ETC2420 - Statistical thinking - 2017

6 points, SCA Band 3, 0.125 EFTSL

Undergraduate - Unit

Refer to the specific census and withdrawal dates for the semester(s) in which this unit is offered.

Faculty

Business and Economics

Organisational Unit

Department of Econometrics and Business Statistics

Coordinator(s)

Professor Dianne Cook

Unit guides

Offered

Clayton

  • Second semester 2017 (Day)

Synopsis

This unit focuses on the tools for a large, digital data world, including the building blocks for business analytics, modern insurance and risk assessment. A computational approach is employed to teach the concepts of statistics, and decision making in the presence of uncertainty. An important aspect will be to develop skills for compiling data from multiple sources to support better decisions and models. Topics covered will include simulation and randomisation methods, decision and credibility theory, data wrangling and visualisation, methods for time series, Bayesian analysis and models for risk and loss distributions.

Outcomes

The learning goals associated with this unit are to:

  1. use simulation of statistical games to understand decision theory
  2. learn about statistical distributions, including those used for loss functions
  3. compile data from various digital sources, handling missing values, clean, transform, visualise and summarise
  4. understand and explain the basic concepts of Bayesian statistics
  5. obtain a basic understanding of working with temporal data and time series models
  6. use randomisation methods to assess uncertainty in relation to hypothesis testing, decision-making, risk assessment and model assessment.

Assessment

First semester -

Within semester assessment: 50% + Examination: 50%

Second semester -

Within semester assessment: 40% + Examination: 60%

Workload requirements

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. The unit requires on average three/four hours of scheduled activities per week. Scheduled activities may include a combination of teacher directed learning, peer directed learning and online engagement.

See also Unit timetable information

Chief examiner(s)

Prerequisites

Students must complete one of the following units: ETC1000, ETW1000, ETX1100, FIT1006 or STA1010 before undertaking this unit