Predictive Performance Using Mean Squared Error and R2 of the Third Pillar Time for the Total Model and the Paid Staff Model
. | . | Mean . | SD . | Min . | Max . |
---|---|---|---|---|---|
Mean squared error | Total | 6.1787 | 0.5511 | 5.1037 | 7.0633 |
Paid staff | 4.2037 | 0.5205 | 3.3196 | 4.9077 | |
R2 | Total | 0.7829 | 0.1736 | 0.3873 | 0.9707 |
Paid staff | 0.7831 | 0.1833 | 0.3859 | 0.9877 |
. | . | Mean . | SD . | Min . | Max . |
---|---|---|---|---|---|
Mean squared error | Total | 6.1787 | 0.5511 | 5.1037 | 7.0633 |
Paid staff | 4.2037 | 0.5205 | 3.3196 | 4.9077 | |
R2 | Total | 0.7829 | 0.1736 | 0.3873 | 0.9707 |
Paid staff | 0.7831 | 0.1833 | 0.3859 | 0.9877 |
Source: Authors’ analysis estimating third pillar size using the Random Forest model. The model includes data extracted from the international Johns Hopkins University dataset, the European Union Johns Hopkins University dataset, the International Labour Organization labor-market dataset, the World Development Indicators, and the Polity5 Project dataset.
Note: Total includes paid staff and volunteers. Paid staff includes paid staff only. The models include the 51 countries with complete data (labor-market structure, the level of economic development, the political regime, and third pillar size).
Predictive Performance Using Mean Squared Error and R2 of the Third Pillar Time for the Total Model and the Paid Staff Model
. | . | Mean . | SD . | Min . | Max . |
---|---|---|---|---|---|
Mean squared error | Total | 6.1787 | 0.5511 | 5.1037 | 7.0633 |
Paid staff | 4.2037 | 0.5205 | 3.3196 | 4.9077 | |
R2 | Total | 0.7829 | 0.1736 | 0.3873 | 0.9707 |
Paid staff | 0.7831 | 0.1833 | 0.3859 | 0.9877 |
. | . | Mean . | SD . | Min . | Max . |
---|---|---|---|---|---|
Mean squared error | Total | 6.1787 | 0.5511 | 5.1037 | 7.0633 |
Paid staff | 4.2037 | 0.5205 | 3.3196 | 4.9077 | |
R2 | Total | 0.7829 | 0.1736 | 0.3873 | 0.9707 |
Paid staff | 0.7831 | 0.1833 | 0.3859 | 0.9877 |
Source: Authors’ analysis estimating third pillar size using the Random Forest model. The model includes data extracted from the international Johns Hopkins University dataset, the European Union Johns Hopkins University dataset, the International Labour Organization labor-market dataset, the World Development Indicators, and the Polity5 Project dataset.
Note: Total includes paid staff and volunteers. Paid staff includes paid staff only. The models include the 51 countries with complete data (labor-market structure, the level of economic development, the political regime, and third pillar size).
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