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. 2022 Mar 17;13:759875. doi: 10.3389/fpsyg.2022.759875

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