Overview
This unit explores the importance and role of epidemiology as an approach to both public health and clinical practice. You will be able to use evidence from epidemiological investigations, to understand the distribution of health outcomes in populations and understand the influence of factors that determine this distribution. The critical function of epidemiology will be reviewed including areas of anticipated needs, identified risk conditions, definition of priorities and the use of available resources for planning and administering health care services.
Details
Pre-requisites or Co-requisites
Prereq: 72 credit points (any tertiary level units)
Important note: Students enrolled in a subsequent unit who failed their pre-requisite unit, should drop the subsequent unit before the census date or within 10 working days of Fail grade notification. Students who do not drop the unit in this timeframe cannot later drop the unit without academic and financial liability. See details in the Assessment Policy and Procedure (Higher Education Coursework).
Offerings For Term 1 - 2026
Attendance Requirements
All on-campus students are expected to attend scheduled classes - in some units, these classes are identified as a mandatory (pass/fail) component and attendance is compulsory. International students, on a student visa, must maintain a full time study load and meet both attendance and academic progress requirements in each study period (satisfactory attendance for International students is defined as maintaining at least an 80% attendance record).
Recommended Student Time Commitment
Each 6-credit Undergraduate unit at CQUniversity requires an overall time commitment of an average of 12.5 hours of study per week, making a total of 150 hours for the unit.
Class Timetable
Assessment Overview
Assessment Grading
This is a graded unit: your overall grade will be calculated from the marks or grades for each assessment task, based on the relative weightings shown in the table above. You must obtain an overall mark for the unit of at least 50%, or an overall grade of 'pass' in order to pass the unit. If any 'pass/fail' tasks are shown in the table above they must also be completed successfully ('pass' grade). You must also meet any minimum mark requirements specified for a particular assessment task, as detailed in the 'assessment task' section (note that in some instances, the minimum mark for a task may be greater than 50%). Consult the University's Grades and Results Policy for more details of interim results and final grades.
All University policies are available on the CQUniversity Policy site.
You may wish to view these policies:
- Grades and Results Policy
- Assessment Policy and Procedure (Higher Education Coursework)
- Review of Grade Procedure
- Student Academic Integrity Policy and Procedure
- Monitoring Academic Progress (MAP) Policy and Procedure - Domestic Students
- Monitoring Academic Progress (MAP) Policy and Procedure - International Students
- Student Refund and Credit Balance Policy and Procedure
- Student Feedback - Compliments and Complaints Policy and Procedure
- Information and Communications Technology Acceptable Use Policy and Procedure
This list is not an exhaustive list of all University policies. The full list of University policies are available on the CQUniversity Policy site.
Feedback, Recommendations and Responses
Every unit is reviewed for enhancement each year. At the most recent review, the following staff and student feedback items were identified and recommendations were made.
Feedback from Observation, feedback from Unit Coordinator.
Attendance at tutorials continues to be low.
Consider greater structure to the tutorials.
Feedback from Feedback from Unit Coordinator
Material needs revision.
Consider revising material for future offerings.
- Understand, interpret and communicate epidemiological data relating to the measurement of health, wellness and disease
- Interpret epidemiological data and practice within social and cultural contexts, theories and frameworks for effective and ethical knowledge transfer and exchange
- Evaluate epidemiological investigations and sources of epidemiological data to identify inequities, enable change and advocate for health
- Argue for a population health outcome using relevant research methods and approaches
- Apply ethical and professional practice capabilities in the use and communication of epidemiological information, including ethical use of generative Artificial Intelligence (genAI) and collaboration capabilities.
Alignment of Assessment Tasks to Learning Outcomes
| Assessment Tasks | Learning Outcomes | ||||
|---|---|---|---|---|---|
| 1 | 2 | 3 | 4 | 5 | |
| 1 - Written Assessment - 50% | |||||
| 2 - Project (applied) - 50% | |||||
Alignment of Graduate Attributes to Learning Outcomes
| Graduate Attributes | Learning Outcomes | ||||
|---|---|---|---|---|---|
| 1 | 2 | 3 | 4 | 5 | |
| 1 - Communication | |||||
| 2 - Problem Solving | |||||
| 3 - Critical Thinking | |||||
| 4 - Information Literacy | |||||
| 5 - Team Work | |||||
| 6 - Information Technology Competence | |||||
| 7 - Cross Cultural Competence | |||||
| 8 - Ethical practice | |||||
| 9 - Social Innovation | |||||
| 10 - First Nations Knowledges | |||||
| 11 - Aboriginal and Torres Strait Islander Cultures | |||||
Textbooks
There are no required textbooks.
IT Resources
- CQUniversity Student Email
- Internet
- Unit Website (Moodle)
- Zoom access: microphone and webcam required
All submissions for this unit must use the referencing styles below:
For further information, see the Assessment Tasks.
g.haintz@cqu.edu.au
Module/Topic
An introduction to population health epidemiology
Chapter
Work through the weekly Moodle topic page and complete any associated learning activities and eReadings as instructed.
Events and Submissions/Topic
In addition to online lectures and resources, tutorials provide the opportunity to complete individual and group activities; and build your skills and knowledge base related to unit content and assessment tasks.
Module/Topic
The social context and lived experience of epidemiology
Chapter
Work through the weekly Moodle topic page and complete any associated learning activities and eReadings as instructed.
Events and Submissions/Topic
In addition to online lectures and resources, tutorials provide the opportunity to complete individual and group activities; and build your skills and knowledge base related to unit content and assessment tasks.
Module/Topic
Sources of epidemiological information and data
Chapter
Work through the weekly Moodle topic page and complete any associated learning activities and eReadings as instructed.
Events and Submissions/Topic
In addition to online lectures and resources, tutorials provide the opportunity to complete individual and group activities; and build your skills and knowledge base related to unit content and assessment tasks.
Module/Topic
Measures of data
Part A: What can we measure?
Part B: Measures of frequency
Chapter
Work through the weekly Moodle topic page and complete any associated learning activities and eReadings as instructed.
Events and Submissions/Topic
In addition to online lectures and resources, tutorials provide the opportunity to complete individual and group activities; and build your skills and knowledge base related to unit content and assessment tasks.
Module/Topic
Measures of data
Part C: Measures of Association
Chapter
Work through the weekly Moodle topic page and complete any associated learning activities and eReadings as instructed.
Events and Submissions/Topic
In addition to online lectures and resources, tutorials provide the opportunity to complete individual and group activities; and build your skills and knowledge base related to unit content and assessment tasks.
Module/Topic
Epidemiological study designs
Part A: Descriptive designs
Chapter
Work through the weekly Moodle topic page and complete any associated learning activities and eReadings as instructed.
Events and Submissions/Topic
In addition to online lectures and resources, tutorials provide the opportunity to complete individual and group activities; and build your skills and knowledge base related to unit content and assessment tasks.
Epidemiological investigations in the age of GenAI Due: Week 6 Wednesday (15 Apr 2026) 4:00 pm AEST
Module/Topic
Chapter
Events and Submissions/Topic
Module/Topic
Epidemiological study designs
Part B: Analytic observational designs
Chapter
Work through the weekly Moodle topic page and complete any associated learning activities and eReadings as instructed.
Events and Submissions/Topic
In addition to online lectures and resources, tutorials provide the opportunity to complete individual and group activities; and build your skills and knowledge base related to unit content and assessment tasks.
Module/Topic
Epidemiological study designs
Part C: Analytic intervention designs
Chapter
Work through the weekly Moodle topic page and complete any associated learning activities and eReadings as instructed.
Events and Submissions/Topic
In addition to online lectures and resources, tutorials provide the opportunity to complete individual and group activities; and build your skills and knowledge base related to unit content and assessment tasks.
Module/Topic
Literature reviews and meta syntheses
Chapter
Work through the weekly Moodle topic page and complete any associated learning activities and eReadings as instructed.
Events and Submissions/Topic
In addition to online lectures and resources, tutorials provide the opportunity to complete individual and group activities; and build your skills and knowledge base related to unit content and assessment tasks.
Module/Topic
Interpretation and critical appraisal of epidemiological information
Chapter
Work through the weekly Moodle topic page and complete any associated learning activities and eReadings as instructed.
Events and Submissions/Topic
In addition to online lectures and resources, tutorials provide the opportunity to complete individual and group activities; and build your skills and knowledge base related to unit content and assessment tasks.
Module/Topic
Ethics in epidemiological practice
Chapter
Work through the weekly Moodle topic page and complete any associated learning activities and eReadings as instructed.
Events and Submissions/Topic
In addition to online lectures and resources, tutorials provide the opportunity to complete individual and group activities; and build your skills and knowledge base related to unit content and assessment tasks.
Module/Topic
Contemporary issues in epidemiology
Chapter
Work through the weekly Moodle topic page and complete any associated learning activities and eReadings as instructed.
Events and Submissions/Topic
In addition to online lectures and resources, tutorials provide the opportunity to complete individual and group activities; and build your skills and knowledge base related to unit content and assessment tasks.
Module/Topic
Chapter
Events and Submissions/Topic
Module/Topic
Chapter
Events and Submissions/Topic
Structure and approach to the unit
Students are required to work through materials and resources on the weekly Moodle page each week, and prior to attending tutorials. Completing the resources provides the basis for further exploration and application of concepts to activities and assessment task development during tutorials. If, however, you are unable to complete the materials in any particular week, do still come along to the tutorial. Still coming along will enable you to hear and engage with discussions (and you may still be able to contribute by drawing on your existing knowledge or by asking questions for discussion), and will help to keep you on-track in the unit and prevent falling further behind.
Use of Generative Artificial Intelligence (GenAI) in this unit
In this unit, students are permitted to utilise GenAI tools in restricted ways to enhance their learning and creativity. For assessment tasks, the permissions may vary; please check the precise permissions, indicated under the assessment task information in this unit profile and on the unit Moodle site, for details pertaining to each specific assessment task.
In cases where GenAI is used with permission, it is imperative to use these tools with integrity. This means:
Acknowledging AI Assistance: Clearly indicate when and how AI tools have been used in your work.
Originality: Ensure that your submissions reflect your own understanding and effort. AI tools should support, not replace, your critical thinking and creativity.
Ethical Use: Do not use AI to generate content that misrepresents your abilities or knowledge. Plagiarism, even with AI-generated content, is strictly prohibited.
Respect for Guidelines: Follow all academic guidelines and policies regarding the use of GenAI tools in your coursework.
By adhering to these principles, you contribute to a fair and honest academic environment that values genuine learning and integrity. Use of GenAI outside of these guidelines may be considered to be a breach of academic integrity, which will be officially reported and acted upon.
This statement was developed with assistance from Microsoft Copilot
1 Written Assessment
In this assessment, you are asked to research, critically consider, and present (in written form) information that describes the population health data and impacts of a specified health issue, for an academic audience. Using appropriate measures, you must source, interpret, critique and communicate the current epidemiological evidence. The topic choices for the task will be available on the unit Moodle site from week 1 of the term.
Epidemiological information is all around us and easily accessible (though not necessarily always of high quality or credible), particularly in the era of generative artificial intelligence (GenAI). In your professional life, you may be required to perform a range of skills in gathering, interpreting, appraising and presenting epidemiological information in a range of contexts to describe the impact of health outcomes, the patterns of disease, or the risks of a particular outcome in your work with clients, collaborators, or the general public. This could take place in a variety of formats and task including undertaking a community needs assessment, developing a program or policy, or even counselling individual clients, among a wide range of other ways. This assessment is a practical application of that.
There are three parts to this task:
- Part A requires you to produce a GenAI output of a response to the task via CQU's MS Co-pilot platform.
- Part B requires you to critique and annotate the GenAI output using MS word.
- Part C requires you to revise and develop the GenAI output with your further research and original contributions, to produce a final report of 2000 words (+/- 10%).
You must submit all three parts together to form one submission.
Further information and instructions for completing each part, such as generating the AI output and undertaking the critique, will be provided on the unit Moodle site (under Assessment 1 information) and in tutorials (including working demonstrations and examples).
Your final report should include:
- A clear introduction which provides the purpose and intent of the report, and justification for the issue
- A body of the report which presents and discusses:
-
- a range of appropriate epidemiological measures to critically demonstrate the population health data (e.g. prevalence, incidence or other trends) of the health issue on the Australian population as a whole and within or between different population groups of relevance (i.e. differential impacts based on, for instance, age, gender, geographic location, occupation, etc.)
- a range of appropriate epidemiological information to critically discuss the population health impacts (e.g. health and social impacts and outcomes) of the health issue on the Australian population as whole, and within or between different population groups of relevance (i.e. differential impacts based on, for instance, age, gender, geographic location, occupation, etc.)
- the use of appropriate data visualisation which contribute to the effective communication of the issue.
- A clear and concise conclusion.
See the unit Moodle site for full task guidelines and rubric.
Generative AI and this Assessment
Level 3: AI Collaboration. You may use AI to assist with specific tasks such as drafting text, refining and evaluating your work. You must critically evaluate and modify any AI-generated content you use.
Further support
If you require further academic support with this assignment, please utilise the range of resources available through the CQUniversity Library and Academic Learning Centre (ALC) for support with academic skills including:
- understanding and interpreting assessment task requirements and rubrics
- researching (including developing effective search terms, and effectively utilising search databases)
- writing (including paraphrasing, synthesising, critical appraisal)
- referencing (including what, how and where to reference appropriately)
Week 6 Wednesday (15 Apr 2026) 4:00 pm AEST
Week 8 Wednesday (6 May 2026)
Two weeks following due date.
See the marking rubric on the Moodle site (under Assessment 1 information) for further details of the levels of attainment (e.g. HD, D, C, P, F) for the criteria.
Relevance (40% / 20 marks) (i.e. the appropriateness and context of the content)
- Breadth and appropriateness of information requested for the original GenAI output (Part AI), and included in the critique (Part B) and final report (Part C)
- Discussion demonstrating the epidemiological context and health impacts of the health issue for the Australian population and identified at-risk groups
- Incorporation of data visualisations to illustrate the epidemiological measures and impacts of the health issue
Validity (40% / 20 marks) (i.e. the strength of the evidence and quality of references)
- Depth and extent of research and analysis, demonstrated by the critique of the GenAI output (Part B) and the sufficiency and quality of evidence and references incorporated into the final report (Part C)
- Contextual and factual accuracy of the final report (Part C)
- Originality of the critique (Part B) and final report (Part C)
Organisation and Presentation (20% / 10 marks) (i.e. the structure, writing and referencing)
- Overall quality and cohesion of the reports
- Clarity and logic of the structure, synthesis and flow of information including visualisations
- Use of subheadings or template(s) if used
- Three required components submitted
- Style and formatting in accordance with required academic standards and assessment task requirements
- Writing – clarity, fluency and consistency of academic or professional communication appropriate for the intended audience
- Writing - spelling, punctuation and grammar
- Accurate referencing style
- Understand, interpret and communicate epidemiological data relating to the measurement of health, wellness and disease
- Interpret epidemiological data and practice within social and cultural contexts, theories and frameworks for effective and ethical knowledge transfer and exchange
- Evaluate epidemiological investigations and sources of epidemiological data to identify inequities, enable change and advocate for health
- Apply ethical and professional practice capabilities in the use and communication of epidemiological information, including ethical use of generative Artificial Intelligence (genAI) and collaboration capabilities.
2 Project (applied)
In your professional life, you may use your knowledge of epidemiology to develop project applications for a variety of reasons including investigative or experiential research, or applied community-based research such as a community needs assessments or evaluations community-based programs. This may involve developing proposal and funding applications outlining your plans for your employer or external bodies. You will most often do this as part of a collaborative team. This assessment is a practical application of that kind of task.
In this assessment task, you are required to research and write a project proposal as part of a team. The proposal will be to explore the health of a population related to a topic from assessment 1. There are two components to this task:
1. Part A - written project proposal (40%)
2. Part B - individual contribution to group work (10%)
See the Assessment 2 information, under the 'Assessments' tile on the unit Moodle site, for more detailed assessment information and criteria for these components.
To develop the task, your team should:
- complete the 'Team Charter' (template available on the unit Moodle site, under the Assessment 2 information)
- synthesise a review of literature related to the topic, leading to the identification and justification of a gap in current knowledge/practice - i.e. a research question to be addressed
- formulate a key research question. It is strongly advisable you check this with the Unit Coordinator to ensure appropriateness and feasibility
- develop and evidence-based proposal (i.e. based on theory and research to justify your design, methods and ethical considerations)
- complete your written proposal using the 'Project Proposal Template' (available on the unit Moodle site, under the Assessment 2 information)
- keep group meeting agendas and minutes, and submit these and your team charter along with your written proposal.
See the unit Moodle site for full task guidelines and templates.
Group work information
This task is a group-based task. Further information about group formation will be provided on the unit Moodle page and in tutorials by week 6 of term, and you will be facilitated to form groups. Please check the Moodle site throughout the term for updates and information about this.
You will be supported in the management of your group work through resources such as the 'Team Charter' and the requirement to keep a folio of group meeting agendas and minutes. Templates and exemplars will be available to illustrate these tools to support you.
As this is a group task, all group members accept the shared responsibility for the academic integrity of the work upon submission. All group members will receive the same marks for the task output (written proposal). A proportion of marks is allocated for individual contribution to the project, which may be differential among group members. In exceptional circumstances, a student may apply to the Unit Coordinator for a differential mark for the task output but must have thorough documentary evidence to support the application.
Generative AI and this Assessment
Level 2: AI Planning. You may use AI for planning, idea development, and research. Your final submission should show how you have developed and refined these ideas.
Further support
If you require further academic support with this assignment, please utilise the range of resources available through the CQUniversity Library and Academic Learning Centre (ALC) for support with academic skills including:
- understanding and interpreting assessment task requirements and rubrics
- researching (including developing effective search terms, and effectively utilising search databases)
- writing (including paraphrasing, synthesising, critical appraisal)
- referencing (including what, how and where to reference appropriately)
Exam Week Wednesday (10 June 2026) 4:00 pm AEST
Two weeks following completion of the task
See the marking rubric on the Moodle site (under Assessment 2 information) for further details of the levels of attainment (e.g. HD, D, C, P, F) for the criteria.
WRITTEN REPORT (80% / 40 marks)
- Relevance (30% / 15 marks) (i.e. the appropriateness and context of the content)
- Validity (30% / 15 marks) (i.e. the strength of the evidence and quality of references)
- Organisation and Presentation (20% /10 marks) (i.e. the structure, writing and referencing)
INDIVIDUAL CONTRIBUTION (20% / 10 marks)
- Contribution to the team (effectiveness, timeliness, equity and accountability, communication and interpersonal engagement)
No submission method provided.
- Interpret epidemiological data and practice within social and cultural contexts, theories and frameworks for effective and ethical knowledge transfer and exchange
- Argue for a population health outcome using relevant research methods and approaches
- Apply ethical and professional practice capabilities in the use and communication of epidemiological information, including ethical use of generative Artificial Intelligence (genAI) and collaboration capabilities.
As a CQUniversity student you are expected to act honestly in all aspects of your academic work.
Any assessable work undertaken or submitted for review or assessment must be your own work. Assessable work is any type of work you do to meet the assessment requirements in the unit, including draft work submitted for review and feedback and final work to be assessed.
When you use the ideas, words or data of others in your assessment, you must thoroughly and clearly acknowledge the source of this information by using the correct referencing style for your unit. Using others’ work without proper acknowledgement may be considered a form of intellectual dishonesty.
Participating honestly, respectfully, responsibly, and fairly in your university study ensures the CQUniversity qualification you earn will be valued as a true indication of your individual academic achievement and will continue to receive the respect and recognition it deserves.
As a student, you are responsible for reading and following CQUniversity’s policies, including the Student Academic Integrity Policy and Procedure. This policy sets out CQUniversity’s expectations of you to act with integrity, examples of academic integrity breaches to avoid, the processes used to address alleged breaches of academic integrity, and potential penalties.
What is a breach of academic integrity?
A breach of academic integrity includes but is not limited to plagiarism, self-plagiarism, collusion, cheating, contract cheating, and academic misconduct. The Student Academic Integrity Policy and Procedure defines what these terms mean and gives examples.
Why is academic integrity important?
A breach of academic integrity may result in one or more penalties, including suspension or even expulsion from the University. It can also have negative implications for student visas and future enrolment at CQUniversity or elsewhere. Students who engage in contract cheating also risk being blackmailed by contract cheating services.
Where can I get assistance?
For academic advice and guidance, the Academic Learning Centre (ALC) can support you in becoming confident in completing assessments with integrity and of high standard.
What can you do to act with integrity?