Use of AI tools

Artificial intelligence tools were used throughout the project as supportive instruments for technical and writing-related tasks. AI-assisted guidance was used to help generate and refine Python code for data scraping and processing, as well as to resolve minor issues when working with data extraction and merging. In addition, AI support was used when working with Tableau Public and Excel, for example to clarify data formatting steps and improve the structure of visualisations. For the written part, AI was occasionally consulted to check grammar, improve clarity of phrasing, and suggest alternative formulations without altering the core content or interpretation. All final analysis, interpretation, and conclusions were carried out independently by the author. Overall the AI usage saved quite a lot of time, altough sometimes it made "mistakes" that lengthened the process. This showed how AI can be very usefull as a additional tool, but how it still has risks. Carefully checking the received information and not blindly copying is key when using these tools.