INSTITUTE OF STATISTICS AND DECISION SCIENCES

DUKE UNIVERSITY





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Statistics 101: Spring 2006
Data Analysis and Statistical Inference

with Professor David Banks


In this course we learn about the principles of data analysis using statistics, with emphasis on developing critical thinking skills and performing analyses on real data sets. After completing this course, students will able to design and analyze basic statistical studies, to understand and criticize statistical methods in research projects and the media, and to appreciate the power and utility of statistical thinking.  Examples and methods are drawn primarily from the behavioral, natural, and social sciences and from public policy. 

The course will cover the following topics: 

  • Survey and experimental design
  • Exploratory data analysis
  • Correlation and linear regression 
  • Laws of probability 
  • Confidence intervals and significance tests 
  • Bayesian perspective in statistical inference