COURSE

Regression Foundations

Understand what regression is doing before reporting the coefficients.

Learn the logic, assumptions and interpretation of regression models before relying on software output.

F1RMA ScholarResearch. Develop. Advance.

Course summaryAdvanced level6 modules5 hours estimated learningSelf-paced deliveryPractical exercises includedBest for: Researchers moving beyond simple associations

6 modulesStructured learning sequence

AdvancedRecommended level

5 hoursLearn at your own pace

PracticalApply the learning directly

Certificate eligibleOn successful completion where enabled

ABOUT

About this course

Learn the logic, assumptions and interpretation of regression models before relying on software output.

The course is structured around practical research decisions rather than memorised definitions. Each module connects concepts to real research tasks, examples and tools.

WHAT YOU'LL LEARN

Learning outcomes

Understand the purpose of linear regression.
Interpret coefficients and model fit carefully.
Recognise common assumptions and diagnostics.
Distinguish prediction from causal inference.
Report models without exaggerating practical significance.

COURSE CONTENT

6-module curriculum

Module 1

Why Regression?

Prediction, adjustment and multivariable relationships.

4 lessons · 30 min

Module 2

Simple Linear Regression

Slope, intercept, fit and uncertainty.

5 lessons · 40 min

Module 3

Multiple Regression

Several predictors and adjusted associations.

5 lessons · 45 min

Module 4

Assumptions

Linearity, residuals, collinearity and influential observations.

5 lessons · 45 min

Module 5

Interpretation

Coefficients, confidence intervals and practical meaning.

5 lessons · 40 min

Module 6

Reporting

Tables, narrative reporting and limitations.

4 lessons · 35 min

SKILLS YOU'LL GAIN

RegressionModel InterpretationAssumption CheckingPredictionStatistical Reporting

TOOLS & RESOURCES

SPSSJASPRExcel

DETAILS TO KNOW

DeliverySelf-paced online learning

LanguageEnglish

AudienceResearchers moving beyond simple associations

PracticeWorked examples and applied tasks

SupportCan be combined with F1RMA research consulting

CompletionCertificate eligibility where enabled

READY TO BEGIN?

Start Regression Foundations.

Enrol for the structured course, or book guidance if you want help applying the learning to your own research.

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Research HubUse the public research knowledge base →Research ResourcesOpen calculators, matrices and planning tools →Research SupportWork with a F1RMA research consultant →