课程信息
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立即开始,按照自己的计划学习。

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初级

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

完成时间大约为17 小时

建议:9 hours/week...

英语(English)

字幕:英语(English)
User
学习Course的学生是
  • Therapists
  • Medical Doctors
  • Nurses
  • Data Analysts
  • Researchers

您将学到的内容有

  • Check

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

  • Check

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

  • Check

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

您将获得的技能

R ProgrammingData AnalysisRegression AnalysisData ReportingStatistical Data
User
学习Course的学生是
  • Therapists
  • Medical Doctors
  • Nurses
  • Data Analysts
  • Researchers

100% 在线

立即开始,按照自己的计划学习。

可灵活调整截止日期

根据您的日程表重置截止日期。

初级

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

完成时间大约为17 小时

建议:9 hours/week...

英语(English)

字幕:英语(English)

教学大纲 - 您将从这门课程中学到什么

1
完成时间为 1 小时

Welcome to Responsible Data Analysis

1 个视频 (总计 2 分钟), 6 个阅读材料
6 个阅读材料
Studying at Leiden University10分钟
About this Course10分钟
Meet the instructors & the team10分钟
Complete our small survey10分钟
Community Guidelines & Academic Toolkit10分钟
Tips for studying online10分钟
完成时间为 4 小时

From Individuals to Data

6 个视频 (总计 33 分钟), 4 个阅读材料, 7 个测验
6 个视频
Structured data collection6分钟
Data privacy and security8分钟
Data description8分钟
Initial data analysis7分钟
To conclude1分钟
4 个阅读材料
Structured data collection in practice30分钟
Privacy and security in practice15分钟
Case Study: Descriptive Statistics40分钟
Case study: Initial data analysis in practice20分钟
7 个练习
Learning goals and personal goal(s) 10分钟
Practice quiz20分钟
Practice Quiz20分钟
R exercise15分钟
R exercise: Initial data analysis30分钟
Reflect on your goals10分钟
Check your knowledge10分钟
2
完成时间为 4 小时

From data to information I: statistical inference

6 个视频 (总计 37 分钟), 4 个阅读材料, 7 个测验
6 个视频
Statistical Inference9分钟
Fundamentals of hypothesis testing7分钟
Choosing the right statistical test8分钟
Sample size calculation7分钟
To conclude1分钟
4 个阅读材料
Confidence intervals in practice20分钟
Relation between p-values and confidence intervals30分钟
Hypothesis testing in practice25分钟
Case study: Sample size calculation in practice30分钟
7 个练习
Learning goals and personal goal(s)10分钟
Practice quiz statistical interference20分钟
Practice quiz hypothesis testing15分钟
Practice quiz: Which test?15分钟
Practice quiz: Sample size15分钟
Reflect on your goals10分钟
Check your knowledge20分钟
3
完成时间为 5 小时

From data to information II: regression techniques

6 个视频 (总计 36 分钟), 5 个阅读材料, 7 个测验
6 个视频
Simple linear regression8分钟
Multiple linear regression7分钟
Logistic regression7分钟
Cox proportional hazards regression9分钟
To conclude1分钟
5 个阅读材料
Case study: Simple linear regression in practice30分钟
Dealing with binary explanatory variables
Case study: Multiple linear regression in practice15分钟
Case study: Logistic regression in practice25分钟
Case study: Cox proportional hazards regression in practice30分钟
7 个练习
Learning goals and personal goal(s)10分钟
R - exercise: Simple linear regression15分钟
R exercise: Multiple linear regression30分钟
R exercise: Logistic regression30分钟
R-exercise: Cox proportional hazards regression30分钟
Reflect on your goals10分钟
Check your knowledge20分钟
4
完成时间为 5 小时

From information to knowledge

7 个视频 (总计 41 分钟), 5 个阅读材料, 5 个测验
7 个视频
Are most research findings false?8分钟
Interview12分钟
Data alone does not tell the whole story7分钟
Good statistical practice7分钟
To conclude1分钟
Course Conclusion56
5 个阅读材料
The Likelihood of Irreproducible Research45分钟
Abandoning p-values?30分钟
Understanding Simpson's paradox15分钟
Why do we need to plan ahead?30分钟
Post-course survey10分钟
5 个练习
Learning goals and personal goals10分钟
Practice quiz
Reflect on your goals10分钟
Check your knowledge30分钟
Final assessment1 小时 30 分

讲师

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Mar Rodriguez Girondo

Assistant Professor
Biomedical Data Sciences
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Saskia le Cessie

Professor
Biomedical Data Sciences/Clinical Epidemiology
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Jelle Goeman

Professor
Biomedical Data Sciences

关于 莱顿大学

Leiden University is one of Europe's foremost research universities. This prominent position gives our graduates a leading edge in applying for academic posts and for functions outside academia. Leiden University is the oldest university in the Netherlands. It was founded in February 1575, as a gift from William of Orange to the citizens of Leiden after they had withstood a long siege by the Spanish. Our motto is: Praesidium Libertatis — Bastion of Liberty....

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