LLM Usage Log

Throughout the development of this firearm mortality analysis project, we utilized large language models as a supplementary tool. This brief log documents how LLMs were incorporated while maintaining the educational value and originality of the work.

How LLMs Were Used

• Code assistance: Helped troubleshoot errors and suggest syntax improvements for statistical analyses
• Visualization enhancements: Provided ideas for clearer data visualizations
• Interpretation suggestions: Offered alternative ways to interpret statistical findings
• Document organization: Assisted with structuring the Quarto documents

Learning Process

While LLMs provided technical assistance, they functionally served as an interactive reference rather than replacing the learning process. Throughout this project:

• We developed a deeper understanding of regression techniques and their applications
• We made all key analytical decisions and interpretations based on my understanding of the data
• We critically evaluated LLM suggestions rather than implementing them without consideration
• The conceptualization of the project and research questions remained entirely our own

Added Value Without Replacing Creativity

The use of LLMs enhanced the project’s execution without diminishing its educational or creative aspects.