Submitted:
06 June 2025
Posted:
09 June 2025
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Abstract
Keywords:
1. Introduction
2. Literature Review
3. Materials and Methods
4. Results
5. Discussion
6. Conclusions
Author Contributions
Funding
Informed Consent Statement
Data Availability Statement
Acknowledgments
Conflicts of Interest
Appendix A
Appendix B
| FE (1) | POOL | FE (2) | RE | |
|---|---|---|---|---|
| (Intercept) | 0.013 (0.009) |
0.013 (0.009) |
||
| DEF | -0.009* (0.004) |
-0.011** (0.004) |
-0.009* (0.004) |
-0.011** (0.004) |
| Dprotec | -0.008 (0.006) |
-0.008 (0.006) |
||
| RP | 0.002 (0.003) |
0.002 (0.004) |
0.002 (0.003) |
|
| Number of observations | 682 | 682 | 682 | 682 |
| R2 | 0.007 | 0.019 | 0.007 | 0.018 |
| R2 Adj. | -0.093 | 0.014 | -0.094 | 0.013 |
| AIC | -1931.9 | -1,856.7 | -1,930.1 | -1,863.0 |
| BIC | -1922.8 | -1,834.1 | -1,916.6 | -1,840.4 |
| RMSE | 0.06 | 0.06 | 0.06 | 0.06 |
| POOL (1) | FE (1) | RE (1) | POOL (2) | FE (2) | RE (2) | |
|---|---|---|---|---|---|---|
| (Intercept) | 0.000 (0.005) |
0.000 (0.005) |
-0.008 (0.010) |
-0.008 (0.010) |
||
| DEF | 0.104 (0.075) |
0.135 (0.108) |
0.104 (0.075) |
0.109 (0.075) |
0.140 (0.107) |
0.108 (0.075) |
| DIV | 0.000 (0.000) |
0.000 (0.000) |
0.000 (0.000) |
0.000 (0.000) |
0.000 (0.000) |
0.000 (0.000) |
| I | 0.081 (0.084) |
0.139 (0.117) |
0.081 (0.084) |
0.075 (0.084) |
0.156 (0.117) |
0.077 (0.085) |
| W | -0.075 (0.082) |
0.001 (0.111) |
-0.075 (0.082) |
-0.080 (0.082) |
-0.001 (0.110) |
-0.078 (0.083) |
| R | -0.161* (0.078) |
-0.647*** (0.135) |
-0.161* (0.078) |
-0.164* (0.078) |
-0.658*** (0.134) |
-0.165* (0.078) |
| C | 0.118 (0.075) |
0.143 (0.108) |
0.118 (0.075) |
0.123 (0.075) |
0.148 (0.108) |
0.122 (0.075) |
| Dprotec | -0.002 (0.006) |
-0.002 (0.006) |
||||
| RP | 0.004 (0.003) |
0.008* (0.004) |
0.004 (0.003) |
|||
| Number of observations | 681 | 681 | 681 | 681 | 681 | 681 |
| R2 | 0.063 | 0.144 | 0.063 | 0.068 | 0.151 | 0.068 |
| R2 Adj. | 0.055 | 0.050 | 0.055 | 0.057 | 0.057 | 0.057 |
| AIC | -1,878.5 | -2,019.6 | -1,878.5 | -1,877.9 | -2,023.2 | -1,879.7 |
| BIC | -1,842.3 | -1,987.9 | -1,842.3 | -1,832.7 | -1,987.0 | -1,834.5 |
| RMSE | 0.06 | 0.05 | 0.06 | 0.06 | 0.05 | 0.06 |
| POOL (1) | FE (1) | RE (1) | POOL (2) | FE (2) | RE (2) | |
|---|---|---|---|---|---|---|
| (Intercept) | 28.725 (40.13) |
30.231 (53.710) |
66.787 (47.168) |
68.252 (59.082) |
||
| Ajust | 0.058*** (0.009) |
0.056*** (0.009) |
0.057*** (0.009) |
0.058*** (0.009) |
0.057*** (0.009) |
0.057*** (0.009) |
| Dprotec | -109.350 (71.396) |
-109.128 (70.751) |
-109.232 (70.778) |
|||
| Num.Obs. | 682 | 682 | 682 | 682 | 682 | 682 |
| R2 | 0.055 | 0.054 | 0.055 | 0.058 | 0.058 | 0.058 |
| R2 Adj. | 0.054 | 0.039 | 0.053 | 0.056 | 0.041 | 0.055 |
| AIC | 11,206.9 | 11,182.4 | 11,195.1 | 11,206.5 | 11,182.0 | 11,194.6 |
| BIC | 11,220.4 | 11,191.5 | 11,208.6 | 11,224.6 | 11,195.6 | 11,212.7 |
| RMSE | 891.45 | 876.91 | 883.76 | 889.91 | 875.35 | 882.20 |
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| Sr.no | References | Findings |
|---|---|---|
| 1 | Modigliani and Miller (1958) | It has a significant contribution in the area of capital structure with the origin of ‘Irrelevance theory’ which states that capital structure has no impact on firm value. |
| 2 | Modigliani and Miller (1963) | It analysed the impact of tax shield on interest expense. |
| 3 | Kraus and Litzenberger (1973) | The study introduced classical ‘Trade-off theory’. It covers the concept of trade-off between cost of financial distress and benefits derived from debt tax shield. |
| 4 | Stiglitz (1973) | It developed the concept of pecking order. This study states that leverage ratio is the unexpected resultant of profits and investments made by firm. |
| 5 | Jensen and Meckling (1976) | Introduced ‘Agency cost theory’ and analysed the impact of debtholder-shareholder and manager-shareholder conflict on capital structure financing. |
| 6 | Miller (1977) | Propounds the significance of personal and corporate tax in the financial decision making. |
| 7 | Ross (1977) | It developed the ‘Signaling theory’ of capital structure and promoted the debt issue as positive indicator in the performance in capital structure financing. |
| 8 | Bradley et al. (1984) | Introduced the well-known ‘Static trade-off theory’. |
| 9 | Kane et al. (1984) | It introduced the Dynamic trade-off theory which includes trade-off theory along with the impact of uncertainty, cost, taxes and tax benefits. |
| 10 | Myers and Majluf (1984) | It propounded the ‘Pecking order theory’ and the major role of information asymmetry towards choice between internal fund, debt and equity for capital structure financing. |
| 11 | Fischer et al. (1989) | It initiated the transaction cost concept and shown its impact on leverage in the capital structure of the firm. |
| 12 | Harris and Raviv (1991) | It initiated the concept of ‘Control driven theory’. |
| 13 | Baker and Wurgler (2002) | It predicts the long run impact of market value fluctuations on the capital structure. It states that firm issue equity when market is overvalued and issue debt when undervalued |
| Country | Companies |
|---|---|
| Chile | 22 |
| Colombia | 7 |
| Mexico | 24 |
| Peru | 9 |
| Total | 62 |
| Sector | Percentage |
|---|---|
| Mining | 24.20% |
| Other | 21.00% |
| Services | 11.30% |
| Industry | 9.70% |
| Construction | 8.10% |
| Food and beverages | 6.50% |
| Trade and restaurants | 6.50% |
| Technology and communications | 6.5% |
| Air Transport | 6.5% |
| Country | Variables | mean | SD |
|---|---|---|---|
| Chile | Amount of debt incurred | 0.01 | 0.06 |
| Financial deficit | 0.09 | 0.11 | |
| Debt protection | 1.00 | 0.00 | |
| Amount of debt incurred* | 97.33 | 628.77 | |
| Adjust | 178.12 | 1347.89 | |
| RP | 1.58 | 0.26 | |
| Protect | 0.98 | 0.21 | |
| Colombia | Amount of debt incurred | 0.02 | 0.06 |
| Financial deficit | -0.19 | 1.66 | |
| Debt protection | 0.00 | 0.00 | |
| Amount of debt incurred* | 339.08 | 1439.46 | |
| Adjust | 351.22 | 1899.63 | |
| RP | 2.45 | 0.75 | |
| Protect | -0.38 | 0.08 | |
| Mexico | Amount of debt incurred | 0.02 | 0.06 |
| Financial deficit | 0.07 | 0.14 | |
| Debt protection | 0.00 | 0.00 | |
| Amount of debt incurred* | 200.55 | 1070.68 | |
| Adjust | 317.86 | 1440.75 | |
| RP | 3.08 | 0.87 | |
| Protect | -0.64 | 0.14 | |
| Peru | Amount of debt incurred | 0.02 | 0.06 |
| Financial deficit | 0.07 | 0.10 | |
| Debt protection | 0.00 | 0.00 | |
| Amount of debt incurred* | 73.76 | 388.32 | |
| Adjust | 117.98 | 426.36 | |
| RP | 1.71 | 0.25 | |
| Protect | -0.52 | 0.05 |
| FE (1) | FE (2) | |
|---|---|---|
| (Intercept) | ||
| DEF | -0.009* (0.004) |
-0.009* (0.004) |
| Dprotec | ||
| RP | 0.002 (0.004) |
|
| Number of observations | 682 | 682 |
| R2 | 0.007 | 0.007 |
| R2 Adj. | -0.093 | -0.094 |
| AIC | -1,931.9 | -1,930.1 |
| BIC | -1,922.8 | -1,916.6 |
| RMSE | 0.06 | 0.06 |
| FE (1) | FE (2) | |
|---|---|---|
| DEF | 0.135 (0.108) |
0.140 (0.107) |
| DIV | 0.000 (0.000) |
0.000 (0.000) |
| I | 0.139 (0.117) |
0.156 (0.117) |
| W | 0.001 (0.111) |
-0.001 (0.110) |
| R | -0.647*** (0.135) |
-0.658*** (0.134) |
| C | 0.143 (0.108) |
0.148 (0.108) |
| Dprotec | ||
| RP | 0.008* (0.004) |
|
| Number of observations | 681 | 681 |
| R2 | 0.144 | 0.151 |
| R2 Adj. | 0.050 | 0.057 |
| AIC | -2,019.6 | -2,023.2 |
| BIC | -1,987.9 | -1,987.0 |
| RMSE | 0.05 | 0.05 |
| FE (1) | FE (2) | |
|---|---|---|
| (Intercept) | ||
| Ajust | 0.056*** (0.009) |
0.057*** (0.009) |
| Dprotec | -109.128 (70.751) |
|
| Number of observations | 682 | 682 |
| R2 | 0.054 | 0.058 |
| R2 Adj. | 0.039 | 0.041 |
| AIC | 11,182.4 | 11,182.0 |
| BIC | 11,191.5 | 11,195.6 |
| RMSE | 876.91 | 875.35 |
| Country | Model (1) | Model (2) | |
|---|---|---|---|
| Chile | (Intercept) | 0.0093 | -555.44 |
| DEF | -0.010 (0.03) | ||
| Ajust | 0.2698***(0.05) | ||
| Mexico | (Intercept) | 0.0131 | -1457.63 |
| DEF | 0.106***(0.03) | ||
| Ajust | 0.6084***(0.09) | ||
| Peru | (Intercept) | 0.0102 | -80.44 |
| DEF | 0.0716(0.07) | ||
| Ajust | 0.2036**(0.15) | ||
| Colombia | (Intercept) | 0.0183 | -1433.78 |
| DEF | -0.0111***(0.00) | ||
| Ajust | 0.7161***(0.12) |
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