LEARNING PATHWAY

Data Analysis Foundations

Turn raw data into defensible evidence and interpretation.

Prepare data, select appropriate analytical routes, interpret results responsibly and communicate findings through tables, charts and narrative explanation.

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Course summaryBeginner level8 modules7 hours estimated learningSelf-paced deliveryPractical exercises includedBest for: Researchers beginning quantitative or qualitative analysis

8 modulesStructured learning sequence

BeginnerRecommended level

7 hoursLearn at your own pace

PracticalApply the learning directly

Certificate eligibleOn successful completion where enabled

ABOUT

About this course

Prepare data, select appropriate analytical routes, interpret results responsibly and communicate findings through tables, charts and narrative explanation.

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

Prepare and clean research data systematically.
Distinguish descriptive from inferential analysis.
Choose tests according to the research question and data structure.
Interpret effect size and uncertainty.
Present findings using clear tables and charts.
Connect results back to objectives and literature.

COURSE CONTENT

8-module curriculum

Module 1

Preparing Data

Coding, cleaning, missingness, duplicates and audit trails.

5 lessons · 40 min

Module 2

Descriptive Statistics

Frequencies, percentages, centre and dispersion.

5 lessons · 40 min

Module 3

Choosing Tests

Match research questions and variable structures to analyses.

6 lessons · 50 min

Module 4

Group Comparisons

Understand common comparison tests and assumptions.

5 lessons · 45 min

Module 5

Correlation & Association

Interpret strength, direction and uncertainty.

5 lessons · 45 min

Module 6

Regression Foundations

Understand predictive models without overclaiming.

5 lessons · 45 min

Module 7

Qualitative Analysis

Coding, categories, themes and interpretation.

5 lessons · 45 min

Module 8

Presenting Findings

Tables, charts and results narratives.

5 lessons · 45 min

SKILLS YOU'LL GAIN

Data CleaningDescriptive StatisticsStatistical Test SelectionEffect SizeData VisualisationResults Writing

TOOLS & RESOURCES

ExcelSPSSJASPR

DETAILS TO KNOW

DeliverySelf-paced online learning

LanguageEnglish

AudienceResearchers beginning quantitative or qualitative analysis

PracticeWorked examples and applied tasks

SupportCan be combined with F1RMA research consulting

CompletionCertificate eligibility where enabled

READY TO BEGIN?

Start Data Analysis 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 →