World Ranking University
PROBLEM
Ranking universities is a difficult, political, and controversial practice. There are hundreds of different national and international university ranking systems, many of which disagree with each other.
DATA
This dataset, found on Kaggle, contains three global university rankings from very different places.
PROCESS
Explore relationships.
Visualizations with Python.
Machine Learning: Clustering.
Analyze Time Series Data.
Create Dashboard using Tableau.
RESULTS
I was able to determine from the map depiction which nations had the highest rankings for both teaching and research:
Harvard, USA
Stanford, USA
California Institute of Technology, USA
Exploratory Analysis
Linear Regression
Cluster Analysis