VOOZH about

URL: https://www.coursera.org/learn/simple-regression-analysis-public-health

⇱ Simple Regression Analysis in Public Health | Coursera


Simple Regression Analysis in Public Health

Keep adding new skills with 10,000+ programs for $239 (usually $399). Save now.

Simple Regression Analysis in Public Health

17,083 already enrolled

Included with

β€’

Learn more

Ask Coursera

Gain insight into a topic and learn the fundamentals.
4.7

391 reviews

Beginner level

Recommended experience

1 week to complete
at 10 hours a week
Flexible schedule
Learn at your own pace

Gain insight into a topic and learn the fundamentals.
4.7

391 reviews

Beginner level

Recommended experience

1 week to complete
at 10 hours a week
Flexible schedule
Learn at your own pace

What you'll learn

  • Practice simple regression methods to determine relationships between an outcome and a predictor

  • Recognize confounding in statistical analysis

  • Perform estimate adjustments

Details to know

Shareable certificate

Add to your LinkedIn profile

Assessments

9 assignments

Taught in English

Build your subject-matter expertise

This course is part of the Biostatistics in Public Health Specialization
When you enroll in this course, you'll also be enrolled in this Specialization.
  • Learn new concepts from industry experts
  • Gain a foundational understanding of a subject or tool
  • Develop job-relevant skills with hands-on projects
  • Earn a shareable career certificate

There are 5 modules in this course

Biostatistics is the application of statistical reasoning to the life sciences, and it's the key to unlocking the data gathered by researchers and the evidence presented in the scientific public health literature. In this course, we'll focus on the use of simple regression methods to determine the relationship between an outcome of interest and a single predictor via a linear equation. Along the way, you'll be introduced to a variety of methods, and you'll practice interpreting data and performing calculations on real data from published studies. Topics include logistic regression, confidence intervals, p-values, Cox regression, confounding, adjustment, and effect modification.

Module one covers simple regression, the four different types of regression, commonalities between them, and simple linear aggression. Before completing the graded quiz, you can test your knowledge with the practice quiz.

What's included

8 videos2 readings2 assignments

8 videosβ€’Total 148 minutes
  • Introductionβ€’3 minutes
  • Simple Regression: An Overviewβ€’17 minutes
  • Simple Linear Regression with a Binary (or Nominal Categorical) Predictorβ€’14 minutes
  • Simple Linear Regression with a Categorical Predictorβ€’22 minutes
  • Simple Linear Regression with a Continuous Predictorβ€’26 minutes
  • Simple Linear Regression Model: Estimating the Regression Equationβ€”Accounting for Uncertainty in the Estimatesβ€’26 minutes
  • Measuring the Strength of a Linear Associationβ€’23 minutes
  • Additional Examplesβ€’17 minutes
2 readingsβ€’Total 20 minutes
  • Solutions to Linear Regression Practice Quizβ€’10 minutes
  • Quiz 1 Solutionβ€’10 minutes
2 assignmentsβ€’Total 30 minutes
  • Simple Linear Regressionβ€’30 minutes
  • Practice Quiz: Simple Linear Regressionβ€’0 minutes

Within module two, we will look at logistic regression, create confidence intervals, and estimate p-values. You will have the opportunity to test your knowledge in both a practice quiz and a graded quiz.

What's included

7 videos2 readings2 assignments

7 videosβ€’Total 114 minutes
  • Introductionβ€’3 minutes
  • Simple Logistic Regression: An Overviewβ€’10 minutes
  • Simple Logistic Regression with a Binary (or Categorical) Predictorβ€’23 minutes
  • Simple Logistic Regression with a Continuous Predictorβ€’25 minutes
  • Simple Logistic Regression: Accounting for Uncertainty in the Estimatesβ€’16 minutes
  • Estimating Risk and Functions of Risk from Logistic Regression Resultsβ€’17 minutes
  • Additional Examplesβ€’21 minutes
2 readingsβ€’Total 20 minutes
  • Solution Examples to Practice Quiz on Simple Logistic Regressionβ€’10 minutes
  • Quiz 2 Solutionsβ€’10 minutes
2 assignmentsβ€’Total 30 minutes
  • Logistic Regressionβ€’30 minutes
  • Practice Quiz: Simple Logistic Regressionβ€’0 minutes

Module three focuses on Cox regression with different predictors. You will have the opportunity to test your knowledge first with the practice quiz and, then, with the graded quiz.

What's included

7 videos2 readings2 assignments

7 videosβ€’Total 101 minutes
  • Introductionβ€’2 minutes
  • Simple Cox Regression: An Overviewβ€’17 minutes
  • Simple Cox Regression with a Binary (or Categorical) Predictorβ€’18 minutes
  • Simple Cox Regression with a Continuous Predictorβ€’24 minutes
  • Simple Cox Regression: Accounting for Uncertainty in the Estimatesβ€’15 minutes
  • Estimating Survival Curves from Cox Regression Resultsβ€’12 minutes
  • Additional Examplesβ€’14 minutes
2 readingsβ€’Total 25 minutes
  • Solutions for Practice Quiz on Simple Cox Regressionβ€’15 minutes
  • Solutions to Summative Quiz 3β€’10 minutes
2 assignmentsβ€’Total 30 minutes
  • Simple Cox Regressionβ€’30 minutes
  • Practice Quiz: Simple Cox Proportional Hazards Regressionβ€’0 minutes

Within module four, you will look at confounding and adjustment, and unadjusted and adjusted association estimates. Additionally, you will learn about effect modification. Similar to previous modules, you will first take a practice quiz before completing the graded quiz.

What's included

10 videos1 reading2 assignments

10 videosβ€’Total 117 minutes
  • Introductionβ€’1 minute
  • Confounding: A Formal Definition and Some Examplesβ€’16 minutes
  • Adjusted Estimates: Presentation, Interpretation, and Utility for Assessing Confoundingβ€’12 minutes
  • Adjusted Estimates: The General Idea Behind the Computationsβ€’8 minutes
  • Additional Examplesβ€’8 minutes
  • Effect modification: Introduction with an analytic exampleβ€’17 minutes
  • Effect modification: Tree damage and elevation exampleβ€’15 minutes
  • Effect modification: Examples from the literatureβ€’17 minutes
  • Confounding versus effect modification: A reviewβ€’8 minutes
  • Additional examplesβ€’15 minutes
1 readingβ€’Total 10 minutes
  • Solutions to Summative Quiz 4β€’10 minutes
2 assignmentsβ€’Total 60 minutes
  • Confounding and Effect Modificationβ€’30 minutes
  • Practice Quiz: Confounding and Effect Modificationβ€’30 minutes

During this module, you get the chance to demonstrate what you've learned by putting yourself in the shoes of biostatistical consultant on two different studies, one about self-administration of injectable contraception and one about medical appointment scheduling in Brazil. The two research teams have asked you to help them interpret previously published results in order to inform the planning of their own studies. If you've already taken other courses in this specialization, then this scenario will be familiar.

What's included

1 reading1 assignment

1 readingβ€’Total 10 minutes
  • Biostatistical Consulting Projectβ€’10 minutes
1 assignmentβ€’Total 120 minutes
  • Course Project Quizβ€’120 minutes

Earn a career certificate

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

Instructor

Instructor ratings
4.7 (77 ratings)
Johns Hopkins University
6 Coursesβ€’104,373 learners

Explore more from Public Health

Why people choose Coursera for their career

πŸ‘ Image

Felipe M.

Learner since 2018
"To be able to take courses at my own pace and rhythm has been an amazing experience. I can learn whenever it fits my schedule and mood."
πŸ‘ Image

Jennifer J.

Learner since 2020
"I directly applied the concepts and skills I learned from my courses to an exciting new project at work."
πŸ‘ Image

Larry W.

Learner since 2021
"When I need courses on topics that my university doesn't offer, Coursera is one of the best places to go."
πŸ‘ Image

Chaitanya A.

"Learning isn't just about being better at your job: it's so much more than that. Coursera allows me to learn without limits."

Learner reviews

  • 5 stars

    77.74%

  • 4 stars

    17.90%

  • 3 stars

    2.55%

  • 2 stars

    1.27%

  • 1 star

    0.51%

Showing 3 of 391

SR
Β·

Reviewed on Dec 9, 2020

Complex analyses clearly explained, with an emphasis on interpretation rather than on mechanics. Excellent examples from published literature used throughout. Highly recommended!

PV
Β·

Reviewed on Sep 5, 2020

Such complex concepts explained with ease. The section on confounding requires more than one reading. Really enjoyed it.

AT
Β·

Reviewed on Mar 21, 2023

Very happy that all I requested for was attended to i.e explanation especially of the summative assessment and others as required.Thank you so very much for making the learning impactful

Frequently asked questions

To access the course materials, assignments and to earn a Certificate, you will need to purchase the Certificate experience when you enroll in a course. You can try a Free Trial instead, or apply for Financial Aid. The course may offer 'Full Course, No Certificate' instead. This option lets you see all course materials, submit required assessments, and get a final grade. This also means that you will not be able to purchase a Certificate experience.

When you enroll in the course, you get access to all of the courses in the Specialization, and you earn a certificate when you complete the work. Your electronic Certificate will be added to your Accomplishments page - from there, you can print your Certificate or add it to your LinkedIn profile.

Yes. In select learning programs, you can apply for financial aid or a scholarship if you can’t afford the enrollment fee. If fin aid or scholarship is available for your learning program selection, you’ll find a link to apply on the description page.

Financial aid available,