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Table 1.

Reference players according to their popularity layers and positions.

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Table 1 Expand

Table 2.

Conversion factors (CF) and cumulative conversion factors (CCF) for the players according to their popularity layers and positions.

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Table 2 Expand

Table 3.

Dependent and explanatory variables for estimating players’ market value.

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Table 3 Expand

Table 4.

Goodness-of-fit statistics for the three final models fitted using all three methods to the training set (€).

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Table 4 Expand

Table 5.

RMSE for all three models fitted using all three methods to the test set (€).

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Table 5 Expand

Table 6.

Coefficients of the statistically significant variables for the three models fitted to the data using the MLR method.

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Table 6 Expand

Fig 1.

Contributions of the variables of model 3 when it is fitted to the data using the GBM method.

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Fig 1 Expand