Analysis initiated for Blood Pressure Level, Body Mass Index Status, Stress Level, Physical Activity and Sleeping Duration | Using Tableau
The R&D department at the Sleeping Clinic Company is a dynamic and innovative hub, dedicated to improving sleep health and related wellness factors through cutting-edge research and collaborative efforts. We are excited to continue our journey in advancing the field of sleep science and enhancing the well-being of our patients. The R&D department thrives on a culture of creativity, collaboration, and continuous learning. While style is defined as Innovative Thinking, Collaborative Environment, Continuous Improvement, Agile Methodology e.t.c
Disclaimer: Please note that the information shared in this repository is for educational and demonstration purposes only.
The health and lifestyle insight analysis key focus areas for problem statement is stated below;
- Abnormal Blood Pressure Frequency: Investigating the patterns and causes of abnormal blood pressure and its impact on sleep quality and health.
- Correlation Between BMI, Stress Level, and Blood Pressure: Exploring how body mass index (BMI) and stress levels correlate with blood pressure fluctuations and sleep disturbances.
- Minimum and Maximum Daily Steps of Each Profession: Analyzing the daily physical activity levels across various professions to understand their impact on sleep and health.
- Exploring the Relationship Between Physical Activity and Sleep Duration: Studying how different levels and types of physical activity influence sleep duration and quality.
- Data Cleaning and Transformation
- Exploratory Data Analysis
- Data Visualization
- Dashboard Development
Conducting data analysis to understand the patterns, trends, and factors influencing blood pressure frequency, stress levels, and sleep disturbances. This approach involves summarizing and discovering insights from data exploration without physically requesting any symptoms from the patient.
Health and Lifestyle Interactive Dashboard were created Using Tableau, These visualization helps to show the distribution, frequency correlation and trends of different variables such as age, gender, occupation, blood pressure , BMI, Stress level, daily steps, physical activity and sleeping duration.
Using descriptive Analysis, comparative analysis which is simply comparing and contrasting different groups and catergories like minimium and maximium daily steps of each profession, exploring the relationship between physical activity and sleep duration. i also used correlational analysis which is measuring and testing the body mass index of the relationship between two or more variables such as stress level and blood pressure to determine if there is any relation impactation. In addstion, Abnormal blood frequecy per profession were actualized.
The analysis showed the following insights:
- Top 3 occupation with abnormal blood pressure level at the sleeping clinic company reviews as the Nurse, Doctor, Engineer.
- The Nurses who appears to be the highest contributed 19% of the dataset.
- 10% at median level of the analysis show the accountants with abnormal blood pressure.
- Lowest abnormal blood pressure as per occuption remain the Manager.
Other Analysis such as minimium and maximium daily steps of each profession, exploring the relationship between physical activity and sleep duration and correlation between BMI, stress level and blood pressure were visualized below.
