University of Colorado Boulder
Statistics and Applied Data Analysis Specialization
University of Colorado Boulder

Statistics and Applied Data Analysis Specialization

Learn Statistics in Excel and RStudio. Learn statistics from ground zero then utilize Excel and RStudio for statistical calculations and data visualization.

Charlie Nuttelman

Instructor: Charlie Nuttelman

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Get in-depth knowledge of a subject
Beginner level

Recommended experience

2 months
at 10 hours a week
Flexible schedule
Learn at your own pace
Get in-depth knowledge of a subject
Beginner level

Recommended experience

2 months
at 10 hours a week
Flexible schedule
Learn at your own pace

What you'll learn

  • Create mathematical regression models that can be used in a predictive manner.

  • Perform one-sample and two-sample statistical hypothesis tests.

  • Perform a variety of statistical tests, create regression models, and analyze data using Microsoft Excel as well as R (RStudio).

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Taught in English
Recently updated!

December 2024

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Specialization - 3 course series

Statistics and Data Analysis with Excel, Part 1

Course 116 hours4.8 (23 ratings)

What you'll learn

  • Calculate descriptive statistics (traditional and robust estimators).

  • Understand probability and apply probability rules.

  •  Utilize statistical functions in Microsoft Excel.

  •  Visualize univariate and bivariate data in Microsoft Excel.

Skills you'll gain

Category: Probability And Statistics
Category: Parametric Statistics
Category: Microsoft Excel
Category: Statistical Graphics
Category: Excel Formulas

What you'll learn

  • Perform one- and two-sample hypothesis tests on the mean and variance to make statistical decisions.

  • Create and interpret predictive regression models (linear and multiple) from experimental data.

  • Use ANOVA (analysis of variance) to compare means of multiple samples.

Skills you'll gain

Category: Simple Linear Regression
Category: Microsoft Excel
Category: Linear Regression
Category: Analysis Of Variance (ANOVA)
Category: Statistical Hypothesis Testing

What you'll learn

  • Use statistical functions in RStudio to solve problems related to discrete and continuous probability distributions.

  • Create simple linear, polynomial, and multilinear regression models in RStudio and use those models to make predictions.

  • Perform one-sample and two-sample hypothesis tests and create confidence and prediction intervals on various statistics.

Skills you'll gain

Category: Model Building
Category: Data Analysis
Category: Statistical Hypothesis Testing
Category: Probability and Statistics
Category: Probability And Statistics
Category: RStudio

Instructor

Charlie Nuttelman
University of Colorado Boulder
9 Courses433,727 learners

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