Sample selection process and sample distribution
| Panel A: Sample selection process | ||
|---|---|---|
| Firm-years | Firms | |
| Compustat merged with CRSP and Refinitiv I/B/E/S (2001–2022) | 163,796 | 17,750 |
| Less: Industries in Finance (SIC 6,000–6,799) and Utilities (SIC 4,900–4,999) | 39,882 | 3,685 |
| Less: Observations not meeting selection criteria and Missing values | 62,558 | 6,765 |
| Final sample | 61,356 | 7,300 |
| Panel A: Sample selection process | ||
|---|---|---|
| Firm-years | Firms | |
| Compustat merged with CRSP and Refinitiv I/B/E/S (2001–2022) | 163,796 | 17,750 |
| Less: Industries in Finance (SIC 6,000–6,799) and Utilities (SIC 4,900–4,999) | 39,882 | 3,685 |
| Less: Observations not meeting selection criteria and Missing values | 62,558 | 6,765 |
| Panel B: Sample distribution by year | ||
|---|---|---|
| Frequency | Percent | |
| 2001 | 3,282 | 5.35 |
| 2002 | 3,485 | 5.68 |
| 2003 | 3,364 | 5.48 |
| 2004 | 3,342 | 5.45 |
| 2005 | 3,268 | 5.33 |
| 2006 | 3,184 | 5.19 |
| 2007 | 3,120 | 5.09 |
| 2008 | 2,945 | 4.80 |
| 2009 | 2,887 | 4.71 |
| 2010 | 2,792 | 4.55 |
| 2011 | 2,661 | 4.34 |
| 2012 | 2,590 | 4.22 |
| 2013 | 2,580 | 4.20 |
| 2014 | 2,630 | 4.29 |
| 2015 | 2,546 | 4.15 |
| 2016 | 2,465 | 4.02 |
| 2017 | 2,386 | 3.89 |
| 2018 | 2,336 | 3.81 |
| 2019 | 2,324 | 3.79 |
| 2020 | 2,352 | 3.83 |
| 2021 | 2,484 | 4.05 |
| 2022 | 2,333 | 3.80 |
| Total | 61,356 | 100.00 |
| Panel B: Sample distribution by year | ||
|---|---|---|
| Frequency | Percent | |
| 2001 | 3,282 | 5.35 |
| 2002 | 3,485 | 5.68 |
| 2003 | 3,364 | 5.48 |
| 2004 | 3,342 | 5.45 |
| 2005 | 3,268 | 5.33 |
| 2006 | 3,184 | 5.19 |
| 2007 | 3,120 | 5.09 |
| 2008 | 2,945 | 4.80 |
| 2009 | 2,887 | 4.71 |
| 2010 | 2,792 | 4.55 |
| 2011 | 2,661 | 4.34 |
| 2012 | 2,590 | 4.22 |
| 2013 | 2,580 | 4.20 |
| 2014 | 2,630 | 4.29 |
| 2015 | 2,546 | 4.15 |
| 2016 | 2,465 | 4.02 |
| 2017 | 2,386 | 3.89 |
| 2018 | 2,336 | 3.81 |
| 2019 | 2,324 | 3.79 |
| 2020 | 2,352 | 3.83 |
| 2021 | 2,484 | 4.05 |
| 2022 | 2,333 | 3.80 |
| Panel C: Sample distribution by industry | ||
|---|---|---|
| Industry category | Frequency | Percent |
| Agriculture, Forestry, and Fishing | 254 | 0.41 |
| Mining | 3,577 | 5.83 |
| Construction | 10,947 | 17.84 |
| Manufacturing | 22,606 | 36.84 |
| Transportation, Communications, Electric, Gas, and Sanitary Services | 3,517 | 5.73 |
| Wholesale Trade | 6,626 | 10.80 |
| Retail Trade | 10,903 | 17.77 |
| Services | 2,850 | 4.65 |
| Public Administration | 76 | 0.12 |
| Total | 61,356 | 100.00 |
| Panel C: Sample distribution by industry | ||
|---|---|---|
| Industry category | Frequency | Percent |
| Agriculture, Forestry, and Fishing | 254 | 0.41 |
| Mining | 3,577 | 5.83 |
| Construction | 10,947 | 17.84 |
| Manufacturing | 22,606 | 36.84 |
| Transportation, Communications, Electric, Gas, and Sanitary Services | 3,517 | 5.73 |
| Wholesale Trade | 6,626 | 10.80 |
| Retail Trade | 10,903 | 17.77 |
| Services | 2,850 | 4.65 |
| Public Administration | 76 | 0.12 |
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
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