Bellabeat, a high-tech company that manufactures health-focused smart products.
Business Objectives:
- What are some trends in smart device usage?
- How could these trends apply to Bellabeat customers?
- How could these trends help influence Bellabeat marketing strategy?
Deliverables:
- A clear summary of the business task
- A description of all data sources used
- Documentation of any cleaning or manipulation of data
- A summary of analysis
- Supporting visualizations and key findings
Limitations of the Dataset:
- Data collected from the year 2016. Users' daily activity, fitness and sleeping habits, diet and food consumption may have changed since then, hence data may not be timely or relevant.
- Sample size of 33 female FitBit users may not be the representative of the entire female population.
Analysis and Results
- Data was imported into SQL database
- Data Cleaning and analysis were done in SQL and the results are visualized using Power BI.
Key Findings:
- Sunday has the lowest average step count while Saturday has the highest.
- Identified that users attained an average of 7,637 steps or 5.4 km per user, falling short of the recommended 10,000 steps or 8km per day by the CDC.
- Additionally, users showed a stronger preference for recording activities throughout the week as opposed to the weekend.
- Sedentary activities take up most to the time.
- Correlation between average steps taken and average calories burned.
Recommendation:
- Companies may provide products that encourage women to understand their present behaviors and make healthy decisions by giving them information on their habits, fitness, and health.