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

Included with Coursera Plus

Get in-depth knowledge of a subject

(17 reviews)

Beginner level

Recommended experience

3 months at 10 hours a week
Flexible schedule
Earn a career credential
Share your expertise with employers
Get in-depth knowledge of a subject

(17 reviews)

Beginner level

Recommended experience

3 months at 10 hours a week
Flexible schedule
Earn a career credential
Share your expertise with employers

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).

Overview

What’s included

Shareable certificate

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Taught in English
41 practice exercises

Advance your subject-matter expertise

  • Learn in-demand skills from university and industry experts
  • Master a subject or tool with hands-on projects
  • Develop a deep understanding of key concepts
  • Earn a career certificate from University of Colorado Boulder

Specialization - 3 course series

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

Probability, Probability Distribution, Statistics, Box Plots, Descriptive Statistics, Data Transformation, Data Cleansing, Statistical Visualization, Probability & Statistics, Histogram, Data Analysis, Scatter Plots, Microsoft Excel, and 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

Statistical Hypothesis Testing, Microsoft Excel, Regression Analysis, Statistical Analysis, Probability & Statistics, Sampling (Statistics), Probability Distribution, Data Analysis, and Statistical Methods

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

R Programming, Statistical Hypothesis Testing, Statistical Inference, Probability Distribution, Descriptive Statistics, Data Manipulation, Regression Analysis, Statistical Methods, Data Import/Export, Statistical Modeling, Data Structures, Statistics, Plot (Graphics), Data Analysis, and Statistical Analysis

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Add this credential to your LinkedIn profile, resume, or CV. Share it on social media and in your performance review.

Instructor

Charlie Nuttelman
University of Colorado Boulder
10 Courses465,401 learners

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