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Our analysis reveals that academic success isn't just about studying—it's a complex interplay of family, social, and behavioral factors. By analyzing two distinct educational datasets, we've discovered that while some factors like gender show consistent effects, others like location and family background vary significantly by context. Most surprisingly, attendance and parental education emerged as stronger success predictors than family income, challenging common assumptions about academic performance drivers.

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