TABLE 1.
Sample description.
| (A) Sample selection | |||
| Firm-year observations of non-financial listing firms from 2003 to 2018 | 36,124 | ||
| Less: | |||
| Firm-years with missing data of audit fees | (3,355) | ||
| Firm-years with missing data of industry specialization | (1) | ||
| Firm-years with missing data of control variables | (379) | ||
| Total | 32,389 | ||
| (B) Distribution by year | |||
|
| |||
| Year | Frequency | Percentage (%) | |
|
| |||
| 2003 | 1,207 | 3.73 | |
| 2004 | 1,235 | 3.81 | |
| 2005 | 1,183 | 3.65 | |
| 2006 | 1,161 | 3.58 | |
| 2007 | 1,185 | 3.66 | |
| 2008 | 1,351 | 4.17 | |
| 2009 | 1,521 | 4.70 | |
| 2010 | 1,743 | 5.38 | |
| 2011 | 2,009 | 6.20 | |
| 2012 | 2,383 | 7.36 | |
| 2013 | 2,414 | 7.45 | |
| 2014 | 2,529 | 7.81 | |
| 2015 | 2,705 | 8.35 | |
| 2016 | 2,981 | 9.20 | |
| 2017 | 3,352 | 10.35 | |
| 2018 | 3,430 | 10.59 | |
| Total | 32,389 | 100 | |
| (C) Distribution by industry | |||
|
| |||
| Year | Frequency | Percentage (%) | |
|
| |||
| Agriculture, forestry, animal husbandry, and fishery | 470 | 1.45 | |
| Mining | 984 | 3.04 | |
| Manufacturing | 16,552 | 51.10 | |
| Utilities | 1,350 | 4.17 | |
| Construction | 852 | 2.63 | |
| Wholesale and retail | 1,154 | 3.56 | |
| Information tech. | 4,772 | 14.73 | |
| Real estate | 2,002 | 6.18 | |
| Leasing and business services | 1,826 | 5.64 | |
| Health and social work | 1,625 | 5.02 | |
| Culture, physical education, and recreation | 486 | 1.50 | |
| Others | 316 | 0.98 | |
| Total | 32,389 | 100 | |
| (D) Distribution of restatement observations across audit firms | |||
|
| |||
| Other audit firm | Unseasoned specialists | Seasoned specialists | |
|
| |||
| Number of non-financial restatement observations | 23,639 | 372 | 6,942 |
| Number of financial restatement observations | 1,214 | 26 | 139 |