MAF900 - Advanced Data Methods

Unit details

Year

2027 unit information

Enrolment modesTrimester 2: Burwood (Melbourne)
Credit point(s)1
EFTSL value0.125
Unit chairTrimester 2: Saikat Sovan Deb
Cohort ruleThis unit is only available to students enrolled in M820, M900
Prerequisite

For those enrolled in M820: MAE900

For those enrolled in M900: Nil

CorequisiteNil
Incompatible withNil
Educator-facilitated (scheduled) learning activities - on-campus unit enrolment

1 x 1 hour on-campus lecture (recordings provided) and 1 x 2 hour seminar (recordings provided) each week.

Typical study commitment

Students will on average, spend 150 hours over the trimester undertaking the teaching, learning and assessment activities for this unit. This will include a minimum of 33 hours (11 x 3 hr) of intensive classroom activities.

This will include educator guided online learning activities within the unit site.

Content

This is an application oriented empirical research methods unit for first-year graduate researchers of Master of Research program. This unit reviews the process /components of empirical research and focuses on understanding and managing data for research. Using multiple mini empirical projects, it explores descriptive and predictive models of statistics and econometrics; through guided research projects deals with various methodological data issues such as selection bias, endogeneity and multiple hypothesis testing.

Learning outcomes

ULO These are the Unit Learning Outcomes (ULOs) for this unit. At the completion of this unit, successful students can:

Alignment to Deakin Graduate Learning Outcomes (GLOs)

ULO1 Conduct empirical research drawing on discipline-specific knowledge and capabilities.

GLO1: Discipline-specific knowledge and capabilities
GLO4: Critical thinking

ULO2

Disseminate research ideas orally and written.

GLO2: Communication
ULO3 Collect, process and manage data for empirical research. 

GLO3: Digital literacy
GLO5: Problem solving

ULO4 Apply statistical and econometrical skills. 

GLO3: Digital literacy
GLO5: Problem solving

ULO5 Identify and apply appropriate empirical research methods.

GLO1: Discipline-specific knowledge and capabilities
GLO4: Critical thinking
GLO5: Problem solving

Note – From 2026, Deakin commenced introducing Graduate Attributes (GAs), which define the distinctive characteristics of a Deakin graduate. You may notice some units still refer to Graduate Learning Outcomes (GLOs) during this transition period.

Assessment

Assessment Description Student output Grading and weighting
(% total mark for unit)
Indicative due week

Assessment 1: (Individual)

Part A: Presentation (Live)

Part B: Project Proposal

 

Part A: 10 minutes

Part B: 1000 words (max)

 

Total 20% (10% each)

 

Week 4

Assessment 2: (Individual)

Case study: Data Analysis with written report (Analytical)

3000 words 30% Week 8

Assessment 3: (Group of 3)

Data analysis with written report (Research)

3000 words 50% Weeks 3 to 9

The assessment due weeks provided may change. The Unit Chair will clarify the exact assessment requirements, including the due date, at the start of the teaching period.

Learning resource

The texts and reading list for MAF900 can be found via the University Library.

Note: Select the relevant trimester reading list. Please note that a future teaching period's reading list may not be available until a month prior to the start of that teaching period so you may wish to use the relevant trimester's prior year reading list as a guide only.

Bring Your Own Device (BYOD)

To fully engage with Deakin's learning experiences, students must be able to access and use internet-connected devices as outlined in computing requirements at Deakin.

To support student success at Deakin, we have a bring-your-own-device (BYOD) learning environment that acknowledges that students and educators bring with them the digital tools they regularly use to complete academic tasks. These tools stay with you beyond the classroom, helping you to keep learning, explore ideas more deeply, and connect with knowledge in ways that matter to you.

Students requiring a loan device should visit our Loan Laptop webpage or students requiring longer-term assistance should visit our Student Financial Assistance webpage.

Unit fee information

Fees and charges vary depending on the type of fee place you hold, your course, your commencement year, the units you choose to study and their study discipline, and your study load.

Tuition fees increase at the beginning of each calendar year and all fees quoted are in Australian dollars ($AUD). Tuition fees do not include textbooks, computer equipment or software, other equipment or costs such as mandatory checks, travel and stationery.

Estimate your fees

For further information regarding tuition fees, other fees and charges, invoice due dates, withdrawal dates, payment methods visit our Current Students website.