Table 1

Sample selection process and sample distribution

Panel A: Sample selection process
Firm-yearsFirms
Compustat merged with CRSP and Refinitiv I/B/E/S (2001–2022)163,79617,750
Less: Industries in Finance (SIC 6,000–6,799) and Utilities (SIC 4,900–4,999)39,8823,685
Less: Observations not meeting selection criteria and Missing values62,5586,765
Final sample61,3567,300
Panel B: Sample distribution by year
FrequencyPercent
20013,2825.35
20023,4855.68
20033,3645.48
20043,3425.45
20053,2685.33
20063,1845.19
20073,1205.09
20082,9454.80
20092,8874.71
20102,7924.55
20112,6614.34
20122,5904.22
20132,5804.20
20142,6304.29
20152,5464.15
20162,4654.02
20172,3863.89
20182,3363.81
20192,3243.79
20202,3523.83
20212,4844.05
20222,3333.80
Total61,356100.00
Panel C: Sample distribution by industry
Industry categoryFrequencyPercent
Agriculture, Forestry, and Fishing2540.41
Mining3,5775.83
Construction10,94717.84
Manufacturing22,60636.84
Transportation, Communications, Electric, Gas, and Sanitary Services3,5175.73
Wholesale Trade6,62610.80
Retail Trade10,90317.77
Services2,8504.65
Public Administration760.12
Total61,356100.00

Note(s): This table outlines the process of sample selection and distribution based on year and SIC-1 industry code. Panel A details the methodology for sample selection, covering total 61,356 firm-years and 7,300 firms from the years 2001–2022 in the final dataset. Panel B illustrates the distribution of samples across different years while Panel C demonstrates the distribution of samples within the SIC-1 industry classifications

Source(s): Authors’ own work

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