Population Health: Responsible Data Analysis
Beginner
Online
3 Weeks
Free Quick Facts
| Medium Of Instructions | Mode Of Learning | Mode Of Delivery |
|---|---|---|
| English | Self Study | Video and Text Based |
Courses and Certificate Fees
| Fees Informations | Certificate Availability | Certificate Providing Authority |
|---|---|---|
| INR 2436 | yes | Coursera |
The Syllabus
Videos
- Population health: Responsible Data Analysis
- How to succeed in your online class?
Readings
- Meet the instructors & the team
- Leiden University: Facts & Figures
- About this Course
- Glossary
- Community Guidelines
- What is your learning path?
Videos
- Introduction
- Structured data collection
- Data privacy and security
- Data description
- Initial data analysis
- To conclude
Readings
- Structured data collection in practice
- Privacy and security in practice
- Case Study: Descriptive Statistics
- Case study: Initial data analysis in practice
Practice Exercise
- Practice quiz
- Practice Quiz
- R exercise
- R exercise: Initial data analysis
- Reflect on your goals
- Test your knowledge
Videos
- Introduction
- Statistical Inference
- Fundamentals of hypothesis testing
- Choosing the right statistical test
- Sample size calculation
- To conclude
Readings
- Confidence intervals in practice
- Relation between p-values and confidence intervals
- Hypothesis testing in practice
- Case study: Sample size calculation in practice
Practice Exercise
- Practice quiz statistical interference
- Practice quiz hypothesis testing
- Practice quiz: Which test?
- Practice quiz: Sample size
- Reflect on your goals
- Test your knowledge
Videos
- Introduction
- Simple linear regression
- Multiple linear regression
- Logistic regression
- Cox proportional hazards regression
- To conclude
Readings
- Case study: Simple linear regression in practice
- Dealing with binary explanatory variables
- Case study: Multiple linear regression in practice
- Case study: Logistic regression in practice
- Case study: Cox proportional hazards regression in practice
Practice Exercise
- R - exercise: Simple linear regression
- R exercise: Multiple linear regression
- R exercise: Logistic regression
- R-exercise: Cox proportional hazards regression
- Reflect on your goals
- Test your knowledge
Videos
- Introduction
- Are most research findings false?
- Interview
- Data alone does not tell the whole story
- Good statistical practice
- To conclude
- Course Conclusion
Readings
- The Likelihood of Irreproducible Research
- Abandoning p-values?
- Understanding Simpson's paradox
- Why do we need to plan ahead?
Practice Exercise
- Practice quiz
- Reflect on your goals
- Test your knowledge
- Final assessment