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Sadik Pinon
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Solo analyst — EDA, regression modelling · 2026

Screen Time Impact on Adolescent Wellbeing

Quantifying how screen time actually relates to adolescent mental health, past the headlines.

PythonPandasSeabornMatplotlibLinear Regression

The problem

Screen time and adolescent wellbeing is a topic full of strong opinions and thin evidence — the question was whether a real relationship shows up once the data is actually modelled, not just eyeballed.

The approach

  • Cleaned and pre-processed a dataset of 98,000+ adolescent records
  • Ran exploratory data analysis and visualisation in Seaborn and Matplotlib to surface patterns before modelling
  • Fit a linear regression model relating screen time to mental-health indicators, evaluated with R² and MSE
  • Translated the statistical output into plain-language findings a non-technical reader could act on

The impact

98,000+Adolescent records cleaned and analysed
R² / MSERegression model evaluated on both fit and error