Units / ETC3550
ETC3550 · Applied forecasting
2027 Handbook6 credit pointsLevel 3Department of Econometrics and Business Statistics
Overview
Business and economic data are collected over time against a backdrop of a changing environment. This unit introduces data wrangling and exploratory data analysis for such temporal context data. You will learn how to analyse, model and forecast time series data in diverse applications. Methods to be covered include the decomposition of time series, exponential smoothing methods, ARIMA modelling, and regression with auto-correlated disturbances. You will enhance your computational skills with exercises using R.
Offerings
| Campus | Teaching period | Mode |
|---|---|---|
| Clayton | Second semester | Activities scheduled as a mix of on-campus and online activities (BLENDED) |
Assessment
The Handbook lists an examination for this unit.
| # | Assessment | Type | Weight | Hurdle |
|---|---|---|---|---|
| 1 | 1 - Quiz / Test | Quiz / Test | 10% | — |
| 2 | 2 - Written | Written | 30% | — |
| 3 | 3 - Examination | Examination | 60% | Threshold |
Assessment details may change. Please refer to the assessment information in Moodle closer to the start of the teaching period.
Requisites
prerequisite
OR
ETC2420Statistical thinking6 cpOR
ETC3440Introductory econometrics6 cpOR
ETF2100Introductory econometrics6 cpOR
ETF2121Data analysis in business6 cpOR
ETC2560Statistical modelling for actuarial studies6 cpOR
ETW2510Statistical modelling for decision making6 cpOR
ETX2100Introductory econometrics6 cpOR
FIT2086Modelling for data analysis6 cpLearning outcomes
- understand common statistical methods used in business and economic forecasting
- develop computer skills for forecasting business and economics time series data
- provide insights into the problems of implementing and operating large scale forecasting systems.
Workload
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.
| Activity | Duration |
|---|---|
| Tutorials | 12 hours |
| Seminars | 12 hours |
| Workshops | 12 hours |
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