Unit of Study STAT4002 Advanced Psychological Data Analysis (2025)

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Unit Snapshot

Unit type

Hons Unit
Credit points

12
Faculty & College

Faculty of Health
Placement

No

Unit description

Focuses on developing a conceptual understanding of psychometric test construction and current and emerging forms of inferential testing. Reviews research methodology and data analysis concepts at an advanced level with a view to being incorporated into a research project. Psychometric test construction and traditional and modern approaches to inferential testing are discussed and performed.

Unit content

Construction of psychological measurements, including exploratory factor analysis
APA writing masterclass
Multiple regression analysis, moderation, and mediation
Data cleaning and management
Analysis of experimental designs
Deep interpretation and treating assumption violations

Availabilities

Location	Domestic	International
Coffs Harbour	Term2	Term2
Gold Coast	Term2	Term2
Online	Term2	N/A

Learning outcomes

Unit Learning Outcomes express learning achievement in terms of what a student should know, understand and be able to do on completion of a unit. These outcomes are aligned with the graduate attributes. The unit learning outcomes and graduate attributes are also the basis of evaluating prior learning.

On completion of this unit, students should be able to:

apply theory and logic relevant to psychological measurement and advanced quantitative statistics to diverse research data

construct a psychometric test and test its structure, psychometric properties, and construct validity

evaluate, select and perform appropriate and complete statistical analyses to assess real-world research questions

report and interpret findings of analyses in accordance with approved conventions in psychology

Teaching and assessment

Teaching method

Workshop 1 hour (Weekly)

Tutorial 2 hours (Weekly)

Assessment
Report	35%
Quiz	30%
Report	35%

Teaching method

Workshop 1 hour (Weekly)

Tutorial 2 hours (Weekly)

Assessment
Report	35%
Quiz	30%
Report	35%

Teaching method

Workshop 1 hour (Weekly)

Tutorial 2 hours (Weekly)

Assessment
Report	35%
Quiz	30%
Report	35%

Prescribed learning resources

Prescribed Texts

Prescribed text information is not currently available.

Prescribed Resources/Equipment

Prescribed resources/equipment information is not currently available.

Prescribed Learning Resources may change in future Teaching Periods.

Fee information

Domestic

Commonwealth Supported courses
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Fee paying courses
For postgraduate or undergraduate full-fee paying courses please check Domestic Postgraduate Fees OR Domestic Undergraduate Fees.

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