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Heterogeneity in Effective Tax Rate Trends: Evidence from Finnish Corporate Tax Returns Cover

Heterogeneity in Effective Tax Rate Trends: Evidence from Finnish Corporate Tax Returns

Open Access
|May 2026

Figures & Tables

Figure 1:

The evolution of statutory corporate income tax rates during 1980–2020. Notes: EU and OECD means are unweighted averages. Data source: Tax Foundation.

Figure 2:

Evolution of CASH ETR quantiles 0.1, 0.25, 0.5, 0.75, and 0.9 separately for MNEs and domestics. Notes: The figure plots ETR quantiles 0.1, 0.25, 0.5, 0.75, and 0.9 against the sample years 2000–2015 using the main data source, YRTTI tax return data. The dashed line represents the Finnish statutory corporate income tax rate. Finnish MNEs include Finnish-headquartered multinationals. Foreign MNEs include subsidiaries of foreign-headquartered multinationals that are located in Finland. Domestic groups include purely domestic corporate groups and domestic firms include domestic standalone firms.

Figure 3:

Yearly share of firms with CASH ETR above and below the statutory tax rate for MNEs and domestics. Notes: YRTTI data, full sample. Left panel figure (MNE) includes Finnish-headquartered multinationals and Finnish subsidiaries of foreign-headquartered multinationals. Right panel figure (Domestic) includes domestic corporate groups and domestic standalone firms. ETR=STR includes firms with an ETR within ±0.01% of the STR.

Figure 4:

Distributions of the difference between CASH ETR and statutory tax rate (STR) in 2000 and 2015. Notes: YRTTI data, full sample for years 2000 and 2015. The distribution is winsorized from right at 0.2 to increase readability, that is, all values above 0.2 are set to 0.2. The distribution of values above 0.2 is flat with a very low density.

Figure 5:

Trend coefficients over the CASH ETR distribution for different sub-samples. Notes: The figures plot the coefficient point estimates of Trend for every quantile of the CASH ETR distribution for the four different firm types. The shaded blue area describes the 95% confidence interval of the point estimates. The used data is the YRTTI tax return data for 2000–2015. Finnish MNEs include Finnish-headquartered multinationals. Foreign MNEs include subsidiaries of foreign-headquartered multinationals that are located in Finland. Domestic groups include purely domestic corporate groups and domestic firms include domestic standalone firms.

Figure 6:

Share of firms reporting zero profit by year. Notes: The figure illustrates the evolution of firms reporting zero taxable profit and zero accounting profit. The used data source is the YRTTI tax return data for 2007–2015. Firm is considered as reporting zero profit if the taxable (accounting) profit to total assets share of the firm falls between −0.5 and 0.5 percent. Haven affiliated MNEs include Finnish-headquartered multinationals with at least one affiliate located in a tax haven country defined by Menkhoff & Miethe (2019). Non-haven affiliated MNEs include Finnish-headquartered multinationals with no affiliates in tax haven countries. Foreign MNEs include subsidiaries of foreign-headquartered multinationals that are located in Finland. Domestic groups include purely domestic corporate groups and domestic firms include domestic standalone firms. Accounting profit includes all firms due to the share being very similar across the different groups of firms.

Figure 7:

Histograms of ROA and the ratio of taxable profits to total assets. Notes: The histograms illustrate the distribution of observations around zero return on assets (ROA) and the ratio of taxable profits to total assets. The top panel figures use all observations whereas the bottom panel figures discard observations with any deducted losses. Left panel figures show the histograms of ROA and right panel figures of taxable profits to total assets. The data source is the YRTTI tax return data for 2007–2015. Haven affiliated MNEs include Finnish-headquartered multinationals with at least one affiliate located in a tax haven country defined by Menkhoff & Miethe (2019). Non-haven affiliated MNEs include Finnish-headquartered multinationals with no affiliates in tax haven countries. Foreign MNEs include subsidiaries of foreign-headquartered multinationals that are located in Finland. Domestic groups include purely domestic corporate groups and domestic firms include domestic standalone firms.

Figure A1:

The yearly share of loss-making firms (i.e.,negative accounting profits). Notes: The data source is the YRTTI tax return data for 2000–2015. MNE includes Finnish-headquartered multinationals as well as subsidiaries of foreign-headquartered multinationals that are located in Finland. Domestic includes domestic corporate groups and domestic standalone firms.

UQR results for the YRTTI sample of foreign multinational enterprises_

OLSUnconditional Quantile Regression
(1) OLS(2) Q10(3) Q25(4) Q50(5) Q75(6) Q90
Trend−0.00162* (−1.66)0 (.)−0.00712** (−2.36)0.00208** (2.40)−0.00152** (−2.27)−0.000497 (−0.24)
STR0.581*** (6.78)0 (.)−0.578** (−2.11)1.745*** (18.94)0.645*** (10.12)0.845*** (4.28)
Controls for firm characteristics
Pre-tax income growth−164.1*** (−2.77)0 (.)−1054.5*** (−6.16)−161.1*** (−3.78)−4.383 (−0.16)193.9* (1.74)
Log total assets−0.00251 (−0.70)0 (.)0.0410*** (3.67)−0.00127 (−0.43)−0.00649*** (−3.02)−0.0217*** (−2.96)
Fixed assets−0.0365** (−2.51)0 (.)−0.145*** (−3.04)−0.0532*** (−4.44)−0.0124 (−1.44)0.0214 (0.79)
ROA−0.0565*** (−4.03)0 (.)0.370*** (8.42)0.0404*** (3.41)−0.102*** (−10.64)−0.395*** (−12.09)
Debt-to-Equity−0.00000910** (−2.06)0 (.)−0.0000220 (−1.06)−0.00000633* (−1.74)−0.00000165 (−0.64)−0.0000147* (−1.94)
Paid dividends0.144*** (6.00)0 (.)0.254*** (4.19)0.0713*** (3.33)0.177*** (7.31)0.168** (2.26)
Controls for book-tax differences
Special items1.337*** (9.75)0 (.)3.897*** (7.58)1.137*** (8.52)0.497*** (5.72)1.108*** (4.40)
R&D expenses−0.130 (−0.50)0 (.)−0.562 (−0.66)0.187 (0.91)0.164 (1.08)0.536 (0.90)
Intra-group interest payments−2.357*** (−7.76)0 (.)−5.948*** (−5.47)−2.671*** (−10.22)−1.331*** (−7.21)−1.010* (−1.78)
Statutory provisions0.974** (2.03)0 (.)−0.523 (−0.35)0.483 (1.30)0.711** (2.35)3.022*** (2.69)
Δ Book-tax amortization diff.−1.574*** (−4.87)0 (.)−1.057 (−1.05)−2.107*** (−7.02)−1.503*** (−6.32)−1.967*** (−2.84)
Δ Book-tax depreciation diff.−3.914*** (−3.23)0 (.)−7.420 (−1.55)−2.217** (−2.09)−0.926 (−1.16)−3.740* (−1.67)
Received dividends−0.0527** (−2.18)0 (.)−0.0624 (−1.05)−0.00125 (−0.06)−0.184*** (−7.53)−0.106 (−1.36)
Contributions and subsidies2.469** (2.25)0 (.)1.584 (0.55)1.692* (1.83)1.959** (2.20)5.615** (2.16)
NOL−0.0824*** (−6.10)0 (.)−0.328*** (−7.16)−0.0235** (−2.42)−0.0213*** (−3.04)−0.0746*** (−3.31)
NOL0.371*** (7.97)0 (.)1.621*** (10.09)0.336*** (9.27)0.0192 (0.78)−0.166* (−1.88)

Constant0.00344 (0.03)0.0268 (.)−0.331 (−0.71)−0.279*** (−2.95)0.148** (2.13)0.280 (1.45)
Firm & industry FEYesYesYesYesYesYes

N133251355713557135571355713557
R-squared0.560.0.6280.5680.4660.382
Adj. R-squared0.484.0.5560.4850.3620.262

Robustness of main results to the definition of received dividends_

(1) All firms(2) Finnish MNEs(3) Foreign MNEs(4) Domestic groups(5) Domestic firms
Trend−0.000852*** (−3.67)−0.00581*** (−4.31)−0.00112 (−1.18)−0.000650 (−0.54)−0.000486** (−1.99)
STR0.657*** (28.29)0.342*** (2.59)0.603*** (7.12)0.751*** (6.67)0.682*** (27.27)
Controls for firm characteristics
Pre-tax income growth−93.72*** (−7.31)319.3 (1.57)−157.5*** (−2.65)333.5** (2.15)−93.68*** (−7.07)
Log total assets−0.00385*** (−4.15)0.00492 (0.87)−0.00158 (−0.44)0.00387 (0.69)−0.00444*** (−4.52)
Fixed assets−0.0366*** (−11.02)−0.0256 (−1.31)−0.0284** (−1.98)−0.0799*** (−4.84)−0.0349*** (−9.85)
ROA−0.0460*** (−13.18)−0.0246 (−0.97)−0.0427*** (−3.06)−0.109*** (−5.78)−0.0446*** (−12.03)
Debt-to-Equity−0.0000469*** (−29.27)−0.0000201*** (−2.85)−0.0000101** (−2.30)−0.0000298*** (−4.12)−0.0000516*** (−28.89)
Paid dividends0.165*** (27.16)0.208*** (3.66)0.107*** (7.42)0.201*** (5.13)0.171*** (25.24)
Controls for book-tax differences
Special items1.767*** (34.86)0.641*** (5.20)1.365*** (10.08)1.033*** (5.85)2.154*** (35.64)
R&D expenses−0.0907 (−0.84)−0.104 (−0.40)−0.0784 (−0.31)−0.102 (−0.24)−0.0693 (−0.50)
Intra-group interest payments−1.968*** (−11.54)−1.781*** (−2.96)−2.376*** (−8.03)−3.513*** (−4.43)−1.441*** (−6.40)
Statutory provisions0.601*** (2.68)−0.966 (−1.21)0.966** (2.03)2.427** (2.20)0.696*** (2.60)
Δ Book-tax amortization diff.−2.053*** (−18.08)−1.900*** (−6.24)−1.584*** (−4.86)−1.769*** (−5.43)−2.175*** (−15.82)
Δ Book-tax depreciation diff.−2.508*** (−5.93)−2.467** (−2.47)−3.165*** (−2.58)−1.968 (−1.43)−2.202*** (−4.11)
Tax-free dividends received−1.510*** (−30.70)−1.475*** (−13.73)−1.284*** (−10.63)−1.419*** (−15.00)−1.520*** (−17.77)
Contributions and subsidies3.047*** (19.45)1.307* (1.65)2.431** (2.22)2.024*** (2.75)3.209*** (19.50)
NOL−0.126*** (−23.96)−0.102*** (−3.16)−0.0826*** (−6.11)−0.125*** (−2.84)−0.136*** (−22.93)
NOL0.501*** (44.48)0.467*** (5.47)0.377*** (8.14)0.633*** (7.24)0.509*** (42.89)

Constant0.202*** (4.50)0.139 (1.26)−0.0239 (−0.21)0.0554 (0.45)0.194*** (4.50)
Firm & industry FEYesYesYesYesYes

N19097567231332510880159192
R-squared0.5110.5570.5650.5300.509
Adj. R-squared0.4360.4720.4900.4210.435

Summary statistics for the corporate groups in the YRTTI sample_

Panel B: Corporate groups onlyNMeanSt. dev.p1p25p50p75p99
Firm characteristics
CASH ETR32,0360.210.1600.100.220.280.79
Pre-tax income32,03610,498,615101,811,09610,760243,609793,7072,976,211162,794,000
MNE32,0360.640.4800111
Log total assets32,03616.11.7612.614.715.917.319.6
Fixed assets32,0360.330.2600.0880.310.530.93
ROA32,0360.150.140.000920.0540.110.200.74
Debt-to-Equity32,03686.5300.8−290.608.8261.61932.4
Paid dividends132,0360.0400.074000.00510.0490.38
Book-tax differences
Special items232,036−0.00230.014−0.0740000.027
R&D expenses232,0360.00200.006100.000000250.000100.00110.029
Intra-group interest payments132,0360.00260.00550000.00220.024
Statutory provisions232,0360.00150.004500000.024
Δ Book-tax amortization difference232,0360.000600.0055−0.0130000.031
Δ Book-tax depreciation difference232,0360.000270.001400000.0090
Received dividends132,0360.0300.0670000.0310.38
Contributions and subsidies132,0360.000770.00270000.0000840.017
NOL132,0360.0290.1500000.87
ΔNOL132,036−0.00910.034−0.200000

UQR results for the YRTTI sample of domestic standalone firms_

OLSUnconditional Quantile Regression
(1) OLS(2) Q10(3) Q25(4) Q50(5) Q75(6) Q90
Trend−0.000578** (−2.31)0 (.)−0.00176*** (−3.18)−0.000543*** (−4.25)−0.00128*** (−8.05)−0.000536 (−0.92)
STR0.673*** (26.87)0 (.)0.724*** (12.26)0.712*** (52.69)0.399*** (25.89)0.602*** (10.14)
Controls for firm characteristics
Pre-tax income growth−94.70*** (−7.14)0 (.)−676.0*** (−30.72)−49.18*** (−11.74)10.75** (2.08)324.9*** (13.20)
Log total assets−0.00443*** (−4.50)0 (.)0.00564*** (2.58)−0.00293*** (−6.07)−0.00766*** (−13.18)−0.0239*** (−11.33)
Fixed assets−0.0378*** (−10.60)0 (.)−0.0999*** (−13.20)−0.0252*** (−14.64)−0.0130*** (−6.05)−0.0115 (−1.44)
ROA−0.0471*** (−12.67)0 (.)0.196*** (23.73)0.0321*** (16.90)−0.0666*** (−29.63)−0.404*** (−44.58)
Debt-to-Equity−0.0000515*** (−28.84)0 (.)−0.000118*** (−29.01)−0.0000168*** (−24.48)−0.0000150*** (−20.95)−0.0000413*** (−14.46)
Paid dividends0.192*** (23.01)0 (.)0.217*** (13.53)0.0785*** (18.33)0.263*** (38.99)0.214*** (9.47)
Controls for book-tax differences
Special items2.143*** (35.39)0 (.)4.479*** (32.90)0.758*** (30.11)0.678*** (22.58)2.240*** (16.88)
R&D expenses−0.117 (−0.85)0 (.)−0.448 (−1.37)−0.0269 (−0.40)0.265*** (3.81)0.216 (0.72)
Intra-group interest payments−1.467*** (−6.53)0 (.)−3.310*** (−5.87)−1.014*** (−9.80)−0.821*** (−7.22)−1.120*** (−2.59)
Statutory provisions0.713*** (2.66)0 (.)0.629 (1.11)0.0801 (0.68)0.228 (1.56)1.464** (2.45)
Δ Book-tax amortization diff.−2.164*** (−15.68)0 (.)−5.180*** (−16.75)−1.044*** (−16.76)−0.815*** (−11.79)−2.946*** (−9.90)
Δ Book-tax depreciation diff.−2.402*** (−4.43)0 (.)−6.650*** (−4.94)−1.652*** (−5.77)−1.408*** (−3.99)−0.937 (−0.78)
Received dividends−0.0396*** (−4.64)0 (.)0.0965*** (5.68)−0.0145*** (−3.07)−0.282*** (−39.55)−0.0204 (−0.86)
Contributions and subsidies3.222*** (19.49)0 (.)2.569*** (8.82)1.351*** (19.07)2.201*** (22.17)8.117*** (18.56)
NOL−0.136*** (−23.02)0 (.)−0.231*** (−19.27)−0.0163*** (−7.78)−0.0274*** (−11.32)−0.132*** (−14.11)
NOL0.512*** (43.17)0 (.)1.595*** (52.62)0.200*** (35.73)0.0620*** (10.34)−0.0997*** (−4.28)

Constant0.197*** (4.60)0.0156 (.)0.0620 (0.42)0.111*** (7.13)0.307*** (16.79)0.527*** (11.27)
Firm & industry FEYesYesYesYesYesYes

N159192162102162102162102162102162102
R-squared0.5070.5760.5220.4370.346
Adj. R-squared0.4320.5020.4400.3400.233

Robustness of main results to the exclusion of control variables_

(1) All firms(2) Finnish MNEs(3) Foreign MNEs(4) Domestic groups(5) Domestic firms
Trend−0.00221*** (−9.46)−0.00579*** (−4.85)−0.00185* (−1.76)−0.00352*** (−3.19)−0.00167*** (−6.68)
STR0.619*** (23.88)0.238* (1.76)0.642*** (6.53)0.560*** (4.71)0.649*** (23.09)
Constant0.0989** (2.51)0.186*** (2.83)−0.0106 (−0.18)0.324*** (7.34)0.0667* (1.75)
Industry FEYesYesYesYesYes
N19413870041355711475162102
R-squared0.04950.09170.06020.06750.0480
Adj. R-squared0.04910.08240.05510.06140.0476

UQR results for the YRTTI sample of Finnish multinational enterprises_

OLSUnconditional Quantile Regression
(1) OLS(2) Q10(3) Q25(4) Q50(5) Q75(6) Q90
Trend−0.00780*** (−5.63)−0.00309*** (−3.33)−0.0148*** (−6.10)−0.00598*** (−3.52)−0.00428*** (−3.06)−0.00676* (−1.94)
STR0.267** (1.99)−0.147 (−1.43)−0.468* (−1.92)0.710*** (3.91)0.713*** (5.07)0.571* (1.65)
Pre-tax income growth358.1* (1.82)−307.3 (−1.49)−239.3 (−0.68)67.46 (0.38)240.9 (1.25)1399.4** (2.46)
Controls for firm characteristics
Log total assets0.00328 (0.56)0.0182*** (4.34)0.0212** (2.16)−0.00695 (−1.06)−0.0116* (−1.96)0.000128 (0.01)
Fixed assets−0.0371* (−1.90)−0.0306* (−1.79)−0.0906** (−2.23)−0.0513** (−2.13)−0.0156 (−0.79)0.0501 (1.11)
ROA−0.0560** (−2.23)0.0961*** (4.81)0.265*** (5.64)0.0771** (2.36)−0.124*** (−5.21)−0.466*** (−7.48)
Debt-to-Equity−0.0000216*** (−3.09)−0.00000479 (−0.60)−0.0000366** (−2.54)−0.0000300*** (−3.62)−0.00000287 (−0.46)0.00000114 (0.06)
Paid dividends0.264*** (3.05)0.0758 (1.51)0.00208 (0.02)0.273** (2.50)0.414*** (4.18)0.464** (2.18)
Controls for book-tax differences
Special items0.560*** (4.60)−0.0740 (−0.88)0.366 (1.34)0.580*** (3.51)0.389*** (3.32)1.001*** (3.17)
R&D expenses−0.130 (−0.48)−0.159 (−0.52)−0.448 (−0.58)−0.152 (−0.35)0.385 (1.29)−0.467 (−0.78)
Intra-group interest payments−1.750*** (−2.92)−0.0808 (−0.16)−2.415* (−1.90)−2.864*** (−3.87)−1.634*** (−2.92)−1.588 (−1.22)
Statutory provisions−1.009 (−1.27)−0.853 (−1.50)−3.204** (−2.53)−0.822 (−1.07)−0.288 (−0.39)−1.227 (−0.59)
Δ Book-tax amortization diff.−1.704*** (−5.47)0.0872 (0.31)−1.660** (−2.39)−2.123*** (−4.67)−1.459*** (−4.17)−2.609*** (−3.33)
Δ Book-tax depreciation diff.−2.823*** (−2.79)−2.568*** (−3.36)−5.932*** (−3.18)−3.153** (−2.54)−1.237 (−1.21)−2.103 (−0.85)
Received dividends−0.157* (−1.67)−0.0434 (−0.85)0.157 (1.14)−0.0746 (−0.65)−0.357*** (−3.29)−0.412* (−1.71)
Contributions and subsidies1.077 (1.32)−0.181 (−0.39)0.221 (0.19)2.264*** (2.71)1.792** (2.50)2.784 (1.27)
NOL−0.0917*** (−2.75)−0.108*** (−3.41)−0.160** (−2.50)−0.0683** (−2.02)−0.0407* (−1.70)−0.130** (−2.04)
NOL0.511*** (6.16)0.241** (2.41)0.929*** (5.30)0.557*** (6.03)0.306*** (4.85)0.382** (2.14)

Constant0.204* (1.78)−0.200** (−2.35)−0.00952 (−0.05)0.255* (1.92)0.382*** (3.20)0.331 (1.03)
Firm & industry FEYesYesYesYesYesYes

N672370047004700470047004
R-squared0.5400.5470.5660.5410.4760.421
Adj. R-squared0.4520.4380.4610.4300.3490.281

Robustness of main results to the exclusion of book-tax differences possibly directly related to tax avoidance_

(1) All firms(2) Finnish MNEs(3) Foreign MNEs(4) Domestic groups(5) Domestic firms
Trend−0.00146*** (−6.22)−0.00792*** (−5.87)−0.00117 (−1.21)−0.00234* (−1.91)−0.000986*** (−4.02)
STR0.634*** (27.21)0.284** (2.18)0.578*** (6.77)0.688*** (6.01)0.659*** (26.33)
Controls for firm characteristics
Pre-tax income growth−98.22*** (−7.62)348.9* (1.78)−161.6*** (−2.73)372.6** (2.34)−95.04*** (−7.14)
Log total assets−0.00464*** (−4.95)0.00190 (0.33)−0.00405 (−1.14)0.00201 (0.34)−0.00489*** (−4.94)
Fixed assets−0.0440*** (−13.11)−0.0407** (−2.09)−0.0565*** (−3.83)−0.0887*** (−5.21)−0.0392*** (−10.95)
ROA−0.0572*** (−16.28)−0.0581** (−2.29)−0.0598*** (−4.23)−0.144*** (−7.50)−0.0520*** (−13.92)
Debt-to-Equity−0.0000470*** (−29.36)−0.0000221*** (−3.17)−0.0000118*** (−2.64)−0.0000304*** (−4.13)−0.0000515*** (−28.91)
Paid dividends0.168*** (27.20)0.182*** (3.06)0.114*** (7.56)0.169*** (4.37)0.174*** (25.63)
Controls for book-tax differences
Special items1.727*** (33.60)0.557*** (4.47)1.316*** (9.79)0.886*** (4.97)2.145*** (35.45)
NOL−0.125*** (−23.76)−0.0920*** (−2.76)−0.0859*** (−6.25)−0.118*** (−2.66)−0.136*** (−22.97)
NOL0.505*** (44.73)0.512*** (6.38)0.389*** (8.27)0.615*** (6.87)0.512*** (43.09)

Constant0.250*** (4.23)0.230** (2.07)0.0333 (0.26)0.108 (0.87)0.238*** (4.11)
Firm & industry FEYesYesYesYesYes

N19097567231332510880159192
R-squared0.5010.5350.5530.5090.502
Adj. R-squared0.4250.4460.4760.3960.427

Robustness of main results to inclusion of foreign affiliate control variables_

(1)(2)(3)(4)(5)
Trend−0.00381* (−1.87)−0.00381* (−1.88)−0.00380* (−1.87)−0.00381* (−1.88)−0.00380* (−1.87)
STR0.445*** (2.76)0.445*** (2.76)0.444*** (2.75)0.448*** (2.78)0.448*** (2.77)
Controls for firm characteristics
Pre-tax income growth386.1 (1.23)386.1 (1.23)386.5 (1.23)385.3 (1.23)385.5 (1.23)
Log total assets−0.00800 (−1.16)−0.00805 (−1.17)−0.00794 (−1.15)−0.00782 (−1.13)−0.00772 (−1.12)
Fixed assets−0.0669** (−2.54)−0.0670** (−2.54)−0.0669** (−2.54)−0.0671** (−2.54)−0.0669** (−2.54)
ROA−0.00892 (−0.33)−0.00896 (−0.33)−0.00863 (−0.32)−0.00919 (−0.34)−0.00895 (−0.33)
Debt-to-Equity−0.0000167* (−1.95)−0.0000167* (−1.95)−0.0000166* (−1.93)−0.0000166* (−1.93)−0.0000165* (−1.93)
Paid dividends0.896 (1.07)0.898 (1.08)0.891 (1.07)0.890 (1.07)0.884 (1.06)
Controls for book-tax differences
Special items0.495*** (3.27)0.495*** (3.27)0.496*** (3.27)0.487*** (3.22)0.487*** (3.22)
R&D expenses−0.119 (−0.42)−0.120 (−0.42)−0.116 (−0.41)−0.123 (−0.43)−0.119 (−0.42)
Intra-group interest payments−1.446* (−1.84)−1.447* (−1.85)−1.457* (−1.86)−1.525* (−1.94)−1.528* (−1.94)
Statutory provisions0.0978 (0.11)0.107 (0.12)0.0903 (0.10)0.106 (0.12)0.0887 (0.10)
Δ Book-tax amortization diff.−2.178*** (−6.72)−2.177*** (−6.72)−2.177*** (−6.72)−2.172*** (−6.69)−2.172*** (−6.70)
Δ Book-tax depreciation diff.−2.743** (−2.28)−2.751** (−2.26)−2.710** (−2.22)−2.721** (−2.19)−2.688** (−2.16)
Received dividends−0.914 (−1.09)−0.916 (−1.09)−0.908 (−1.08)−0.908 (−1.08)−0.901 (−1.07)
Contributions and subsidies0.737 (0.77)0.734 (0.76)0.742 (0.77)0.740 (0.77)0.749 (0.78)
NOL−0.0836** (−2.24)−0.0837** (−2.24)−0.0835** (−2.24)−0.0835** (−2.24)−0.0834** (−2.23)
NOL0.495*** (5.96)0.495*** (5.96)0.495*** (5.96)0.492*** (5.92)0.493*** (5.92)
Controls for foreign affiliate activities
Has Tax Haven 0.00157 (0.13) 0.00250 (0.20)
Number of tax haven subsidiaries −0.00164 (−0.53) −0.000931 (−0.31)
Sales of subsidiaries 6.10e-12*** (3.43)5.99e-12*** (3.31)
Employees of subsidiaries −0.00000359*** (−2.83)−0.00000351*** (−2.69)

Constant0.334** (2.28)0.335** (2.28)0.333** (2.27)0.331** (2.26)0.329** (2.25)
Firm & industry FEYesYesYesYesYes

N41654165416541654165
R-squared0.5760.5760.5760.5760.576
Adj. R-squared0.4620.4620.4620.4620.462

UQR results for the YRTTI sample of domestic corporate groups_

OLSUnconditional Quantile Regression
(1) OLS(2) Q10(3) Q25(4) Q50(5) Q75(6) Q90
Trend−0.00187 (−1.51)−0.00661*** (−4.10)−0.00317 (−1.61)−0.00112 (−1.01)−0.00231* (−1.85)−0.00141 (−0.32)
STR0.715*** (6.23)−0.221 (−1.50)0.689*** (3.49)1.138*** (10.06)0.629*** (5.74)1.059*** (2.64)
Controls for firm characteristics
Pre-tax income growth365.2** (2.31)−521.2** (−2.52)−182.4(−1.07) 89.78 (0.90)273.3** (2.20)1778.4*** (3.54)
Log total assets0.00321 (0.56)0.0270*** (3.19)0.0184* (1.89)−0.00858 (−1.58)−0.00939* (−1.82)−0.0145 (−0.79)
Fixed assets−0.0882*** (−5.22)−0.0787*** (−3.45)−0.123*** (−4.46)−0.0675*** (−4.40)−0.0340** (−2.09)−0.120** (−2.14)
ROA−0.136*** (−7.09)0.0743*** (2.80)0.0912*** (3.07)−0.0311* (−1.71)−0.157*** (−8.05)−0.641*** (−8.92)
Debt-to-Equity−0.0000294*** (−4.02)−0.0000386*** (−2.75)−0.0000456*** (−4.01)−0.0000160** (−2.50)−0.0000129** (−2.05)−0.0000347 (−1.62)
Paid dividends0.210*** (4.16)0.110** (2.28)0.159** (2.44)0.137*** (3.07)0.214*** (3.53)0.391* (1.87)
Controls for book-tax differences
Special items0.951*** (5.35)0.489** (2.11)0.818*** (2.84)0.681*** (4.11)0.685*** (4.76)2.233*** (3.87)
R&D expenses−0.191 (−0.44)−1.575** (−2.04)−0.231 (−0.28)0.483 (1.26)0.285 (0.69)−0.680 (−0.53)
Intra-group interest payments−3.490*** (−4.32)−3.215*** (−2.83)−6.072*** (−4.49)−2.877*** (−3.86)−1.502** (−2.26)−3.002 (−1.27)
Statutory provisions2.496** (2.20)1.443 (1.06)2.751 (1.63)1.702** (2.06)1.068 (1.10)6.893** (2.02)
Δ Book-tax amortization diff.−1.759*** (−5.28)−0.367 (−0.69)−3.175*** (−5.89)−1.755*** (−6.25)−1.202*** (−4.66)−2.236** (−2.27)
Δ Book-tax depreciation diff.−2.369* (−1.70)−4.636** (−2.39)−3.393 (−1.64)−0.501 (−0.41)−2.279* (−1.76)−3.863 (−0.90)
Received dividends−0.0702 (−1.39)0.116** (2.38)0.131* (1.73)−0.0614 (−1.21)−0.185*** (−2.92)−0.218 (−1.11)
Contributions and subsidies2.060*** (2.82)1.377* (1.96)1.646* (1.67)1.461** (2.37)1.833** (2.49)5.313** (2.04)
NOL−0.124*** (−2.84)−0.242*** (−2.88)−0.190*** (−2.94)−0.0656** (−2.16)−0.0396 (−1.30)−0.129 (−1.12)
NOL0.615*** (6.92)0.954*** (5.76)1.082*** (7.22)0.331*** (4.01)0.129 (1.52)0.645** (2.21)

Constant0.0875 (0.70)−0.187 (−1.23)−0.140 (−0.77)0.156 (1.50)0.316*** (2.66)0.227 (0.44)
Firm & industry FEYesYesYesYesYesYes

N108801147511475114751147511475
R-squared0.5150.5990.5630.5500.4770.411
Adj. R-squared0.4030.4800.4320.4150.3210.235

OLS regressions of CASH ETR on trend for different sub-samples_

(1) All firms(2) Finnish MNEs(3) Foreign MNEs(4) Domestic groups(5) Domestic firms
Trend−0.00111*** (−4.65)−0.00780*** (−5.63)−0.00162* (−1.66)−0.00187 (−1.51)−0.000578** (−2.31)
STR0.645*** (27.63)0.267** (1.99)0.581*** (6.78)0.715*** (6.23)0.673*** (26.87)
Controls for firm characteristics
Pre-tax income growth−97.42*** (−7.60)358.1* (1.82)−164.1*** (−2.77)365.2** (2.31)−94.70*** (−7.14)
Log total assets−0.00390*** (−4.19)0.00328 (0.56)−0.00251 (−0.70)0.00321 (0.56)−0.00443*** (−4.50)
Fixed assets−0.0412*** (−12.34)−0.0371* (−1.90)−0.0365** (−2.51)−0.0882*** (−5.22)−0.0378*** (−10.60)
ROA−0.0523*** (−14.93)−0.0560** (−2.23)−0.0565*** (−4.03)−0.136*** (−7.09)−0.0471*** (−12.67)
Debt-to-Equity−0.0000468*** (−29.14)−0.0000216*** (−3.09)−0.00000910** (−2.06)−0.0000294*** (−4.02)−0.0000515*** (−28.84)
Paid dividends0.191*** (24.28)0.264*** (3.05)0.144*** (6.00)0.210*** (4.16)0.192*** (23.01)
Controls for book-tax differences
Special items1.734*** (33.84)0.560*** (4.60)1.337*** (9.75)0.951*** (5.35)2.143*** (35.39)
R&D expenses−0.173 (−1.57)−0.130 (−0.48)−0.130 (−0.50)−0.191 (−0.44)−0.117 (−0.85)
Intra-group interest payments−1.938*** (−11.18)−1.750*** (−2.92)−2.357*** (−7.76)−3.490*** (−4.32)−1.467*** (−6.53)
Statutory provisions0.602*** (2.64)−1.009 (−1.27)0.974** (2.03)2.496** (2.20)0.713*** (2.66)
Δ Book-tax amortization diff.−2.033*** (−17.80)−1.704*** (−5.47)−1.574*** (−4.87)−1.759*** (−5.28)−2.164*** (−15.68)
Δ Book-tax depreciation diff.−2.915*** (−6.79)−2.823*** (−2.79)−3.914*** (−3.23)−2.369* (−1.70)−2.402*** (−4.43)
Received dividends−0.0482*** (−6.03)−0.157* (−1.67)−0.0527** (−2.18)−0.0702 (−1.39)−0.0396*** (−4.64)
Contributions and subsidies3.048*** (19.33)1.077 (1.32)2.469** (2.25)2.060*** (2.82)3.222*** (19.49)
NOL−0.126*** (−23.82)−0.0917*** (−2.75)−0.0824*** (−6.10)−0.124*** (−2.84)−0.136*** (−23.02)
ΔNOL0.503*** (44.70)0.511*** (6.16)0.371*** (7.97)0.615*** (6.92)0.512***(43.17)

Constant0.208*** (4.64)0.204* (1.78)0.00344 (0.03)0.0875 (0.70)0.197*** (4.60)
Firm & industry FEYesYesYesYesYes

N19097567231332510880159192
R-squared0.5060.5400.5600.5150.507
Adj. R-squared0.4310.4520.4840.4030.432

Summary statistics for the baseline YRTTI analysis sample_

Panel A: Entire sampleNMeanSt. dev.p1p25p50p75p99
Firm characteristics
CASH ETR194,1380.230.1400.160.250.290.74
Pre-tax income194,1382,067,68241,726,1022,66264,586168,194433,47923,040,336
MNE194,1380.110.3100001
Log total assets194,13814.31.5011.413.314.015.019.2
Fixed assets194,1380.310.2600.0820.250.500.93
Return on assets (ROA)194,1380.170.150.00270.0610.130.230.71
Debt-to-Equity194,13896.4307.6−256.8010.269.81987.9
Paid dividends1194,1380.0450.069000.0250.0620.38
Book-tax differences
Special items2194,138−0.00110.011−0.0700000.020
R&D expenses2194,1380.00100.0041000.0000250.000430.017
Intra-group interest payments1194,1380.000730.003300000.020
Statutory provisions2194,1380.000500.002800000.020
Δ Book-tax amortization difference2194,1380.000300.0038−0.00860000.021
Δ Book-tax depreciation difference2194,1380.0000900.0007900000.0041
Received dividends1194,1380.0280.0580000.0380.34
Contributions and subsidies1194,1380.000810.003000000.017
NOL1194,1380.0270.1400000.78
ΔNOL1194,138−0.0120.040−0.230000

Robustness of the main results to inclusion of interaction terms_

Finnish MNEsForeign MNEsDomestic groupsDomestic firms
(1)(2)(3)(4)(5)(6)(7)(8)
Trend−0.0100*** (−6.25)−0.00768*** (−5.38)−0.00130 (−0.86)−0.00237** (−2.32)−0.00287* (−1.83)−0.00208 (−1.62)−0.0000492 (−0.17)−0.000879*** (−3.42)
Post GFC−0.0744 (−1.63) −0.0715** (−2.27) −0.0867** (−2.25) 0.0499*** (5.78)
I(2009-2010) −0.276** (−2.22) 0.0904 (1.20) −0.0314 (−0.29) −0.0164 (−0.71)
I(2013-2015) −0.0980 (−0.99) 0.0995 (1.56) −0.0677 (−0.81) 0.0972*** (4.94)
Trendx Post GFC0.00512** (2.00) 0.00375** (2.02) 0.00517** (2.39) −0.00308*** (−6.40)
Trendx I(2009-2010) 0.0158** (2.09) −0.00603 (−1.32) 0.00174 (0.27) 0.000963 (0.69)
Trendx I(2013-2015) 0.00522 (1.07) −0.00468 (−1.47) 0.00398 (0.97) −0.00514*** (−5.30)
STR0.394** (2.40)0.515*** (2.90)0.777*** (7.47)0.552*** (4.73)0.892*** (6.43)0.928*** (6.45)0.550*** (17.25)0.480*** (13.68)
Constant0.183 (1.55)0.141 (1.17)−0.0502 (−0.43)0.0384 (0.32)0.0396 (0.31)0.0243 (0.19)0.232*** (5.42)0.258*** (5.95)
Firm characteristic controlsYesYesYesYesYesYesYesYes
Book-tax difference controlsYesYesYesYesYesYesYesYes
Firm & industry FEYesYesYesYesYesYesYesYes

N6723672313325133251088010880159192159192
R-squared0.5420.5420.5610.5610.5160.5160.5070.507
Adj. R-squared0.4530.4540.4840.4850.4040.4040.4330.433

Robustness of the main results to inclusion of interaction terms (entire regression output)_

Finnish MNEsForeign MNEsDomestic groupsDomestic firms

(1)(2)(3)(4)(5)(6)(7)(8)
Trend−0.0100*** (−6.25)−0.00768*** (−5.38)−0.00130 (−0.86)−0.00237** (−2.32)−0.00287* (−1.83)−0.00208 (−1.62)−0.0000492 (−0.17)−0.000879*** (−3.42)
Post GFC−0.0744 (−1.63) −0.0715** (−2.27) −0.0867** (−2.25) 0.0499*** (5.78)
I(2009-2010) −0.276** (−2.22) 0.0904 (1.20) −0.0314 (−0.29) −0.0164 (−0.71)
I(2013-2015) −0.0980 (−0.99) 0.0995 (1.56) −0.0677 (−0.81) 0.0972***(4.94)
Trend Post GFC0.00512** (2.00) 0.00375** (2.02) 0.00517** (2.39) −0.00308*** (−6.40)
Trend I(2009-2010) 0.0158** (2.09) −0.00603 (−1.32) 0.00174 (0.27) 0.000963 (0.69)
Trend I(2013-2015) 0.00522 (1.07) −0.00468 (−1.47) 0.00398 (0.97) −0.00514*** (−5.30)
STR0.394** (2.40)0.515*** (2.90)0.777*** (7.47)0.552*** (4.73)0.892*** (6.43)0.928*** (6.45)0.550*** (17.25)0.480*** (13.68)
Controls for firm characteristics
Pre-tax income growth357.5* (1.81)355.5* (1.80)−162.5*** (−2.75)−164.5*** (−2.78)364.7** (2.30)364.1** (2.30)−95.36*** (−7.20)−94.88*** (−7.16)
Log total assets0.00414 (0.70)0.00354 (0.60)−0.00232 (−0.65)−0.00241 (−0.68)0.00409 (0.71)0.00390 (0.68)−0.00474*** (−4.81)−0.00467*** (−4.74)
Fixed assets−0.0408** (−2.09)−0.0368* (−1.88)−0.0373** (−2.57)−0.0367** (−2.53)−0.0894*** (−5.28)−0.0894*** (−5.28)−0.0377*** (−10.58)−0.0376*** (−10.54)
ROA−0.0534** (−2.13)−0.0582** (−2.32)−0.0564*** (−4.02)−0.0576*** (−4.11)−0.136*** (−7.06)−0.136*** (−7.08)−0.0485*** (−13.02)−0.0481*** (−12.91)
Debt-to-Equity−0.0000218*** (−3.08)−0.0000218*** (−3.10)−0.00000899** (−2.04)−0.00000880** (−2.00)−0.0000295*** (−4.05)−0.0000297*** (−4.07)−0.0000516*** (−28.92)−0.0000515*** (−28.87)
Paid dividends0.217** (2.45)0.235*** (2.69)0.136*** (5.41)0.139*** (5.66)0.192*** (3.79)0.197*** (3.89)0.205*** (23.70)0.202*** (23.57)
Controls for book-tax differences
Special items0.556*** (4.55)0.559*** (4.59)1.340*** (9.79)1.336*** (9.80)0.951*** (5.36)0.950*** (5.35)2.145*** (35.43)2.143*** (35.39)
R&D expenses−0.218 (−0.79)−0.161 (−0.59)−0.139 (−0.54)−0.118 (−0.46)−0.277 (−0.64)−0.269 (−0.62)−0.0630 (−0.45)−0.0699 (−0.50)
Intra-group interest payments−1.657*** (−2.74)−1.777*** (−2.95)−2.378*** (−7.82)−2.393*** (−7.91)−3.512*** (−4.35)−3.510*** (−4.35)−1.456*** (−6.47)−1.460*** (−6.49)
Statutory provisions−0.976 (−1.23)−0.909 (−1.15)0.972** (2.03)1.008** (2.10)2.479** (2.20)2.494** (2.20)0.727*** (2.72)0.732*** (2.74)
Δ Book-tax amortization diff.−1.688*** (−5.42)−1.698*** (−5.48)−1.567*** (−4.85)−1.562*** (−4.84)−1.720*** (−5.13)−1.738*** (−5.18)−2.183*** (−15.85)−2.177*** (−15.79)
Δ Book-tax depreciation diff.−3.218*** (−3.18)−3.171*** (−3.12)−4.053*** (−3.35)−4.022*** (−3.31)−2.641* (−1.89)−2.592* (−1.85)−2.229*** (−4.11)−2.270*** (−4.19)
Received dividends−0.0980 (−1.02)−0.119 (−1.25)−0.0442* (−1.71)−0.0471* (−1.89)−0.0387 (−0.75)−0.0449 (−0.88)−0.0606*** (−6.66)−0.0548*** (−6.13)
Contributions and subsidies1.100 (1.36)1.118 (1.38)2.538** (2.32)2.556** (2.34)2.074*** (2.83)2.063*** (2.82)3.224*** (19.56)3.222*** (19.53)
NOL−0.0928*** (−2.80)−0.0926*** (−2.79)−0.0822*** (−6.09)−0.0814*** (−6.04)−0.123*** (−2.85)−0.123*** (−2.84)−0.136*** (−22.94)−0.136*** (−22.94)
Δ N O L0.506*** (6.13)0.501*** (6.05)0.368*** (7.89)0.369*** (7.93)0.610*** (6.88)0.611*** (6.87)0.512*** (43.20)0.512*** (43.22)

Constant0.183 (1.55)0.141 (1.17)−0.0502 (−0.43)0.0384 (0.32)0.0396 (0.31)0.0243 (0.19)0.232*** (5.42)0.258*** (5.95)
Firm & industry FEYesYesYesYesYesYesYesYes

N6723672313325133251088010880159192159192
R-squared0.5420.5420.5610.5610.5160.5160.5070.507
Adj. R-squared0.4530.4540.4840.4850.4040.4040.4330.433

OLS regressions of CASH ETR on trend for different sub-samples and with sample restricted to years 2007–2015_

(1) All firms(2) Finnish MNEs(3) Foreign MNEs(4) Domestic groups(5) Domestic non-groups
Trend−0.00163*** (−4.89)−0.00381* (−1.87)−0.000377 (−0.32)−0.000849 (−0.53)−0.00159*** (−4.43)
STR0.616*** (22.27)0.445*** (2.76)0.644*** (6.70)0.654*** (4.88)0.632*** (21.23)
Controls for firm characteristics
Pre-tax income growth−46.01*** (−2.69)386.1 (1.23)−55.12 (−0.78)517.3*** (2.91)−49.33*** (−2.77)
Log total assets−0.00710*** (−5.42)−0.00800 (−1.16)−0.00704* (−1.68)0.00162 (0.19)−0.00674*** (−4.72)
Fixed assets−0.0441*** (−9.89)−0.0669** (−2.54)−0.0308* (−1.93)−0.0916*** (−4.23)−0.0414*** (−8.54)
ROA−0.0301*** (−6.92)−0.00892 (−0.33)−0.0393** (−2.52)−0.107*** (−4.73)−0.0259*** (−5.55)
Debt-to-Equity−0.0000333*** (−17.79)−0.0000167* (−1.95)−0.00000831* (−1.78)−0.0000350*** (−4.03)−0.0000370*** (−17.35)
Paid dividends0.0558 (0.51)0.896 (1.07)0.0327 (1.28)−0.144 (−0.14)0.0701 (0.56)
Controls for book-tax differences
Special items1.676*** (25.49)0.495*** (3.27)1.343*** (9.26)0.868*** (4.62)2.138*** (25.39)
R&D expenses−0.0529 (−0.48)−0.119 (−0.42)−0.0317 (−0.13)−0.178 (−0.41)−0.0126 (−0.09)
Intra-group interest payments−1.918*** (−8.96)−1.446* (−1.84)−2.178*** (−6.62)−3.308*** (−3.23)−1.430*** (−4.33)
Statutory provisions0.464 (1.51)0.0978 (0.11)0.475 (0.87)1.009 (0.59)0.569 (1.40)
Δ Book-tax amortization diff.−2.242*** (−17.73)−2.178*** (−6.72)−1.391*** (−3.93)−2.075*** (−5.51)−2.455*** (−15.69)
Δ Book-tax depreciation diff.−1.510*** (−2.59)−2.743** (−2.28)−2.784** (−2.11)−1.008 (−0.54)−0.416 (−0.49)
Received dividends0.0325 (0.30)−0.914 (−1.09)0.0464 (1.44)0.242 (0.24)0.0221 (0.18)
Contributions and subsidies4.764*** (19.46)0.737 (0.77)2.191 (1.59)2.299*** (2.62)5.205*** (19.70)
NOL−0.118*** (−18.52)−0.0836** (−2.24)−0.0796*** (−5.11)−0.0938** (−2.25)−0.129*** (−17.76)
NOL0.465*** (34.45)0.495*** (5.96)0.385*** (7.40)0.669*** (5.78)0.468*** (32.85)

Constant0.184*** (6.61)0.334** (2.28)0.107 (1.02)0.250 (1.58)0.228*** (6.73)
Firm & industry FEYesYesYesYesYes

N10931141659910638388347
R-squared0.5670.5760.5980.5580.569
Adj. R-squared0.4720.4620.5090.4230.474

OLS regressions of CASH ETR on trend with sample restrictions on loss histories_

All firmsCorporate groups only
(1) Balanced(2) Bal., never losses(3) Never losses(4) Never NOL(5) Balanced(6) Bal., never losses(7) Never losses(8) Never NOL
Trend−0.000901** (−2.47)0.000601 (1.19)0.000837*** (2.87)0.000852*** (2.79)−0.00370***(−3.96)−0.00578*** (−3.47)−0.00290*** (−3.67)−0.00307*** (−3.75)
STR0.692*** (18.60)0.849*** (18.79)0.841*** (31.11)0.859*** (30.82)0.488*** (5.48)0.371** (2.24)0.633*** (8.83)0.629*** (8.69)
Controls for firm characteristics
Pre-tax income growth−134.6*** (−5.60)49.11 (0.71)28.38 (1.06)30.84 (1.08)−121.5 (−1.45)11899.4 (1.62)274.4** (2.39)270.6** (2.35)
Log total assets−0.00189 (−1.06)−0.00650** (−2.29)−0.00927*** (−7.27)−0.00841*** (−6.32)0.00384 (0.92)0.00484 (0.38)−0.00346 (−1.01)−0.00310 (−0.88)
Fixed assets−0.0321*** (−5.49)−0.0234*** (−3.15)−0.0347*** (−8.21)−0.0307*** (−7.13)−0.0736*** (−4.84)−0.0827*** (−3.51)−0.0583*** (−4.89)−0.0590*** (−4.82)
ROA−0.0685*** (−10.80)−0.0852*** (−8.94)−0.0943*** (−20.76)−0.0909*** (−19.31)−0.105*** (−5.92)−0.0578* (−1.75)−0.105*** (−8.33)−0.101*** (−7.94)
Debt-to-Equity−0.0000579*** (−17.06)−0.0000649*** (−5.50)−0.0000527*** (−18.43)−0.0000507*** (−16.74)−0.0000269*** (−3.20)−0.0000119 (−1.00)−0.0000228*** (−4.59)−0.0000228*** (−4.37)
Paid dividends0.204*** (16.61)0.117*** (7.28)0.140*** (15.37)0.133*** (14.23)0.163*** (5.83)0.354*** (4.03)0.141*** (5.87)0.141*** (5.77)
Controls for book-tax differences
Special items1.836*** (21.23)1.230*** (7.91)1.798*** (25.62)1.750*** (23.66)0.883*** (6.54)0.538*** (3.55)1.015*** (10.03)0.947*** (9.51)
R&D expenses−0.0613 (−0.32)−0.473** (−2.51)−0.404*** (−3.20)−0.363*** (−2.79)0.141 (0.49)−0.248 (−0.54)−0.279 (−1.27)−0.259 (−1.16)
Intra-group interest payments−1.990*** (−6.75)−1.902*** (−3.50)−1.912*** (−8.03)−2.035***(−8.22)−2.555*** (−6.20)−2.408*** (−3.66)−2.679*** (−8.01)−2.828*** (−8.76)
Statutory provisions0.682* (1.86)0.0912 (0.16)0.521* (1.71)0.675** (2.08)0.706 (1.09)−0.480 (−0.65)0.505 (1.06)0.750 (1.55)
Δ Book-tax amortization diff.−2.224*** (−13.44)−2.151*** (−7.47)−2.157*** (−15.05)−2.155*** (−14.57)−1.904*** (−6.76)−1.393*** (−4.10)−1.719*** (−7.56)−1.713*** (−7.82)
Δ Book-tax depreciation diff.−2.716*** (−3.99)−2.165*** (−2.61)−2.520*** (−4.62)−2.610*** (−4.63)−4.358*** (−3.90)−0.710 (−0.60)−2.441*** (−2.89)−2.259*** (−2.59)
Received dividends−0.0425*** (−3.39)−0.0408*** (−2.98)−0.0525*** (−6.04)−0.0524*** (−5.86)−0.0566* (−1.92)−0.315*** (−3.41)−0.0637*** (−2.72)−0.0683*** (−2.87)
Contributions and subsidies2.977*** (11.57)2.122*** (5.32)2.745*** (13.95)2.645*** (12.95)2.600*** (3.59)2.181 (0.79)2.253*** (3.51)2.427*** (3.71)
NOL−0.117*** (−11.74)−0.131 (−1.10)−0.0380 (−1.00) −0.0923*** (−3.97)−4.844 (−1.27)0.0816 (1.07)
ΔNOL0.601*** (27.90)0.585*** (3.13)−0.0816*** (−4.00) 0.564*** (9.65)−1.549* (−1.73)−0.295** (−2.41)

Constant0.129*** (4.72)0.153*** (3.80)0.255*** (6.34)0.172*** (8.09)0.0290 (0.30)0.0925 (0.41)0.206** (2.09)0.202** (2.03)
Firm & industry FEYesYesYesYesYesYesYesYes

N740312160095338862401284425261772417024
R-squared0.4950.4390.5300.5320.5350.5560.5440.547
Adj. R-squared0.4330.3990.4550.4570.4520.5110.4650.469
Language: English
Submitted on: Jun 9, 2025
Accepted on: Oct 30, 2025
Published on: May 28, 2026
In partnership with: Paradigm Publishing Services
Publication frequency: 1 issue per year

© 2026 Mikko Vanhala, Marika Viertola, published by DJØF Publishing, Nordic Tax Research Council
This work is licensed under the Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 License.

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