Regression models for returns with country and company–level variables
| Variable | Full model | Stepwise model |
|---|---|---|
| Price–to–book | 0.100*** | 0.100*** |
| 0.001 | 0.001 | |
| Return (t − 1) | −0.116*** | −0.116*** |
| 0.003 | 0.003 | |
| Accruals (t − 1) | 0.018 | |
| 0.016 | ||
| Inv | −0.092*** | −0.095*** |
| 0.019 | 0.019 | |
| Siz | −0.02*** | −0.018*** |
| 0.006 | 0.006 | |
| Gross Prof | 0.349*** | 0.353*** |
| 0.028 | 0.028 | |
| SaleGrow (t − 1) | −0.025*** | −0.026*** |
| 0.004 | 0.004 | |
| Market ratio | 0.784*** | 0.782*** |
| 0.007 | 0.006 | |
| EarnSmoot | 0.011 | 0 |
| 0.007 | 0 | |
| EarnAgress | −0.983 | −0.944*** |
| 0.107 | 0.105 | |
| EarnAgress | 0.138 | 0.141*** |
| 0.017 | 0.017 | |
| IFRS | 0.019** | 0.02*** |
| 0.009 | 0.009 | |
| Factor 1 | −0.065*** | −0.066** |
| 0.007 | 0.007 | |
| Factor 2 | −0.138*** | −0.137*** |
| 0.006 | 0.006 | |
| Factor 3 | 0.015*** | 0.015*** |
| 0.004 | 0.004 | |
| Factor 4 | 0.037*** | 0.038*** |
| 0.005 | 0.005 | |
| Intercept | −0.072** | −0.078** |
| 0.033 | 0.033 | |
| Observations | 59890 | 59890 |
| r2_w | 0.556 | 0.556 |
| r2_b | 0.066 | 0.066 |
| r2_o | 0.411 | 0.41 |
| F | 3832.16*** | 4379.16*** |
| Companies’ number | 10994 | 10994 |
| Variable | Full model | Stepwise model |
|---|---|---|
| Price–to–book | 0.100*** | 0.100*** |
| 0.001 | 0.001 | |
| Return (t − 1) | −0.116*** | −0.116*** |
| 0.003 | 0.003 | |
| Accruals (t − 1) | 0.018 | |
| 0.016 | ||
| −0.092*** | −0.095*** | |
| 0.019 | 0.019 | |
| −0.02*** | −0.018*** | |
| 0.006 | 0.006 | |
| 0.349*** | 0.353*** | |
| 0.028 | 0.028 | |
| SaleGrow (t − 1) | −0.025*** | −0.026*** |
| 0.004 | 0.004 | |
| Market ratio | 0.784*** | 0.782*** |
| 0.007 | 0.006 | |
| 0.011 | 0 | |
| 0.007 | 0 | |
| −0.983 | −0.944*** | |
| 0.107 | 0.105 | |
| 0.138 | 0.141*** | |
| 0.017 | 0.017 | |
| IFRS | 0.019** | 0.02*** |
| 0.009 | 0.009 | |
| Factor 1 | −0.065*** | −0.066** |
| 0.007 | 0.007 | |
| Factor 2 | −0.138*** | −0.137*** |
| 0.006 | 0.006 | |
| Factor 3 | 0.015*** | 0.015*** |
| 0.004 | 0.004 | |
| Factor 4 | 0.037*** | 0.038*** |
| 0.005 | 0.005 | |
| Intercept | −0.072** | −0.078** |
| 0.033 | 0.033 | |
| Observations | 59890 | 59890 |
| r2_w | 0.556 | 0.556 |
| r2_b | 0.066 | 0.066 |
| r2_o | 0.411 | 0.41 |
| 3832.16*** | 4379.16*** | |
| Companies’ number | 10994 | 10994 |
Notes:
Where: *p < 0.10, **p < 0.05 and ***p < 0.01; R = Return, Price–to–Book = relation between market value and book value, Accruals = Adjustments resulting from competence regime, Inv = Capital investment, Siz = Size, Gross Prof = Gross Profitability, SaleGrow(t–1)= Sales Growth (t – 1), Market Ratio = Mean performance indicator of stock quotes traded in the countries’ respective exchanges, EarnSmoot = Earnings smoothing, EarnAgress = Earnings aggressiveness, EarnAgress = Aversion to losses, IFRS = international accounting standards adoption and Factors 1 to 4 represent the extracted factors based on the principal component factor analysis
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