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YouTube

Descriptive Statistics

via YouTube

Overview

This course covers the learning outcomes and goals of understanding descriptive statistics, including measures like mean, median, mode, quartiles, percentiles, and range. Students will also learn about variance, standard deviation, coefficient of variation, skewness, kurtosis, standard error, covariance, and correlation. The course teaches the skills of calculating these statistical measures and interpreting their implications. The teaching method involves video lectures explaining each concept with examples. This course is intended for learners interested in gaining a comprehensive understanding of descriptive statistics and its applications.

Syllabus

Descriptive Statistics: The Mean.
Arithmetic Mean | Geometric Mean | Harmonic Mean.
Descriptive Statistics: The median.
Descriptive Statistics: The Mode.
What are Quartiles? Percentiles? Deciles?.
Range | Interquartile Range (IQR) | Box and whisker plot.
Variance and Standard Deviation: Why divide by n-1?.
What is the Coefficient Of Variation?? (+ examples!).
What is skewness? A detailed explanation (with moments!).
What is Kurtosis? (+ the "peakedness" controversy!).
Standard Error (of the sample mean) | Sampling | Confidence Intervals | Proportions.
What are "moments" in statistics? An intuitive video!.
What is COVARIANCE? What is CORRELATION? Detailed video!.

Taught by

zedstatistics

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