Parental concerns about the education of children usually reflect deep-seated anxieties. This study identifies the most influential factors shaping these global concerns based on World Values Survey (WVS) data spanning several decades. Using advanced techniques, including feature selection (Adaptive and Gradient Boosting, Pairwise Correlations, LASSO, Bayesian Model Averaging), mixed-effects modeling, cross-validation procedures, different regressions and overfitting, collinearity, and reverse causality checks together with two-way graphical representations, this study identified three enduring predictors: fear of job loss, fear of war, and respondent age. These findings mainly underline the role of socio-economic and geopolitical stability and security and, in addition, that of generational perspectives in shaping global parental priorities. All three predictors were consistent across seven dataset versions, various subsets considering random (ten-folds) or non-random criteria (different values for socio-demographic variables in mixed-effects models), and distinct feature selection approaches. Secondary influences, including opinions regarding the priority of work in life, other fears, and socio-demographic variables (e.g., gender, number of children, marital and professional status, income, education level, community size, etc.) provided more nuances to this study and additional explanatory power. The findings have implications for designing socio-economically sensitive educational policies that address parental priorities and anxieties in diverse global contexts.
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