ETC3580 Advanced statistical modelling
Faculty of Business and Economics
ETC3580 Advanced statistical modelling is a level 3, 6-credit-point, undergraduate unit from the Faculty of Business and Economics, offered in 2024 in Semester 1 at Clayton. It needs ETC2420, ETC3440, ETC2560, ETF2100, ETC2410 or ETW2510 and unlocks 2 units.
- Credit points
- 6
- Offered in 2024
- Semester 1
- Clayton
- Assessment
- Exam 60%
- and 1 other task
- Workload
- 144 hours
- per semester
This is the 2024 handbook entry. See the 2027 entry.
Reviews
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Requisites
Before ETC3580
Prerequisites
Pass these before you enrol.
After ETC3580
2 units list ETC3580 as a prerequisite or corequisite.
Enrolment rules
To be successful in this unit, background knowledge and application of maths is required at the equivalent of VCE Year 12 Higher level. You may have satisfied this by completing relevant prerequisite unit/s, or you have covered relevant topics in your final years of secondary study. You should self-assess your maths competency prior to enrolling in this unit.
Equivalent units
The same content under another code. Only one of them counts.
Overview
This unit introduces extensions of linear regression models for handling a wide variety of data analysis problems. Three extensions will be considered: generalised linear models for handling counts and binary data; mixed-effect models for handling data with a grouped or hierarchical structure; and non-parametric regression for handling non-linear relationships. All computing will be conducted using R.
Offerings in 2024
| Teaching period | Campus | Mode |
|---|---|---|
| First semester | Clayton | On campus |
Assessment
- Within semester assessment40%
- Examination60%
Learning outcomes
When you finish this unit, you should be able to:
- 1
understand statistical models for handling common data analysis problems
- 2
develop skills for fitting, interpreting and assessing statistical models
- 3
develop computer skills for exploring and modelling different kinds of data.
Workload and teaching
- Tutorials18 hours
- Seminars24 hours
- Teaching approachProblem-based learning
- Teaching approachActive learning
Minimum total expected workload to achieve the learning outcomes for this unit is 144 hours per semester typically comprising a mixture of scheduled learning activities and independent study. Independent study may include associated readings, assessment and preparation for scheduled activities. You are expected to complete all pre-class activities prior to your scheduled class, and post-class activities should be completed after your scheduled class. Learning activities may include a combination of teacher directed, peer directed and online engagement activities.
This unit includes problem-based learning approaches, where you engage in research, integrate theory and practice and apply knowledge and skills to develop viable solutions in response to a problem or set of problems.
This unit engages you in actively applying your knowledge, skills and attributes in interactive, collaborative and reflective activities.
Learning resources
Technology resources
There may be an additional cost associated with purchasing a physical and/or virtual calculator. Specific details will be provided in the Learning Management System by commencement of Orientation week.
Where it fits
ETC3580 is part of 5 areas of study in the 2024 handbook.
- BUSANLMJ01Additional business analytics unitsBusiness analyticsNo reviews yet
- BUSANLYT08Additional business analytics unitsBusiness analyticsNo reviews yet
- ECONOMTR02Core unitsEconometricsNo reviews yet
- ECONOMTR05Additional econometrics unitsEconometricsNo reviews yet
- MTHFNDEC01Elective unitsMathematical foundations of econometricsNo reviews yet
Contacts
- Chief Examiners
- Dr Didier Nibbering
Common questions
What are the prerequisites for ETC3580?
You need ETC2420, ETC3440, ETC2560, ETF2100, ETC2410 or ETW2510 before you enrol. Enrolment rules also apply.
What can I take after ETC3580?
ETC3580 is a prerequisite or corequisite for 2 units, including ETC4400 and ETC5440.
When is ETC3580 offered?
In 2024, ETC3580 runs in Semester 1 at Clayton.
How much work is ETC3580?
The handbook expects about 144 hours of study across the semester. No students have rated its difficulty yet.
Does ETC3580 have an exam?
Yes. The exam is worth 60% of the final mark, alongside 1 other task.
Which majors and minors include ETC3580?
ETC3580 is part of Business analytics, Econometrics and Mathematical foundations of econometrics.