Statistics One

Course
en
English
60 h
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  • From www.coursera.org
Conditions
  • Self-paced
  • Free Access
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Course details

Syllabus

Lecture Topics
  • Lecture 1: Experimental research 
  • Lecture 2: Correlational research 
  • Lecture 3: Variables and distributions 
  • Lecture 4: Summary statistics 
  • Lecture 5: Correlation 
  • Lecture 6: Measurement 
  • Lecture 7: Introduction to regression 
  • Lecture 8: Null Hypothesis Significance Tests (NHST) 
  • Lecture 9: Central limit theorem 
  • Lecture 10: Confidence intervals
  • Lecture 11: Multiple regression 
  • Lecture 12: Multiple regression continued          
  • Lecture 13: Moderation 
  • Lecture 14: Mediation 
  • Lecture 15: Group comparisons (t-tests) 
  • Lecture 16: Group comparisons (ANOVA) 
  • Lecture 17: Factorial ANOVA 
  • Lecture 18: Repeated measures ANOVA 
  • Lecture 19: Chi-square 
  • Lecture 20 Binary logistic regression 
  • Lecture 21: Assumptions revisited (correlation and regression) 
  • Lecture 22: Generalized Linear Model 
  • Lecture 23: Assumptions revisited (t-tests and ANOVA) 
  • Lecture 24: Non-parametrics (Mann-Whitney U, Kruskal-Wallis) 

Lab Topics:
  • Lab 1: Download and install R 
  • Lab 2: Histograms and summary statistics           
  • Lab 3: Scatterplots and correlations          
  • Lab 4: Regression 
  • Lab 5: Confidence intervals 
  • Lab 6: Multiple regression 
  • Lab 7: Moderation and mediation 
  • Lab 8: Group comparisons (t-tests, ANOVA, post-hoc tests) 
  • Lab 9: Factorial ANOVA 
  • Lab 10: Chi-square 
  • Lab 11: Non-linear regression (Binary logistic and Poisson) 
  • Lab 12: Non-parametrics (Mann-Whitney U and Kruskal-Wallis) 

Prerequisite

None.

Instructors

  • Andrew Conway - Psychology

Editor

Princeton University, also known as Princeton, is a private American university located in the town of Princeton, New Jersey, in the United States. Founded in 1746, it is the fourth oldest institution of higher education in the United States.

Ranked among the top universities in the world in most international rankings, it enjoys great prestige1. It is a member of the Ivy League, where it has a historic rivalry with Harvard University and Yale University2.

It has produced 65 Nobel Prize winners, 15 Fields Medals, 21 National Medals of Science, 11 National Humanities Medals, 3 US Presidents and 12 US Supreme Court Justices.

Platform

Coursera is a digital company offering massive open online course founded by computer teachers Andrew Ng and Daphne Koller Stanford University, located in Mountain View, California. 

Coursera works with top universities and organizations to make some of their courses available online, and offers courses in many subjects, including: physics, engineering, humanities, medicine, biology, social sciences, mathematics, business, computer science, digital marketing, data science, and other subjects.

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