In this case study scenario, I will identify smart device trends, identify how smart device users are using their smart devices to help Bellabeat’s marketing team unlock new growth opportunities. Bellabeat was founded in 2013 and has grown rapidly and quickly positioned itself as a tech-driven wellness company for women. Bellabeat is a successful small company, but they have the potential to become a larger player in the global smart device market. Bellabeat’s Chief Creative Officer believes that analyzing competitor smart device fitness data could help unlock new growth opportunities for the company.

Sample data analysis report

**Preview:** In this project, I conducted a comprehensive analysis to explore the **relationship between a soccer team's budget and its on-field performance using `R Programming`** . Using a dataset from FIFA, I screened and cleaned the data to ensure `accuracy` , identified `missing values` , and addressed outliers. I performed `hypothesis testing` , primarily focusing on the significance of transfer budgets in relation to various performance metrics like overall rating, attack, midfield, and defense. **The findings were visualized using scatter plots and regression lines, providing clear insights into how financial resources influence team success.** ### Summary of Findings: The t-tests revealed **significant relationships between the transfer budget and multiple team performance metrics**, supporting the alternative hypothesis. **Higher budgets are strongly associated with better overall performance**, including higher ratings in attack, midfield, defense, and prestige. **However, the negative relationship observed with club worth requires further investigation to understand potential underlying factors.**