Sample composition, descriptive statistics for firm-level variables and correlation matrix
| Country | Business equipment | Chemicals and allied products | Consumer durables | Consumer non-durables | Finance | Health care | Manufacturing | Media | Oil, gas and coal extraction | Utilities | Wholesale, retail and services | Others | Total |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Panel A – Sample composition | |||||||||||||
| Austria | 1 | 0 | 0 | 0 | 1 | 1 | 2 | 0 | 0 | 1 | 1 | 1 | 8 |
| Belgium | 1 | 1 | 1 | 3 | 4 | 1 | 0 | 0 | 0 | 2 | 1 | 3 | 17 |
| Denmark | 5 | 0 | 0 | 0 | 7 | 4 | 0 | 1 | 0 | 2 | 1 | 1 | 21 |
| Finland | 3 | 0 | 2 | 4 | 4 | 1 | 2 | 0 | 0 | 0 | 1 | 0 | 17 |
| France | 2 | 8 | 3 | 3 | 21 | 9 | 9 | 5 | 4 | 1 | 6 | 15 | 86 |
| Germany | 9 | 8 | 2 | 4 | 22 | 2 | 9 | 2 | 2 | 1 | 5 | 10 | 76 |
| Ireland | 0 | 1 | 1 | 1 | 2 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 7 |
| Italy | 4 | 1 | 0 | 3 | 8 | 0 | 3 | 2 | 0 | 3 | 7 | 2 | 33 |
| Luxembourg | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 |
| The Netherlands | 7 | 2 | 1 | 3 | 5 | 0 | 4 | 0 | 1 | 1 | 1 | 5 | 30 |
| Norway | 1 | 0 | 2 | 1 | 7 | 0 | 3 | 0 | 0 | 0 | 1 | 1 | 16 |
| Poland | 0 | 1 | 0 | 2 | 2 | 1 | 1 | 0 | 0 | 0 | 0 | 1 | 8 |
| Portugal | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 3 |
| South Africa | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 |
| Spain | 2 | 0 | 0 | 1 | 5 | 3 | 3 | 2 | 1 | 1 | 5 | 2 | 25 |
| Sweden | 2 | 0 | 4 | 2 | 11 | 3 | 6 | 0 | 1 | 3 | 4 | 10 | 46 |
| Switzerland | 3 | 1 | 1 | 3 | 9 | 5 | 6 | 4 | 0 | 3 | 4 | 12 | 51 |
| UK | 7 | 5 | 3 | 7 | 36 | 12 | 26 | 8 | 7 | 6 | 13 | 24 | 154 |
| Total | 47 | 29 | 20 | 37 | 146 | 43 | 74 | 25 | 16 | 25 | 51 | 87 | 600 |
| Country | Business equipment | Chemicals and allied products | Consumer durables | Consumer non-durables | Finance | Health care | Manufacturing | Media | Oil, gas and coal extraction | Utilities | Wholesale, retail and services | Others | Total |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Austria | 1 | 0 | 0 | 0 | 1 | 1 | 2 | 0 | 0 | 1 | 1 | 1 | |
| Belgium | 1 | 1 | 1 | 3 | 4 | 1 | 0 | 0 | 0 | 2 | 1 | 3 | |
| Denmark | 5 | 0 | 0 | 0 | 7 | 4 | 0 | 1 | 0 | 2 | 1 | 1 | |
| Finland | 3 | 0 | 2 | 4 | 4 | 1 | 2 | 0 | 0 | 0 | 1 | 0 | |
| France | 2 | 8 | 3 | 3 | 21 | 9 | 9 | 5 | 4 | 1 | 6 | 15 | |
| Germany | 9 | 8 | 2 | 4 | 22 | 2 | 9 | 2 | 2 | 1 | 5 | 10 | |
| Ireland | 0 | 1 | 1 | 1 | 2 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | |
| Italy | 4 | 1 | 0 | 3 | 8 | 0 | 3 | 2 | 0 | 3 | 7 | 2 | |
| Luxembourg | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | |
| The Netherlands | 7 | 2 | 1 | 3 | 5 | 0 | 4 | 0 | 1 | 1 | 1 | 5 | |
| Norway | 1 | 0 | 2 | 1 | 7 | 0 | 3 | 0 | 0 | 0 | 1 | 1 | |
| Poland | 0 | 1 | 0 | 2 | 2 | 1 | 1 | 0 | 0 | 0 | 0 | 1 | |
| Portugal | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | |
| South Africa | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | |
| Spain | 2 | 0 | 0 | 1 | 5 | 3 | 3 | 2 | 1 | 1 | 5 | 2 | |
| Sweden | 2 | 0 | 4 | 2 | 11 | 3 | 6 | 0 | 1 | 3 | 4 | 10 | |
| Switzerland | 3 | 1 | 1 | 3 | 9 | 5 | 6 | 4 | 0 | 3 | 4 | 12 | |
| UK | 7 | 5 | 3 | 7 | 36 | 12 | 26 | 8 | 7 | 6 | 13 | 24 | |
| Total | |||||||||||||
| Variable | N | Mean | Median | SD |
| Panel B – Descriptive statistics | ||||
| Avg3_GAAP_ETR | 2,309 | 0.247 | 0.232 | 0.134 |
| Avg3_Cash_ETR | 2,142 | 0.249 | 0.232 | 0.152 |
| NegM_Peak_FY (unscaled) | 2,309 | 25.188 | 25.000 | 17.386 |
| NegM_Peak_Q4 (unscaled) | 2,309 | 19.636 | 20.000 | 16.317 |
| NegM_Peak_Q4Q1 (unscaled) | 2,309 | 21.903 | 22.000 | 16.919 |
| Size | 2,309 | 16.255 | 16.108 | 1.515 |
| Leverage | 2,309 | 0.198 | 0.185 | 0.146 |
| Profitability | 2,309 | 0.081 | 0.066 | 0.085 |
| PPE | 2,309 | 0.278 | 0.208 | 0.264 |
| Intangibles | 2,309 | 0.278 | 0.215 | 0.259 |
| RD | 2,309 | 0.017 | 0 | 0.033 |
| Cash | 2,309 | 0.091 | 0.064 | 0.095 |
| MTBV | 2,309 | 3.289 | 2.417 | 3.439 |
| Variable | Mean | Median | SD | |
| Avg3_GAAP_ETR | 2,309 | 0.247 | 0.232 | 0.134 |
| Avg3_Cash_ETR | 2,142 | 0.249 | 0.232 | 0.152 |
| NegM_Peak_FY (unscaled) | 2,309 | 25.188 | 25.000 | 17.386 |
| NegM_Peak_Q4 (unscaled) | 2,309 | 19.636 | 20.000 | 16.317 |
| NegM_Peak_Q4Q1 (unscaled) | 2,309 | 21.903 | 22.000 | 16.919 |
| Size | 2,309 | 16.255 | 16.108 | 1.515 |
| Leverage | 2,309 | 0.198 | 0.185 | 0.146 |
| Profitability | 2,309 | 0.081 | 0.066 | 0.085 |
| PPE | 2,309 | 0.278 | 0.208 | 0.264 |
| Intangibles | 2,309 | 0.278 | 0.215 | 0.259 |
| RD | 2,309 | 0.017 | 0 | 0.033 |
| Cash | 2,309 | 0.091 | 0.064 | 0.095 |
| MTBV | 2,309 | 3.289 | 2.417 | 3.439 |
| Panel C – Correlation matrix | |||||||||
| Avg3_GAAP_ETR | Avg3_Cash_ETR | NegM_peak_FY | NegM_peak_Q4 | NegM_peak_Q4Q1 | Size | Leverage | Profitability | PPE | |
| Avg3_Cash_ETR | 0.644*** | ||||||||
| NegM_peak_FY | 0.152*** | 0.167*** | |||||||
| NegM_peak_Q4 | 0.159*** | 0.172*** | 0.937*** | ||||||
| NegM_peak_Q4Q1 | 0.163*** | 0.167*** | 0.893*** | 0.939*** | |||||
| Size | 0.129*** | 0.106*** | 0.527*** | 0.548*** | 0.542*** | ||||
| Leverage | 0.030 | −0.054** | −0.04 | −0.005 | −0.006 | −0.016** | |||
| Profitability | −0.074*** | −0.071*** | −0.177*** | −0.177*** | −0.185*** | −0.435*** | −0.169*** | ||
| PPE | −0.104*** | −0.188*** | −0.011 | 0.003 | −0.001 | −0.001 | 0.397*** | −0.043** | |
| Intangibles | 0.061** | 0.136*** | −0.100*** | −0.124*** | −0.116*** | −0.196*** | 0.216*** | 0.049** | −0.321*** |
| RD | −0.059*** | 0.008 | 0.008 | −0.007 | −0.010 | −0.120*** | −0.125*** | 0.166*** | −0.163*** |
| Cash | 0.048*** | 0.026 | −0.074*** | −0.078*** | −0.062*** | −0.281*** | −0.217*** | 0.217*** | −0.233*** |
| MTBV | −0.043** | −0.034 | −0.108*** | −0.126*** | −0.127*** | −0.349*** | −0.016 | 0.528*** | −0.153*** |
| GDP | −0.039* | −0.038* | −0.055*** | −0.053** | −0.049** | −0.070*** | −0.105** | 0.064*** | −0.100*** |
| Jud_ind | −0.148*** | −0.122*** | −0.113*** | −0.105*** | −0.107*** | −0.166*** | −0.133*** | 0.116*** | −0.085*** |
| Shar_gov | 0.043** | 0.010 | −0.023 | −0.020 | −0.009 | 0.014 | −0.030 | 0.029 | −0.055*** |
| BTC | 0.090*** | 0.074*** | 0.116*** | 0.107*** | 0.116*** | 0.144*** | 0.017 | −0.129*** | 0.002 |
| CSTR | 0.161*** | 0.152*** | 0.128*** | 0.137*** | 0.141*** | 0.203*** | 0.068*** | −0.155*** | −0.012 |
| Avg3_GAAP_ETR | Avg3_Cash_ETR | NegM_peak_FY | NegM_peak_Q4 | NegM_peak_Q4Q1 | Size | Leverage | Profitability | PPE | |
| Avg3_Cash_ETR | 0.644*** | ||||||||
| NegM_peak_FY | 0.152*** | 0.167*** | |||||||
| NegM_peak_Q4 | 0.159*** | 0.172*** | 0.937*** | ||||||
| NegM_peak_Q4Q1 | 0.163*** | 0.167*** | 0.893*** | 0.939*** | |||||
| Size | 0.129*** | 0.106*** | 0.527*** | 0.548*** | 0.542*** | ||||
| Leverage | 0.030 | −0.054** | −0.04 | −0.005 | −0.006 | −0.016** | |||
| Profitability | −0.074*** | −0.071*** | −0.177*** | −0.177*** | −0.185*** | −0.435*** | −0.169*** | ||
| PPE | −0.104*** | −0.188*** | −0.011 | 0.003 | −0.001 | −0.001 | 0.397*** | −0.043** | |
| Intangibles | 0.061** | 0.136*** | −0.100*** | −0.124*** | −0.116*** | −0.196*** | 0.216*** | 0.049** | −0.321*** |
| RD | −0.059*** | 0.008 | 0.008 | −0.007 | −0.010 | −0.120*** | −0.125*** | 0.166*** | −0.163*** |
| Cash | 0.048*** | 0.026 | −0.074*** | −0.078*** | −0.062*** | −0.281*** | −0.217*** | 0.217*** | −0.233*** |
| MTBV | −0.043** | −0.034 | −0.108*** | −0.126*** | −0.127*** | −0.349*** | −0.016 | 0.528*** | −0.153*** |
| GDP | −0.039* | −0.038* | −0.055*** | −0.053** | −0.049** | −0.070*** | −0.105** | 0.064*** | −0.100*** |
| Jud_ind | −0.148*** | −0.122*** | −0.113*** | −0.105*** | −0.107*** | −0.166*** | −0.133*** | 0.116*** | −0.085*** |
| Shar_gov | 0.043** | 0.010 | −0.023 | −0.020 | −0.009 | 0.014 | −0.030 | 0.029 | −0.055*** |
| BTC | 0.090*** | 0.074*** | 0.116*** | 0.107*** | 0.116*** | 0.144*** | 0.017 | −0.129*** | 0.002 |
| CSTR | 0.161*** | 0.152*** | 0.128*** | 0.137*** | 0.141*** | 0.203*** | 0.068*** | −0.155*** | −0.012 |
| Intangibles | RD | Cash | MTBV | GDP | Jud_ind | Shar_gov | BTC | |
| RD | 0.212*** | |||||||
| Cash | 0.054*** | 0.163*** | ||||||
| MTBV | 0.151*** | 0.184*** | 0.257*** | |||||
| GDP | 0.046** | 0.113*** | −0.034 | 0.043*** | ||||
| Jud_ind | 0.014 | 0.057*** | −0.030 | 0.130*** | 0.634*** | |||
| Shar_gov | 0.056*** | −0.001 | 0.027 | −0.011 | 0.268*** | 0.098*** | ||
| BTC | −0.029 | 0.111*** | 0.015 | 0.39* | −0.188*** | −0.446*** | −0.051** | |
| CSTR | 0.060*** | 0.027 | 0.027 | −0.192*** | −0.308*** | −0.529*** | −0.046** | 0.549*** |
| Intangibles | RD | Cash | MTBV | GDP | Jud_ind | Shar_gov | BTC | |
| RD | 0.212*** | |||||||
| Cash | 0.054*** | 0.163*** | ||||||
| MTBV | 0.151*** | 0.184*** | 0.257*** | |||||
| GDP | 0.046** | 0.113*** | −0.034 | 0.043*** | ||||
| Jud_ind | 0.014 | 0.057*** | −0.030 | 0.130*** | 0.634*** | |||
| Shar_gov | 0.056*** | −0.001 | 0.027 | −0.011 | 0.268*** | 0.098*** | ||
| BTC | −0.029 | 0.111*** | 0.015 | 0.39* | −0.188*** | −0.446*** | −0.051** | |
| CSTR | 0.060*** | 0.027 | 0.027 | −0.192*** | −0.308*** | −0.529*** | −0.046** | 0.549*** |
Notes:
Size, Leverage, Profitability, PPE, Intangibles, RD, Cash and MTBV are winsorized at the 1st and 99th percentiles; ***, ** and * indicate significance levels at 1, 5 and 10%, respectively
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