Overview

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Welcome to the Digital Mirror! Every scroll, like, and snap may seem small — just fleeting moments on a screen. But behind those endless notifications lies a story that’s rewriting the lives of students worldwide. This dashboard takes you inside the world of social media addiction — not as a buzzword, but as a measurable force affecting how young people sleep, study, and connect. Through data collected from students across different countries, platforms, and academic levels, we reveal patterns that are impossible to ignore.

Who’s most at risk? Is it about age, gender, or the type of app? What are students sacrificing in return for screen time — mental health, academic focus, meaningful relationships? This is more than a dashboard — it’s a wake-up call. Follow the journey, explore the evidence, and uncover the hidden costs of digital dependency in student life.

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Gender-wise Mean Addiction Score

Addiction by Academic Level

Platform-wise Mean Addiction Score

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Are there gender-based differences in social media addiction levels?

While both genders have similar addiction scores, females show a slightly higher average, suggesting marginally greater susceptibility, potentially due to emotionally engaging platforms.

How does social media addiction vary across academic levels?

High schoolers report the highest addiction levels. Scores drop and spread out at the graduate level, suggesting addiction declines with academic maturity and responsibility.

Which types of platforms are most addictive?

WhatsApp, Snapchat, and TikTok have the highest addiction scores (avg. >7), while task-oriented apps like LinkedIn and LINE rank lowest. This shows that platforms designed for instant, frequent engagement are more likely to fuel addiction.

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From these insights, we see that social media addiction isn’t random — it follows patterns tied to gender, age, and platform design. Younger students and those using fast-paced, visually engaging apps are at higher risk. Even small differences in behavior can hint at deeper dependencies forming beneath the surface. But what is the real cost of this digital dependence?

Well-being Impact

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Addiction doesn’t just steal time — it drains energy, sleep, and emotional clarity. In this section, we explore how rising social media addiction affects students’ overall well-being. From disrupted sleep patterns to deteriorating mental health, the visualisations below reveal the toll that compulsive scrolling takes on both body and mind.

The data presents a clear pattern: as addiction intensifies, both rest and resilience decline. What begins as a habit quietly erodes stability — affecting focus, energy, and emotional balance. These charts help us understand how screen time translates into emotional fatigue, and how mental wellness steadily deteriorates as digital dependence deepens.

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Addiction Score by Mental Health Group

Sleep Hours vs Addiction Score

Correlation Heatmap

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Is there a relationship between stress/mental health and addiction?

Students reporting poor mental health have the highest average addiction scores (~9), while those with excellent mental health score closer to 2. This strong inverse trend suggests that as addiction increases, mental well-being declines sharply.

Does social media addiction affect students’ sleep patterns?

Students with low addiction scores (2–4) sleep over 8 hours on average. But as scores rise to 8–9, sleep drops below 6 hours. This pattern indicates that higher social media addiction is associated with reduced sleep duration.

How is addiction linked to students’ mental health, sleep, and screen time?

The heatmap reveals three strong correlations: addiction vs mental health (−0.95), addiction vs sleep (−0.76), and addiction vs usage hours (+0.83). These values confirm that as addiction rises, mental well-being and sleep decline, while screen time increases.

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As social media addiction rises, students lose more than time — they lose sleep, mental clarity, and emotional balance. Those with the highest addiction scores sleep less, feel worse mentally, and spend more time online. These trends are consistent and measurable. What starts as scrolling soon drains student well-being.

Academic & Social Impact

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Social media doesn’t just drain sleep or mental energy — it disrupts how students learn and relate. In this section, we shift the lens to academic performance and relationships, asking: What happens when digital distraction bleeds into the classroom and personal life?

These visualisations uncover the ripple effects of addiction — from falling grades to rising conflict — and show how social media may be silently reshaping student priorities and emotional boundaries.

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Relationship Status, Addiction Score, and Rising Conflict Patterns

Density of Addiction Scores by Academic Impact and Gender

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Students in complicated relationships show the highest addiction scores (7–9), suggesting emotional instability may drive heavier use. Those in relationships score moderately, while singles fall in the mid-range.

As addiction increases, so do social conflicts — highlighting how overuse reflects and intensifies stress in unstable dynamics.

Students who say social media affects their academics show a sharp spike in addiction scores — especially around 7–8, with males clustering slightly higher. This suggests that academic strain often walks hand-in-hand with digital overuse.

Meanwhile, students reporting no academic impact show flatter patterns, with scores mostly between 4–5. Stable grades often reflect more balanced screen time.

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This dashboard reveals a story that’s both familiar and urgent: social media is no longer just a tool — for many students, it’s a tether. Through every scroll and swipe, what’s quietly slipping away is sleep, focus, mental clarity, and emotional connection.

We’ve seen how addiction scores spike as mental health declines, how sleep dwindles, and how relationships grow strained. Grades suffer, and personal boundaries blur — not from a single app, but from a culture of constant connection.

Social media use isn’t inherently harmful, but unchecked, it becomes a force that shapes how students feel, function, and flourish. Awareness is the first step — and data like this turns reflection into action.

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Dataset collected from: Shamim, A. (2025). Students’ Social Media Addiction [Data set]. Kaggle.com. https://www.kaggle.com/datasets/adilshamim8/social-media-addiction-vs-relationships