We argue that most extant measures of complexity are one-dimensional, have limited availability, and/or are frequently misspecified. Using both machine learning and an application-specific lexicon, we develop a text solution that uses widely available data and provides an omnibus measure of complexity. Our proposed measure, used in tandem with 10-K file size, provides a useful proxy that dominates traditional measures.
引用
收藏
页码:2487 / 2514
页数:28
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