1 Introduction
2 Literature review, institutional background, and research question
2.1 Prior literature
2.2 Background information to the German institutional setting
2.3 Research question development
3 Research design
3.1 Sample and data
Companies | Observations | |
---|---|---|
Potential sample size if panel data for CDAX companies from 2008 to 2014 were balanced | 449 | 3143 |
Less: banks, insurance companies, holding companies, leasing and property companies, and financial service firms | (68) | (476) |
Less: firm-year observations with no IFRS consolidated financial statements available in Bisnode | (42) | (455) |
Less: not available annual reports or missing reported audit fees | (35) | |
Equals: sample of unbalanced firm-year observations used to estimate OverallExpert and TaxExpert
| 339 | 2177 |
Less: firm-year observations with zero or negative pre-tax income for calculating effective tax rates (ETR, CurrETR, CashETR) | (20) | (525) |
Less: short fiscal years | (8) | |
Less: missing engagement partners in audit opinions | (7) | (44) |
Less: no data availability of engagement partners’ tax certification and auditing experience | (3) | (93) |
Less: missing firm-year observations for year t−1
| (2) | (9) |
Less: firm-year observations with missing property, plant and equipment for calculating CapitalIntensity and negative Lev
| (7) | (16) |
Equals: sample of firm-year observations used to estimate Eq. (1) | 300 | 1482 |
3.2 Multivariate model
4 Results
4.1 Descriptive statistics
No. of observations | Mean | SD | Min |
p 25 | Median |
p 75 | Max | |
---|---|---|---|---|---|---|---|---|
ETR
| 1482 | 0.290 | 0.180 | 0 | 0.213 | 0.289 | 0.338 | 1 |
CurrETR
| 1482 | 0.305 | 0.211 | 0 | 0.184 | 0.276 | 0.358 | 1 |
CashETR
| 1482 | 0.286 | 0.231 | 0 | 0.140 | 0.252 | 0.356 | 1 |
StB
| 1482 | 0.823 | 0.382 | 0 | 1 | 1 | 1 | 1 |
R&D
| 1482 | 0.020 | 0.037 | 0 | 0 | 0 | 0.028 | 0.341 |
Size
| 1482 | 20.142 | 2.189 | 14.921 | 18.584 | 19.786 | 21.415 | 26.584 |
Lev
| 1482 | 1.604 | 1.638 | 0.027 | 0.698 | 1.230 | 2.079 | 27.310 |
PPE
| 1482 | 0.422 | 0.195 | 0.001 | 0.283 | 0.395 | 0.566 | 0.997 |
Cash
| 1482 | 0.153 | 0.141 | 0.001 | 0.054 | 0.111 | 0.202 | 0.882 |
ROA
| 1482 | 0.089 | 0.083 | 0.000 | 0.041 | 0.068 | 0.109 | 1.171 |
NOLCF
| 1482 | 0.165 | 0.371 | 0 | 0 | 0 | 0 | 1 |
Intang
| 1482 | 0.186 | 0.173 | 0 | 0.047 | 0.127 | 0.286 | 0.743 |
Acc
| 1482 | − 0.030 | 0.082 | − 0.306 | − 0.065 | − 0.033 | − 0.001 | 1.235 |
Export
| 1482 | 0.577 | 0.434 | 0 | 0.231 | 0.560 | 0.826 | 3.143 |
Inv
| 1482 | 0.129 | 0.114 | 0 | 0.015 | 0.114 | 0.206 | 0.640 |
Big4
| 1482 | 0.684 | 0.465 | 0 | 0 | 1 | 1 | 1 |
OverallExpert
| 1482 | 0.098 | 0.297 | 0 | 0 | 0 | 0 | 1 |
TaxExpert
| 1482 | 0.088 | 0.283 | 0 | 0 | 0 | 0 | 1 |
Experience
| 1482 | 1.990 | 0.828 | − 5.207 | 1.633 | 2.113 | 2.564 | 3.678 |
Taxfee
| 1482 | 0.082 | 0.117 | 0 | 0 | 0.023 | 0.133 | 0.730 |
(1) | (2) | (3) | (4) | (5) | (6) | (7) | (8) | (9) | (10) | |
---|---|---|---|---|---|---|---|---|---|---|
(1) ETR
|
0.60
|
0.46
| − 0.01 | 0.00 |
0.06
|
0.20
| − 0.05
| − 0.02 | − 0.14
| |
(2) CurrETR
|
0.64
|
0.65
| 0.02 |
0.07
|
0.22
|
0.20
|
0.05
| − 0.08
| − 0.23
| |
(3) CashETR
|
0.53
|
0.69
| 0.02 |
0.07
|
0.28
|
0.24
|
0.09
| − 0.15
| − 0.19
| |
(4) StB
| − 0.02 | 0.03 | 0.02 | − 0.05
| − 0.04 | 0.00 | − 0.01 | − 0.07
| − 0.02 | |
(5) R&D
| − 0.04 | − 0.04 | − 0.03 | − 0.01 |
0.12
| − 0.10
| − 0.06
| 0.01 |
0.14
| |
(6) Size
|
0.05
|
0.14
|
0.17
| − 0.05
| − 0.05
|
0.50
|
0.34
| − 0.41
| − 0.18
| |
(7) Lev
|
0.20
|
0.22
|
0.21
| − 0.05
| − 0.14
|
0.33
|
0.29
| − 0.42
| − 0.41
| |
(8) PPE
| − 0.03 |
0.05
|
0.07
| − 0.01 | − 0.13
|
0.33
|
0.14
| − 0.54
| − 0.25
| |
(9) Cash
| − 0.02 | − 0.08
| − 0.08
| − 0.05
|
0.12
| − 0.38
| − 0.23
| − 0.55
|
0.30
| |
(10) ROA
| − 0.18
| − 0.26
| − 0.23
| − 0.01 |
0.09
| − 0.20
| − 0.26
| − 0.24
|
0.39
| |
(11) NOLCF
| − 0.13
| − 0.11
| − 0.15
| − 0.03 |
0.05
| − 0.27
|
0.06
| 0.03 |
0.07
| − 0.07
|
(12) Intang
| 0.02 |
0.05
| 0.04 | − 0.09
|
0.05
|
0.08
| 0.01 |
0.51
| − 0.20
| − 0.13
|
(13) Acc
| − 0.20
| − 0.16
| − 0.09
| 0.02 | − 0.06
| − 0.04 | − 0.13
| − 0.11
| − 0.01 |
0.38
|
(14) Export
|
0.10
|
0.07
|
0.05
| − 0.04 |
0.12
|
0.16
|
0.06
| − 0.22
| − 0.15
| 0.03 |
(15) Inv
|
0.12
|
0.09
|
0.06
|
0.09
| 0.00 | − 0.01 | − 0.02 | − 0.31
| − 0.26
| − 0.06
|
(16) Big4
| 0.01 |
0.08
|
0.07
| − 0.09
|
0.08
|
0.42
|
0.16
|
0.15
| − 0.17
| − 0.06
|
(17) OverallExpert | 0.00 | 0.04 | 0.03 | − 0.05
| 0.03 |
0.11
|
0.09
|
0.10
| − 0.08
| − 0.07
|
(18) TaxExpert
| 0.00 | 0.01 | 0.01 | − 0.04 | 0.02 |
0.08
|
0.08
|
0.05
| − 0.04 | − 0.06
|
(19) Experience
| − 0.08
| − 0.01 | − 0.01 |
0.09
|
0.12
|
0.30
|
0.12
|
0.09
| − 0.14
| − 0.07
|
(20) Taxfee
| − 0.01 | − 0.01 | − 0.02 | − 0.03 | − 0.01 | 0.00 | 0.01 | 0.01 | − 0.05 | − 0.02 |
(11) | (12) | (13) | (14) | (15) | (16) | (17) | (18) | (19) | (20) | |
---|---|---|---|---|---|---|---|---|---|---|
(1) ETR
| − 0.17
| 0.00 | − 0.19
|
0.10
|
0.13
| 0.00 | − 0.04 | − 0.03 | − 0.08
|
0.05
|
(2) CurrETR
| − 0.17
|
0.07
| − 0.14
|
0.11
|
0.10
|
0.11
| 0.02 | 0.00 | 0.02 |
0.06
|
(3) CashETR
| − 0.24
|
0.06
| − 0.04 |
0.09
|
0.09
|
0.10
| 0.02 | 0.01 |
0.05
| 0.04 |
(4) StB
| − 0.03 |
-0.09
| − 0.02 | − 0.01 |
0.11
| − 0.09
| − 0.05
| − 0.04 |
0.10
| − 0.02 |
(5) R&D
| − 0.06
|
0.10
| − 0.01 |
0.26
|
0.13
|
0.11
| 0.02 | 0.03 |
0.12
| 0.03 |
(6) Size
| − 0.27
|
0.06
| − 0.01 |
0.20
|
0.10
|
0.42
|
0.11
|
0.09
|
0.30
|
0.11
|
(7) Lev
| − 0.05
|
0.07
| − 0.15
|
0.12
|
0.12
|
0.22
|
0.12
|
0.12
|
0.15
|
0.10
|
(8) PPE
| 0.03 |
0.47
| − 0.17
| − 0.21
| − 0.23
|
0.14
|
0.10
|
0.06
|
0.10
| 0.00 |
(9) Cash
|
0.11
| − 0.14
| − 0.04 | − 0.07
| − 0.24
| − 0.18
| − 0.10
| − 0.08
| − 0.12
| − 0.06
|
(10) ROA
| − 0.14
| − 0.07
|
0.21
|
0.10
| − 0.05
| − 0.08
| − 0.07
| − 0.06
| − 0.05
| − 0.03 |
(11) NOLCF
|
0.13
| − 0.04 | − 0.16
| − 0.16
| − 0.05
| 0.03 | 0.01 | − 0.06
| − 0.10
| |
(12) Intang
|
0.13
| − 0.12
| − 0.05
| − 0.33
|
0.05
| 0.02 | 0.00 |
0.05
|
0.05
| |
(13) Acc
| 0.02 | − 0.10
| 0.01 |
0.10
| − 0.10
| − 0.04
| − 0.04 | 0.01 | − 0.02 | |
(14) Export
| − 0.12
| − 0.13
| − 0.01 |
0.49
|
0.14
|
0.13
|
0.14
|
0.13
|
0.11
| |
(15) Inv
| − 0.14
| − 0.38
|
0.10
|
0.46
|
0.06
| 0.01 | 0.01 | 0.00 |
0.10
| |
(16) Big4
| − 0.05
| 0.04 | − 0.11
|
0.13
| 0.03 | 0.02 | 0.04 |
0.05
|
0.05
| |
(17) OverallExpert | 0.03 | 0.01 | − 0.02 |
0.13
| 0.00 | 0.02 |
0.77
|
0.11
|
0.12
| |
(18) TaxExpert
| 0.01 | 0.00 | 0.00 |
0.15
| 0.01 | 0.04 |
0.77
|
0.09
|
0.20
| |
(19) Experience
| − 0.04 | 0.03 | − 0.01 |
0.10
| 0.00 | 0.04 |
0.10
|
0.09
| 0.00 | |
(20) Taxfee
| − 0.04 | 0.02 | − 0.03 | 0.03 | 0.02 | 0.02 |
0.08
|
0.15
| − 0.02 |
4.2 Main multivariate findings
4.2.1 Plain
ETR
|
CurrETR
|
CashETR
| |
---|---|---|---|
Panel A full modela
| |||
StB
| 0.0033 (0.846) | 0.0446*** (0.010) | 0.0468** (0.043) |
R&D
| 0.7622 (0.115) | 0.2940 (0.494) | 0.7194 (0.114) |
Size
| − 0.0099 (0.754) | − 0.0119 (0.741) | − 0.0015 (0.973) |
Lev
| 0.0270*** (0.000) | 0.0362*** (0.000) | 0.0336*** (0.000) |
PPE
| − 0.0670 (0.560) | 0.0495 (0.685) | 0.3480*** (0.008) |
Cash
| − 0.0212 (0.850) | 0.0330 (0.791) | 0.2496* (0.058) |
ROA
| − 0.4676*** (0.009) | − 1.0461*** (0.000) | − 1.3938*** (0.000) |
NOLCF
| 0.0083 (0.801) | − 0.0195 (0.501) | − 0.0955*** (0.003) |
Intang
| 0.1549 (0.218) | 0.0755 (0.631) | − 0.2158 (0.236) |
Acc
| − 0.2163* (0.054) | 0.0583 (0.649) | 0.5449*** (0.000) |
Export
| 0.0032 (0.923) | − 0.0049 (0.905) | − 0.0505 (0.294) |
Inv
| 0.2045 (0.265) | 0.2477 (0.308) | 0.2428 (0.339) |
Big4
| − 0.0087 (0.756) | − 0.0015 (0.961) | − 0.0361 (0.302) |
OverallExpert
| − 0.0355 (0.498) | − 0.0146 (0.780) | − 0.1325* (0.058) |
TaxExpert
| − 0.0038 (0.927) | − 0.0605 (0.179) | − 0.0037 (0.945) |
Experience
| − 0.0202** (0.026) | − 0.0065 (0.425) | − 0.0222** (0.027) |
Taxfee
| 0.0420 (0.434) | 0.1227* (0.086) | − 0.0353 (0.661) |
Constant
| 0.4816 (0.447) | 0.4544 (0.527) | 0.2978 (0.734) |
Firm and year fixed effects
| Yes | Yes | Yes |
Observations | 1482 | 1482 | 1482 |
Adjusted R
2
| 0.098 | 0.154 | 0.163 |
F
| 5.0574 | 3.6230 | 6.1664 |
p
| 0.0000 | 0.0000 | 0.0000 |
Panel B StB and fixed effectsb
| |||
StB
| − 0.0010 (0.954) | 0.0491*** (0.004) | 0.0431* (0.083) |
Constant
| 0.2924*** (0.000) | 0.2306*** (0.000) | 0.2276*** (0.000) |
Firm and year fixed effects
| Yes | Yes | Yes |
Observations | 1482 | 1482 | 1482 |
Adjusted R
2
| 0.007 | 0.016 | 0.017 |
F
| 2.2967 | 3.1681 | 3.6700 |
p
| 0.0349 | 0.0050 | 0.0016 |
4.2.2 Controlling for observable auditor characteristics and determinants of firm-level auditor choice
Unweighted sample | Weighted sample | ||||
---|---|---|---|---|---|
StB = 1 |
StB = 0 |
p > |z|
|
StB = 1 |
StB = 0 | |
No. of observations = 1219 | No. of observations = 263 | ||||
Panel A descriptive statistics for auditors with versus without tax certificationa
| |||||
Individual auditor choice
| |||||
Experience
| 2.024***
| 1.832 | 0.000 | 2.024 | 2.024 |
Gender
| 0.158*
| 0.118 | 0.097 | 0.158 | 0.158 |
PhD
| 0.084**
| 0.133 | 0.014 | 0.085 | 0.085 |
Company selection
| |||||
Firm complexity | |||||
CapitalIntensity
| 4.798 | 9.252 | 0.952 | 4.798 | 4.798 |
Size
| 20.088 | 20.396 | 0.114 | 20.090 | 20.090 |
Lev
| 1.570 | 1.766 | 0.849 | 1.570 | 1.570 |
R&D
| 0.020*
| 0.021 | 0.051 | 0.020 | 0.020 |
NOLCF
| 0.159 | 0.190 | 0.220 | 0.159 | 0.159 |
ROA
| 0.089 | 0.091 | 0.443 | 0.089 | 0.089 |
Tax strategy | |||||
DummyForeignTax
| 0.263 | 0.285 | 0.468 | 0.263 | 0.263 |
ForeignTax
| 0.003 | 0.004 | 0.369 | 0.003 | 0.003 |
Monitoring strength | |||||
IRSStrength
| 47.701**
| 49.538 | 0.028 | 47.700 | 47.700 |
Taxfee
| 0.080 | 0.090 | 0.482 | 0.080 | 0.080 |
AudIndep
| 0.096 | 0.106 | 0.582 | 0.096 | 0.096 |
Tenure
| 9.501***
| 10.741 | 0.001 | 9.501 | 9.501 |
Acc
| − 0.029 | − 0.033 | 0.409 | − 0.029 | − 0.029 |
LNAF
| 12.765**
| 12.958 | 0.045 | 12.770 | 12.770 |
AuditfirmChange
| 0.083**
| 0.038 | 0.012 | 0.083 | 0.083 |
Audit firm selection
| |||||
Big4
| 0.664***
| 0.776 | 0.000 | 0.665 | 0.665 |
OverallExpert
| 0.091*
| 0.129 | 0.059 | 0.091 | 0.091 |
TaxExpert
| 0.083 | 0.110 | 0.154 | 0.083 | 0.083 |
ETR
|
CurrETR
|
CashETR
| |
---|---|---|---|
Panel B multivariate regression results after entropy balancingb
| |||
StB
| 0.0112 (0.439) | 0.0482*** (0.001) | 0.0554*** (0.003) |
R&D
| 1.1959*** (0.009) | 0.3960 (0.325) | 0.8514* (0.065) |
Size
| − 0.0262 (0.412) | − 0.0519 (0.215) | − 0.0563 (0.274) |
Lev
| 0.0285*** (0.000) | 0.0394*** (0.000) | 0.0309*** (0.000) |
PPE
| 0.2092 (0.134) | 0.2047 (0.110) | 0.4729*** (0.000) |
Cash
| 0.1553 (0.161) | 0.1805 (0.130) | 0.3312** (0.012) |
ROA
| − 0.5530*** (0.001) | − 1.0969*** (0.000) | − 1.5921*** (0.000) |
NOLCF
| − 0.0231 (0.451) | − 0.0534* (0.068) | − 0.0962*** (0.001) |
Intang
| 0.0726 (0.634) | 0.2177 (0.196) | − 0.1217 (0.542) |
Acc
| − 0.2562** (0.027) | 0.0703 (0.564) | 0.5196*** (0.000) |
Export
| 0.0101 (0.754) | − 0.0140 (0.737) | − 0.0549 (0.260) |
Inv
| 0.3598** (0.047) | 0.3580 (0.122) | 0.0952 (0.732) |
Big4
| 0.0036 (0.866) | 0.0121 (0.598) | 0.0023 (0.943) |
OverallExpert
| − 0.0657 (0.168) | − 0.0194 (0.620) | − 0.1730** (0.017) |
TaxExpert
| − 0.0116 (0.718) | − 0.0638* (0.077) | 0.0225 (0.602) |
Experience
| − 0.0270*** (0.003) | − 0.0140 (0.105) | − 0.0293*** (0.004) |
Taxfee
| 0.0046 (0.946) | 0.0696 (0.402) | − 0.1278 (0.293) |
Constant
| 1.2732** (0.046) | 2.1428** (0.038) | 2.1157* (0.100) |
Firm and year fixed effects
| Yes | Yes | Yes |
Observations | 1482 | 1482 | 1482 |
Adjusted R
2
| 0.440 | 0.470 | 0.389 |
F
| 4.6046 | 4.6657 | 7.2013 |
p
| 0.0000 | 0.0000 | 0.0000 |
4.2.3 Tax certified individual auditor change
Panel A development of mean residual tax rates pre and post StBChange
a,b
| |||
---|---|---|---|
![]() |
∆ε
ETR
|
∆ε
CurrETR
|
∆ε
CashETR
| |
---|---|---|---|
Panel B change analysisc
| |||
StBChange
| 0.0685 (0.197) | 0.1194** (0.017) | 0.0843 (0.130) |
Constant
| − 0.0154 (0.547) | − 0.0355 (0.246) | − 0.0185 (0.646) |
Observations | 68 | 68 | 68 |
Adjusted R
2
| 0.014 | 0.070 | 0.016 |
F
| 1.7002 | 5.9677 | 2.3534 |
p
| 0.1968 | 0.0173 | 0.1298 |
4.3 Additional analyses and robustness checks
4.3.1 Tests for knowledge spillover effects
ETR
|
CurrETR
|
CashETR
| |
---|---|---|---|
Panel A tax confirmation servicesa
| |||
StB
| − 0.0322 (0.206) | − 0.0090 (0.709) | 0.0038 (0.909) |
TaxfeeDummy
| − 0.0825** (0.018) | − 0.1028*** (0.004) | − 0.0697 (0.130) |
StB*TaxfeeDummy
| 0.0693** (0.034) | 0.0915*** (0.005) | 0.0837** (0.043) |
Taxfee
| 0.0750 (0.240) | 0.1513* (0.072) | − 0.0984 (0.480) |
Controls
| Yes | Yes | Yes |
Firm and year fixed effects
| Yes | Yes | Yes |
Observations | 1482 | 1482 | 1482 |
Adjusted R
2
| 0.445 | 0.477 | 0.392 |
F
| 4.3667 | 4.5883 | 6.8107 |
p
| 0.0000 | 0.0000 | 0.0000 |
Panel B enforcement strength of the responsible tax authorityb
| |||
StB
| 0.0472 (0.519) | 0.1588** (0.017) | 0.2311*** (0.005) |
StB*IRSStrength
| − 0.0007 (0.590) | − 0.0023* (0.067) | − 0.0036** (0.024) |
Controls
| Yes | Yes | Yes |
Firm and year fixed effects
| Yes | Yes | Yes |
Observations | 1482 | 1482 | 1482 |
Adjusted R
2
| 0.440 | 0.471 | 0.391 |
F
| 4.4422 | 4.5078 | 7.1768 |
p
| 0.0000 | 0.0000 | 0.0000 |
Panel C joint effect of individual auditors’ expertisec
| |||
StB
| 0.0007 (0.985) | 0.0000 (0.999) | − 0.0070 (0.883) |
Experience
| − 0.0311** (0.027) | − 0.0328** (0.022) | − 0.0538*** (0.008) |
StB*Experience
| 0.0057 (0.739) | 0.0261 (0.144) | 0.0339 (0.121) |
Controls
| Yes | Yes | Yes |
Firm and year fixed effects
| Yes | Yes | Yes |
Observations | 1482 | 1482 | 1482 |
Adjusted R
2
| 0.440 | 0.471 | 0.390 |
F
| 4.4933 | 4.6451 | 7.0945 |
p
| 0.0000 | 0.0000 | 0.0000 |
4.3.2 Tests on individual auditor involvement
ETR
|
CurrETR
|
CashETR
| |
---|---|---|---|
Panel A company sizea
| |||
StB
| − 0.1799 (0.154) | − 0.1439 (0.306) | − 0.4099** (0.021) |
Size
| − 0.0328 (0.307) | − 0.0585 (0.169) | − 0.0724 (0.170) |
StB*Size
| 0.0095 (0.118) | 0.0095 (0.171) | 0.0231*** (0.006) |
Controls
| Yes | Yes | Yes |
Firm and year fixed effects
| Yes | Yes | Yes |
Observations | 1482 | 1482 | 1482 |
Adjusted R
2
| 0.441 | 0.471 | 0.393 |
F
| 4.4789 | 4.5012 | 7.4262 |
p
| 0.0000 | 0.0000 | 0.0000 |
ETRGAAP
|
CurrETRGAAP
| |
---|---|---|
Panel B individual financial statements according to German GAAPb
| ||
StB
| 0.0800*** (0.003) | 0.0945*** (0.000) |
Controls
| Yes | Yes |
Firm and year fixed effects
| Yes | Yes |
Observations | 1008 | 1008 |
Adjusted R
2
| 0.420 | 0.413 |
F
| 5.7597 | 10.1437 |
p
| 0.0000 | 0.0000 |