課程信息

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初級

No previous statistical knowledge is needed, just basic mathematical skills.

您將學到的內容有

• Knows (the value of) all aspects of data management and acknowledge the importance of initial data analysis.

• Knows the pros and cons of statistical methods and can choose the appropriate data analysis approach in common health related problems.

• Is able to interpret statistical results and to draw responsible conclusions.

您將獲得的技能

R ProgrammingData AnalysisRegression AnalysisData ReportingStatistical Data

初級

No previous statistical knowledge is needed, just basic mathematical skills.

1

Welcome to Responsible Data Analysis

2 個視頻 （總計 4 分鐘）, 6 個閱讀材料
2 個視頻
How to succeed in your online class?2分鐘
6 個閱讀材料
Meet the instructors & the team10分鐘
Leiden University: Facts & Figures10分鐘
Glossary10分鐘
Community Guidelines 5分鐘

From Individuals to Data

6 個視頻 （總計 33 分鐘）, 4 個閱讀材料, 6 個測驗
6 個視頻
Structured data collection6分鐘
Data privacy and security8分鐘
Data description8分鐘
Initial data analysis7分鐘
To conclude1分鐘
4 個閱讀材料
Structured data collection in practice30分鐘
Privacy and security in practice15分鐘
Case Study: Descriptive Statistics40分鐘
Case study: Initial data analysis in practice20分鐘
6 個練習
Practice quiz20分鐘
Practice Quiz20分鐘
R exercise15分鐘
R exercise: Initial data analysis30分鐘
2

From data to information I: statistical inference

6 個視頻 （總計 37 分鐘）, 4 個閱讀材料, 6 個測驗
6 個視頻
Statistical Inference9分鐘
Fundamentals of hypothesis testing7分鐘
Choosing the right statistical test8分鐘
Sample size calculation7分鐘
To conclude1分鐘
4 個閱讀材料
Confidence intervals in practice20分鐘
Relation between p-values and confidence intervals30分鐘
Hypothesis testing in practice25分鐘
Case study: Sample size calculation in practice30分鐘
6 個練習
Practice quiz statistical interference20分鐘
Practice quiz hypothesis testing15分鐘
Practice quiz: Which test?15分鐘
Practice quiz: Sample size15分鐘
3

From data to information II: regression techniques

6 個視頻 （總計 36 分鐘）, 5 個閱讀材料, 6 個測驗
6 個視頻
Simple linear regression8分鐘
Multiple linear regression7分鐘
Logistic regression7分鐘
Cox proportional hazards regression9分鐘
To conclude1分鐘
5 個閱讀材料
Case study: Simple linear regression in practice30分鐘
Dealing with binary explanatory variables
Case study: Multiple linear regression in practice15分鐘
Case study: Logistic regression in practice25分鐘
Case study: Cox proportional hazards regression in practice30分鐘
6 個練習
R - exercise: Simple linear regression15分鐘
R exercise: Multiple linear regression30分鐘
R exercise: Logistic regression30分鐘
R-exercise: Cox proportional hazards regression30分鐘
4

From information to knowledge

7 個視頻 （總計 41 分鐘）, 4 個閱讀材料, 4 個測驗
7 個視頻
Are most research findings false?8分鐘
Interview12分鐘
Data alone does not tell the whole story7分鐘
Good statistical practice7分鐘
To conclude1分鐘
Course Conclusion56
4 個閱讀材料
The Likelihood of Irreproducible Research45分鐘
Abandoning p-values?30分鐘
Why do we need to plan ahead?30分鐘
4 個練習
Practice quiz20分鐘
Final assessment1 小時 30 分
4.8
3 條評論

來自Population Health: Responsible Data Analysis的熱門評論

To research and review the data Population Health: Responsible Data Analysis is mostly perfect to me as a humanitarian.

Had much fun during this course. Hope more programmes like this in future are offered for free.

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