Dynamic panel-data estimation, two-step system GMM
| Financial sustainability | Model 1 | Model 2 | Model 3 |
|---|---|---|---|
| RD | ROE | ROA | |
| L1 | 0.437 (0.111)** | 0.377 (0.041)** | 0.251 (0.057)** |
| L2 | −0.089 (0.040)** | 0.062 (0.034)** | 0.091 (0.028)** |
| RD | 0.347 (0.080)** | 0.342 (0.080)** | 0.130 (0.026)** |
| Depth | 0.0023 (0.023)** | 0.071 (0.024)** | 0.008 (0.001)** |
| Breadth | 0.054 (0.021)** | 0.047 (0.022)** | 0.019 (0.008)** |
| Leverage | −0.019 (0.004)** | −0.021 (0.002)** | −0.008 (0.002)** |
| Size | 0.041 (0.021)** | 0.058 (0.023)** | 0.014 (0.007) |
| _cons | −0.394 (0.327) | −1.489 (0.309) | −0.419 (0.097)** |
| Wald χ2(7) | 201.26 | 214.0 | 161.09 |
| Prob > χ2 | 0.000 | 0.000 | 0.000 |
| No. Instruments | 19 | 19 | 19 |
| No. Groups | 444 | 444 | 444 |
| Observations | 1776 | 1776 | 1776 |
| Hansen J-test χ2 | 7.51 | 7.28 | 7.01 |
| Prob > χ2 | 0.111 | 0.122 | 0.136 |
| AR (2) test | −1.07 | 0.50 | 0.75 |
| Prob > χ2 | 0.286 | 0.618 | 0.453 |
| Financial sustainability | Model 1 | Model 2 | Model 3 |
|---|---|---|---|
| RD | ROE | ROA | |
| L1 | 0.437 (0.111)** | 0.377 (0.041)** | 0.251 (0.057)** |
| L2 | −0.089 (0.040)** | 0.062 (0.034)** | 0.091 (0.028)** |
| RD | 0.347 (0.080)** | 0.342 (0.080)** | 0.130 (0.026)** |
| Depth | 0.0023 (0.023)** | 0.071 (0.024)** | 0.008 (0.001)** |
| Breadth | 0.054 (0.021)** | 0.047 (0.022)** | 0.019 (0.008)** |
| Leverage | −0.019 (0.004)** | −0.021 (0.002)** | −0.008 (0.002)** |
| Size | 0.041 (0.021)** | 0.058 (0.023)** | 0.014 (0.007) |
| _cons | −0.394 (0.327) | −1.489 (0.309) | −0.419 (0.097)** |
| Wald | 201.26 | 214.0 | 161.09 |
| Prob > | 0.000 | 0.000 | 0.000 |
| No. Instruments | 19 | 19 | 19 |
| No. Groups | 444 | 444 | 444 |
| Observations | 1776 | 1776 | 1776 |
| Hansen J-test | 7.51 | 7.28 | 7.01 |
| Prob > | 0.111 | 0.122 | 0.136 |
| AR (2) test | −1.07 | 0.50 | 0.75 |
| Prob > | 0.286 | 0.618 | 0.453 |
Note(s): FSN denotes financial sustainability; ROE is the return on equity; ROA is the return on the asset; RD is the revenue diversification; Depth is the depth of outreach; Breadth is the breadth of outreach. The values in parentheses are standard errors of the. Hansen J-test denotes the overidentification test for the restrictions in GMM estimation. The AR(2) test is the Arellano–Bond test for the existence of the second-order autocorrelation in first
Differences of residuals ***p < 0.01, **p < 0.05, *p < 0.1
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