Data analysis is a central activity in applied epidemiology providing underlying evidence for public health policy formulation and action. Data may come from studies with survey, cohort or case control designs, or from health system surveillance or monitoring. The different types of data require different analytic methods appropriate to the form of the data and to the research question. This course aims to introduce students to some different types of quantitative public health data, with a focus on secondary dataset analysis, and to give students the opportunity for hands-on learning of epidemiological data analysis skills. The course is relevant to any student interested in a career in public health or health research, or to those wishing to extend their statistical skills to analysis of public health data.

Learning Outcomes

Upon successful completion, students will have the knowledge and skills to:

1. Define questions of public health significance appropriate to secondary dataset analysis
2. Design an analysis plan
3. Perform a descriptive analysis
4. Identify and use appropriate statistical analytic approaches and methods
5. Identify limitations of data analyses
6. Communicate findings for public health action

Staff Feedback

Students will be given feedback in the following forms:

• written comments
• verbal comments
• feedback to whole class via the course WATTLE site

Student Feedback

ANU is committed to the demonstration of educational excellence and regularly seeks feedback from students. Students are encouraged to offer feedback directly to their Course Convener or through their College and Course representatives (if applicable). The feedback given in these surveys is anonymous and provides the Colleges, University Education Committee and Academic Board with opportunities to recognise excellent teaching, and opportunities for improvement. The Surveys and Evaluation website provides more information on student surveys at ANU and reports on the feedback provided on ANU courses.

Other Information

Prior to the start of the semester all students must complete an introductory online non-assessable quiz.

Class Schedule

Week/Session	Summary of Activities	Assessment
1	Overview of the course Introduction to STATA and descriptive analysis
2	Data management and data analysis plans
3	Multiple linear regression
4	Model selection for linear regression
5	Analysis of binary data
6	Logistic regression	Online Quiz will be available from Thursday 3 September to Friday 4 September 2020 (covering weeks 1-5)
7	Conditional logistic regression
8	Analysis of rates and count data
9	Poisson and negative binomial regression	Written Assignment 1 due Wednesday 7 October 2020
10	Survival analysis
11	Missing data
12	Choosing tests and models
13	Exam period	Written Assignment 2 due Thursday 5 November 2020

Tutorial Registration

On the course Wattle site

Assessment Summary

Assessment task	Value	Due Date	Return of assessment	Learning Outcomes
Online Quiz	40 %	04/09/2020	21/09/2020	3,4
Written assignment 1: Statistical Analysis Plan	20 %	07/10/2020	30/10/2020	1,2
Written assignment 2: Statistical Analysis Report	40 %	05/11/2020	03/12/2020	3,4,5,6

* If the Due Date and Return of Assessment date are blank, see the Assessment Tab for specific Assessment Task details

Policies

ANU has educational policies, procedures and guidelines, which are designed to ensure that staff and students are aware of the University’s academic standards, and implement them. Students are expected to have read the Academic Misconduct Rule before the commencement of their course. Other key policies and guidelines include:

• Student Assessment (Coursework) Policy and Procedure
• Special Assessment Consideration Policy and General Information 
• Student Surveys and Evaluations
• Deferred Examinations
• Student Complaint Resolution Policy and Procedure

Assessment Requirements

The ANU is using Turnitin to enhance student citation and referencing techniques, and to assess assignment submissions as a component of the University's approach to managing Academic Integrity. For additional information regarding Turnitin please visit the Academic Integrity . In rare cases where online submission using Turnitin software is not technically possible; or where not using Turnitin software has been justified by the Course Convener and approved by the Associate Dean (Education) on the basis of the teaching model being employed; students shall submit assessment online via ‘Wattle’ outside of Turnitin, or failing that in hard copy, or through a combination of submission methods as approved by the Associate Dean (Education). The submission method is detailed below.

Moderation of Assessment

Marks that are allocated during Semester are to be considered provisional until formalised by the College examiners meeting at the end of each Semester. If appropriate, some moderation of marks might be applied prior to final results being released.

Participation

Assessment Task 1

Online Quiz

This will comprise a number of questions to assess your knowledge of the material covered. The online quiz will be available on the course WATTLE site for a 48-hour period. You are required to log into the course WATTLE site sometime during this period to complete the assessment. There will be a 1.5-hour time limit to complete the quiz once you have ‘logged in’. Once logged in, you must continue until you have completed the assessment as only one log in per student is allowed.

You are allowed to access any printed or internet based resources to complete the assessment, however you must not discuss the assessment with anyone else.

The online assessment will comprise multiple choice, true/false, short answer and some data analysis questions. For part of the assessment, you will need to download a dataset from the course WATTLE site to answer some of the questions in that assessment.

Further details can be found on the course WATTLE site.

Assessment Task 2

Written assignment 1: Statistical Analysis Plan

You will be given a scenario and a template and asked to write a Statistical Analysis Plan, based on the given information. The assignment should not exceed 1500 words (not including Tables, Figures and References).

Further details can be found on the course WATTLE site.

Assessment Task 3

Written assignment 2: Statistical Analysis Report

You will be given a dataset from a study and asked to analyse the data and write a summary report of your analysis and interpret it. You will be required to submit an annotated “Do file” that summarises the code you used in Stata to conduct the analyses. The assignment should not exceed 2000 words (not including Tables, Figures, References and Appendices).

Further details can be found on the course WATTLE site.

Academic Integrity

Academic integrity is a core part of the ANU culture as a community of scholars. At its heart, academic integrity is about behaving ethically, committing to honest and responsible scholarly practice and upholding these values with respect and fairness.

The ANU commits to assisting all members of our community to understand how to engage in academic work in ways that are consistent with, and actively support academic integrity. The ANU expects staff and students to be familiar with the academic integrity principle and Academic Misconduct Rule, uphold high standards of academic integrity and act ethically and honestly, to ensure the quality and value of the qualification that you will graduate with.

The Academic Misconduct Rule is in place to promote academic integrity and manage academic misconduct. Very minor breaches of the academic integrity principle may result in a reduction of marks of up to 10% of the total marks available for the assessment. The ANU offers a number of online and in person services to assist students with their assignments, examinations, and other learning activities. Visit the Academic Skills website for more information about academic integrity, your responsibilities and for assistance with your assignments, writing skills and study.

Online Submission

You will be required to electronically sign a declaration as part of the submission of your assignment. Please keep a copy of the assignment for your records. Unless an exemption has been approved by the Associate Dean (Education) submission must be through Turnitin.

Hardcopy Submission

For some forms of assessment (hand written assignments, art works, laboratory notes, etc.) hard copy submission is appropriate when approved by the Associate Dean (Education). Hard copy submissions must utilise the Assignment Cover Sheet. Please keep a copy of tasks completed for your records.

Late Submission

Individual assessment tasks may or may not allow for late submission. Policy regarding late submission is detailed below:

• Late submission not permitted. If submission of assessment tasks without an extension after the due date is not permitted, a mark of 0 will be awarded. Late submission is not permitted for the online quizzes.
• Late submission permitted. Late submission of assessment tasks without an extension are penalised at the rate of 5% of the possible marks available per working day or part thereof. Late submission of assessment tasks is not accepted after 10 working days after the due date, or on or after the date specified on the course WATTLE site for the return of the assessment item. Late submission is not accepted for take-home examinations.

Referencing Requirements

Accepted academic practice for referencing sources that you use in presentations can be found via the links on the Wattle site, under the file named “ANU and College Policies, Program Information, Student Support Services and Assessment”. Alternatively, you can seek help through the Students Learning Development website.

Returning Assignments

Written assignments with comments will be returned via the course WATTLE site or student email.

Extensions and Penalties

Extensions and late submission of assessment pieces are covered by the Student Assessment (Coursework) Policy and Procedure. Extensions may be granted for assessment pieces that are not examinations or take-home examinations. If you need an extension, you must request an extension in writing on or before the due date. If you have documented and appropriate medical evidence that demonstrates you were not able to request an extension on or before the due date, you may be able to request it after the due date.

Resubmission of Assignments

Resubmission of assignments is not permitted.

Privacy Notice

The ANU has made a number of third party, online, databases available for students to use. Use of each online database is conditional on student end users first agreeing to the database licensor’s terms of service and/or privacy policy. Students should read these carefully. In some cases student end users will be required to register an account with the database licensor and submit personal information, including their: first name; last name; ANU email address; and other information.
In cases where student end users are asked to submit ‘content’ to a database, such as an assignment or short answers, the database licensor may only use the student’s ‘content’ in accordance with the terms of service – including any (copyright) licence the student grants to the database licensor. Any personal information or content a student submits may be stored by the licensor, potentially offshore, and will be used to process the database service in accordance with the licensors terms of service and/or privacy policy.
If any student chooses not to agree to the database licensor’s terms of service or privacy policy, the student will not be able to access and use the database. In these circumstances students should contact their lecturer to enquire about alternative arrangements that are available.

Distribution of grades policy

Academic Quality Assurance Committee monitors the performance of students, including attrition, further study and employment rates and grade distribution, and College reports on quality assurance processes for assessment activities, including alignment with national and international disciplinary and interdisciplinary standards, as well as qualification type learning outcomes.

Since first semester 1994, ANU uses a grading scale for all courses. This grading scale is used by all academic areas of the University.

Support for students

The University offers students support through several different services. You may contact the services listed below directly or seek advice from your Course Convener, Student Administrators, or your College and Course representatives (if applicable).

• ANU Health, safety & wellbeing for medical services, counselling, mental health and spiritual support
• ANU Diversity and inclusion for students with a disability or ongoing or chronic illness
• ANU Dean of Students for confidential, impartial advice and help to resolve problems between students and the academic or administrative areas of the University
• ANU Academic Skills and Learning Centre supports you make your own decisions about how you learn and manage your workload.
• ANU Counselling Centre promotes, supports and enhances mental health and wellbeing within the University student community.
• ANUSA supports and represents undergraduate and ANU College students
• PARSA supports and represents postgraduate and research students