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Learn Statistics - Become Data Smart

By David Spade, PhD

Statistics involves the collection and analysis of data. The collection of sets of data is as ancient as the Exodus and is also mentioned in the Book of Numbers for census data collection. The field of statistics took birth in the 17th century as a means for countries to interpret demographic data.

In this course, students will be introduced to the concepts of contingency tables, types of variables, types of distributions, measures of central tendency and dispersion, regression models, probability, and hypothesis testing. For optimal comprehension, a high-school–level understanding of arithmetic and algebra is important.

In the 21st century, as data science is becoming increasingly prominent, data-collection and analysis skills continue to be much sought after. Furthermore, in the medical field, the paradigm of evidence-based medicine requires physicians to be literate in the interpretation and application of data published in scientific journals. Additionally, physicians are encouraged to become researchers and continue to add valuable and relevant data to the literature, making it more encompassing and capable of enhancing patient outcomes.

Content

play symbol Introduction to Statistics
11:29
lecture locked Contingency Tables
17:53
lecture locked Summarizing Quantitative Variables
18:44
lecture locked Comparing Distributions
10:58
lecture locked Standardizing Data and the Normal Distribution Part 1
24:01
lecture locked Standardizing Data and the Normal Distribution Part 2
17:57
lecture locked Linear Regression
20:07
lecture locked Addressing Issues with Regression Assumptions
12:27
lecture locked Randomness and Survey Sampling
20:08
lecture locked Experiments and Observational Studies
23:09
lecture locked Introduction to Probability
13:30
lecture locked General Rules of Probability
22:59
lecture locked Random Variables
11:37
lecture locked Probability Models
16:30
Quiz for course „Statistics Part 1“
play symbol Sampling Distributions for Proportions and Means
12:07
lecture locked Confidence Intervals for Proportions
15:19
lecture locked Testing Hypotheses about Proportions
16:43
lecture locked More about Hypothesis Tests
14:04
lecture locked Comparing two Proportions
13:43
lecture locked Inference for Means
13:33
lecture locked Comparing two Means
12:40
lecture locked Inference for Paired Data
08:17
lecture locked Categorical Data Analysis
14:43
lecture locked Inference for Regression
08:32
Quiz for course „Statistics Part 2“
Quiz for course „Learn Statistics - Become Data Smart“

Details

  • Included lectures: 24
  • Duration: 6:11 h
  • Included quiz questions: 193
  • Available documents: 24

Authors of course Learn Statistics - Become Data Smart

 David Spade, PhD

David Spade, PhD

Dr. David Spade is an Assistant Professor of Mathematical Sciences and Statistics at the University of Wisconsin-Milwaukee and holds a courtesy appointment as an Assistant Professor of Statistics at the University of Missouri-Kansas City, USA.
He obtained his MS in Statistics in 2010 and then completed his PhD in Statistics from Ohio State University in 2013.
An experienced mathemathics instructor, Dr. Spade has been teaching diverse statistics courses from the introductory to the graduate level since 2007.
Within Lecturio, he teaches courses on Statistics.


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