This analysis reveals a strong negative correlation between social media addiction and mental health, highlighting the need for targeted interventions.
Key Points
A strong negative correlation was found between social media addiction severity and mental well-being, indicating that higher addiction leads to poorer mental health.
Using a synthetic dataset, the analysis showed an r-value of -1.0, emphasizing the adverse effects of excessive social media use on psychological well-being.
A Random Forest model was applied to predict mental health scores based on levels of addiction, showcasing the importance of behavioral engagement metrics.
The findings call for structured interventions to address the mental health consequences of social media addiction, aiming to mitigate its psychological impact.