World-University-Rankings-2023-analysis

🌍 World University Rankings 2023

Data Analysis and Visualization 📊

📌 Introduction:

Dive deep into the “World University Rankings 2023” dataset. It’s a treasure trove of insights revealing the performance of universities on a global stage, spanning metrics from teaching prowess to research capabilities.

🔨 Data Cleaning:

Before the real action, we prepped our dataset:

  1. Numeric Makeover 🧬:
    • Fields like International Student, OverAll Score, and No of student shed their textual skins to emerge as pure numbers.
    • Stripped away pesky percentage signs and commas for a cleaner look!
  2. Dissecting Ratios 🔪:
    • Sliced and diced the Female:Male Ratio to extract individual gender counts.
    • Birthed a numeric ratio for a more analytical touch.

Bar

🎨 Visualizations and Deep Dives:

  1. Scoreboard Histograms 📊:
    • Painted the landscape of scores: OverAll Score, Teaching Score, Research Score, Citations Score, Industry Income Score, and International Outlook Score.

    🔍 Insights:

    • Score scarcity at the top! Few universities touch the zenith.
    • Teaching, Research, and Citations dance in harmony with the OverAll Score.
    • The Industry Income Score? Well, it marches to its own beat.
  2. Country Count Barometer 🌏:
    • Etched bars representing the top 30 countries, ranked by their university count.

image

**🔍 Insights:**
- USA stands tall, with the UK, India, and China trailing behind. A testament to their colossal educational infrastructures.
  1. Gender Balance Pie 🚻:
    • A pie sliced to represent the gender equilibrium across universities.

image

**🔍 Insights:**
- The scales balance out at many universities. Gender equality is in sight!
- The majority of universities have a balanced gender ratio (between 0.75-1 and 1-1.5), indicating roughly equal numbers of male and female students.
- Yet, several universities tip towards female domination (ratios greater than 1).
  1. Score Correlation Heatmap 🔥:
    • A warm heatmap radiating the intricate relationships between performance metrics.

    image

    🔍 Insights:

    • Teaching and Research? They’re best pals with OverAll Score.
    • Citations and Industry Income? Let’s just say they don’t get along very well.
    • Industry Income Score is the rebel, choosing its own path.

💭 In Conclusion:

Embark on a journey with this analysis, and you’ll uncover the hidden facets of university performance metrics. Whether you’re a policymaker, university bigwig, or an educational enthusiast, there’s something here for you. Dive in!