Public-funded music schools in Germany have seen consistent growth in student enrollment over the past decade, but this growth has not been matched by a corresponding growth in teaching staff.
This analysis investigates whether Germany's public music school system is scaling sustainably and equitably to meet demand.
An independent case study on the effects of increased digital keyboard imports on acoustic piano production in Germany, a country renowned for its rich musical heritage and manufacture of premium quality instruments.
An analysis on the Berlin S-Bahn and transport delays in 2024. This independent project emphasizes the use of complex SQL queries to understand the dataset and to answer questions about the impact of various factors on punctuality in the transport system.
Spotify is a popular music streaming platform with a wealth of information about the music we listen to. This project involved preparing the data on the top hits on Spotify over the last 24 years and performing exploratory analyses as well as more advanced regression and time series analyses.
