Psychology Research: Advanced Analyses

Unit Outline (Higher Education)

   
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Effective Term: 2025/05
Institute / School :Institute of Health and Wellbeing
Unit Title: Psychology Research: Advanced Analyses
Unit ID: PSYCB3109
Credit Points: 15.00
Prerequisite(s): (PSYCB1003) (At least 15 credit points from PSYCB subject-area at 2000-2999 level)
Co-requisite(s): Nil
Exclusion(s): Nil
ASCED: 090701
Other Change:  
Brief description of the Unit

The unit aims to extend students’ knowledge of advanced statistical techniques and equip them with the ability to conduct these analyses. The unit will build on knowledge gained in earlier undergraduate research methods units. Specifically, the unit will focus on measurement, statistics fundamentals, exploratory data analysis and the family of statistical analyses that fall under ANOVA and regression. The unit will also provide insight into the designs associated with, and the logic that underpins, these analyses. Practical skills will be developed by having students conduct data-analysis techniques using a statistics package.

Grade Scheme: Graded (HD, D, C, P, MF, F, XF)
Work Experience Indicator:
No work experience
Placement Component: No
Supplementary Assessment:Yes
Where supplementary assessment is available a student must have failed overall in the Unit but gained a final mark of 45 per cent or above, has completed all major assessment tasks (including all sub-components where a task has multiple parts) as specified in the Unit Description and is not eligible for any other form of supplementary assessment
Course Level:
Level of Unit in CourseAQF Level(s) of Course
5678910
Introductory                                                
Intermediate                                                
Advanced                                        
Learning Outcomes:
Knowledge:
K1.

Reflect on the role that statistical methods play in the advancement of psychological knowledge

K2.

Deduce the appropriate statistical techniques for research designs given practical and methodological constraints

K3.

Comprehend the theory underlying, and the assumptions of, several higher-level statistical and analytical techniques

K4.

Interpret the results of a variety of data-analysis techniques

K5.

Possess a critical awareness of issues associated with analytical techniques (e.g., effect sizes) and how these issues might influence the interpretation of results

Skills:
S1.

Determine and implement appropriate parametric and non-parametric tests to answer research questions

S2.

Utilise a statistical software package and demonstrate an ability to perform selected parametric and non-parametric tests

S3.

Evaluate and explain the strengths and weaknesses of different data collection methods, and their corresponding data analysis techniques

S4.

Report research in accordance with APA conventions

Application of knowledge and skills:
A1.

Demonstrate proficiency in research reporting skills

A2.

Apply appropriate statistical techniques using a statistical software package to analyse data, and interpret and communicate the findings accurately

A3.

Exhibit a capacity to independently research, evaluate and identify evidence appropriate for supporting ones position

Unit Content:

•A review of t-tests and correlations
•Understanding Type 1 and Type 2 errors
•Sampling methods
•Design-related confounds, extraneous variables, and measurement issues
•Experimental design and control
•The logic and assumptions of Analysis of Variance (ANOVA) and Multiple Regression
•Use of parametric forms of analysis (i.e., ANOVAs, multiple regression)
•Consideration of statistical power, effect sizes, and confidence intervals
•Concerns regarding the interpretation of results and the generalisability of findings
•Use of qualitative approaches: Data collection and methods of analysis
•Performing analyses using statistical software
•Reading and writing psychological research

Graduate Attributes:
Federation University recognises that students require key transferable employability skills to prepare them for their future workplace and society. FEDTASKS (Transferable Attributes Skills and Knowledge) provide a targeted focus on five key transferable Attributes, Skills, and Knowledge that are be embedded within curriculum, developed gradually towards successful measures and interlinked with cross-discipline and Co-operative Learning opportunities. One or more FEDTASK, transferable Attributes, Skills or Knowledge must be evident in the specified learning outcomes and assessment for each FedUni Unit, and all must be directly assessed in each Course.

FED TASK and descriptorDevelopment and acquisition of FEDTASKS in the Unit
Level
FEDTASK 1
Interpersonal

Students will demonstrate the ability to effectively communicate, inter-act and work with others both individually and in groups. Students will be required to display skills in-person and/or online in:

•   Using effective verbal and non-verbal communication

•   Listening for meaning and influencing via active listening

•   Showing empathy for others

•   Negotiating and demonstrating conflict resolution skills

•   Working respectfully in cross-cultural and diverse teams.

N/A - Not Applicable
FEDTASK 2
Leadership

Students will demonstrate the ability to apply professional skills and behaviours in leading others. Students will be required to display skills in:

•   Creating a collegial environment

•   Showing self -awareness and the ability to self-reflect

•   Inspiring and convincing others

•   Making informed decisions

•   Displaying initiative

Level 2 - Student demonstrates some independence within provided guidelines
FEDTASK 3
Critical Thinking and Creativity

Students will demonstrate an ability to work in complexity and ambiguity using the imagination to create new ideas. Students will be required to display skills in:

•   Reflecting critically

•   Evaluating ideas, concepts and information

•   Considering alternative perspectives to refine ideas

•   Challenging conventional thinking to clarify concepts

•   Forming creative solutions in problem solving.

Level 2 - Student demonstrates some independence within provided guidelines
FEDTASK 4
Digital Literacy

Students will demonstrate the ability to work fluently across a range of tools, platforms and applications to achieve a range of tasks. Students will be required to display skills in:

•   Finding, evaluating, managing, curating, organising and sharing digital information

•   Collating, managing, accessing and using digital data securely

•   Receiving and responding to messages in a range of digital media

•   Contributing actively to digital teams and working groups

•   Participating in and benefiting from digital learning opportunities.

Level 3 - Student works independently with limited guidance or works within self-determined guidelines appropriate to context
FEDTASK 5
Sustainable and Ethical Mindset

Students will demonstrate the ability to consider and assess the consequences and impact of ideas and actions in enacting ethical and sustainable decisions. Students will be required to display skills in:

•   Making informed judgments that consider the impact of devising solutions in global economic environmental and societal contexts

•   Committing to social responsibility as a professional and a citizen

•   Evaluating ethical, socially responsible and/or sustainable challenges and generating and articulating responses

•   Embracing lifelong, life-wide and life-deep learning to be open to diverse others

•   Implementing required actions to foster sustainability in their professional and personal life.

Level 2 - Student demonstrates some independence within provided guidelines
 Learning Outcomes AssessedAssessment TasksAssessment TypeWeighting
1.K1, K2, K3, K4, K5, S1, S2, S3, S4, A1, A2, A3

Produce a written report on a chosen statistical analyses according to APA guidelines.

Practical Statistical Analysis Assignments

70-90%

2.K1, K2, K4, K5, S3, A3

Demonstrate an understanding of fundamental concepts in research methods and statistics.

Online Test(s) or Quiz(s)

10-30%

Adopted Reference Style:
APA  ()

Professional Standards / Competencies:
 Standard / Competency