Overview
While organisations can collect a large amount of data about their operations, a continual challenge they face is extracting useful information from that data. Dashboards summarise key information using visualisations and interactive reports. Dashboards are therefore an important tool in supporting decision making in an organisation. In this unit, you will learn how to design dashboards. You will develop skills to condense and encapsulate the characteristics of data, making it easier to analyse trends to drive effective decision-making. You will also learn creative ways to present the insights and findings of data using data visualisation tools and techniques.
Details
Pre-requisites or Co-requisites
There are no requisites for this unit.
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 - 2025
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 Self and Student Evaluation
The lecture material needs more detail on Data Analysis Expressions.
The lecture materials for week five should be revised and augmented with additional resources.
- Explain the fundamentals of dashboard design and data visualisation
- Compare different dashboard design and data visualisation tools
- Explain the application of dashboard design and visualisation in summarising key information
- Identify the best practices in implementing dashboard design
- Design and implement a dashboard for a business case.
The Australian Computer Society (ACS) recognises the Skills Framework for the Information Age (SFIA). SFIA is adopted by organisations, governments and individuals in many countries and provides a widely used and consistent definition of ICT skills. SFIA is increasingly being used when developing job descriptions and role profiles. ACS members can use the tool MySFIA (https://www.acs.org.au/professionalrecognition/mysfia-b2c.html) to build a skills profile.
This unit contributes to the following workplace skills as defined by SFIA 7 (https://www.sfia-online.org/en). The SFIA code is included:
Data Visualisation VISL
Analytics INAN
Business Analysis BUAN
Alignment of Assessment Tasks to Learning Outcomes
Assessment Tasks | Learning Outcomes | ||||
---|---|---|---|---|---|
1 | 2 | 3 | 4 | 5 | |
1 - Online Quiz(zes) - 20% | |||||
2 - Practical Assessment - 30% | |||||
3 - Project (applied) - 30% | |||||
4 - Presentation - 20% |
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 - Aboriginal and Torres Strait Islander Cultures |
Alignment of Assessment Tasks to Graduate Attributes
Assessment Tasks | Graduate Attributes | |||||||||
---|---|---|---|---|---|---|---|---|---|---|
1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | |
1 - Online Quiz(zes) - 20% | ||||||||||
2 - Practical Assessment - 30% | ||||||||||
3 - Project (applied) - 30% | ||||||||||
4 - Presentation - 20% |
Textbooks
Microsoft Power BI Dashboards Step by Step
Edition: 1 (2018)
Authors: Errin O'Connor
Microsoft Pres
ISBN: 9781509308033
Learning Microsoft Power BI
(2022)
Authors: Jeremey Arnold
O'Reilly
ISBN: 9781098112837
The Big Book of Dashboards: Visualizing Your Data Using Real-World Business Scenarios
(2017)
Authors: Steve Wexler, Jeffrey Shaffer, Andy Cotgreave
Wiley
ISBN: 9781119283089
IT Resources
- CQUniversity Student Email
- Internet
- Unit Website (Moodle)
- Zoom capacity (webcam and microphone) will be required for online students
- Microsoft Power BI
All submissions for this unit must use the referencing style: Harvard (author-date)
For further information, see the Assessment Tasks.
s.kutty@cqu.edu.au
Module/Topic
Data Visualisation: Introduction to Power BI, architecture and administration
Chapter
Book 1: Microsoft Power BI Dashboards by Errin O’Connor
Chapters: 1 and 2
Events and Submissions/Topic
Module/Topic
Dashboard use: Visuals in Power BI and report development
Chapter
Book 1: Microsoft Power BI Dashboards by Errin O’Connor
Chapters: 2 and 3
Events and Submissions/Topic
Module/Topic
Designs of Executives Sales Dashboards and Report generation using Power BI
Chapter
Book 1: Microsoft Power BI Dashboards by Errin O’Connor
Book 2: The Big Book of Dashboards: Visualizing Your Data Using Real-World Business Scenarios by Steve Wexler; Jeffery Shaffer; Andy Cotgreave
Chapter 5 in both Book 1 & Book 2
Events and Submissions/Topic
Module/Topic
Reports using Microsoft EXCEL
Chapter
Book 1: Microsoft Power BI Dashboards by Errin O’Connor
Chapter: 4
Events and Submissions/Topic
Assessment-1 First Quiz due during Tutorials
Module/Topic
Data Analysis Expression (DAX)
Chapter
Power BI documentation from https://docs.microsoft.com/en-us/power-bi/
Book 1: Microsoft Power BI Dashboards by Errin O’Connor
Chapter: 14
Events and Submissions/Topic
Module/Topic
Revise all previous lecture slides and tutorial work
Chapter
Revise all previous lecture slides and tutorial work
Events and Submissions/Topic
Module/Topic
Power BI reports from Access database
Chapter
Power BI documentation from https://docs.microsoft.com/en-us/power-bi/
Events and Submissions/Topic
Module/Topic
Visualisation and gateways
Chapter
Power BI documentation from https://docs.microsoft.com/en-us/power-bi/
Events and Submissions/Topic
Module/Topic
Power BI Pro (service) and Dashboard creation
Chapter
Power BI documentation from https://docs.microsoft.com/en-us/power-bi/
Events and Submissions/Topic
Module/Topic
Power BI reports from MySQL
Chapter
Power BI documentation from https://docs.microsoft.com/en-us/power-bi/
Events and Submissions/Topic
Module/Topic
Emerging Trends and Technologies
Chapter
There is no specific chapter from any textbook. Custom made lecture slides are available on the Moodle unit website, where the references are provided at the end of the slides.
Events and Submissions/Topic
Assessment-1 Second Quiz due during Tutorials
Module/Topic
Case Study: Power Plant Operations and Monitoring
Case Study 1: Web Analytics Dashboard
Chapter
Book 2: The Big Book of Dashboards: Visualizing Your Data Using Real-World Business Scenarios by Steve Wexler; Jeffery Shaffer; Andy Cotgreave
Chapters: 9 & 13
Events and Submissions/Topic
Business Report (30%) Due: Week 11 Monday (26 May 2025) 11:00 pm AEST
Module/Topic
Case Study 2: Hospitality Dashboard for Hotel Management
Chapter
Book 2: The Big Book of Dashboards: Visualizing Your Data Using Real-World Business Scenarios by Steve Wexler; Jeffery Shaffer; Andy Cotgreave
Chapter: 15
Events and Submissions/Topic
Students will deliver their presentations during Tutorials.
Submit your unit evaluation
Presentation (20%) Due: Week 12 Monday (2 June 2025) 11:00 pm AEST
Unit Coordinator: Dr. Sangeetha Kutty
Level 21, 160 Ann Street, Brisbane Campus
Email: s.kutty@cqu.edu.au (Preferred Contact)
1 Online Quiz(zes)
This assessment is designed to reinforce the content taught each week. This is an individual assessment that should be submitted during tutorial day. Campus students will participate in their tutorial day with a tutor, and distance students will participate in the online tutorial day with the coordinator. You will complete two quizzes in Week 4 and Week 10 based on your lecture slides, recorded lectures, tutorial content, and respective book chapters. You will get 10 questions in each quiz. Each quiz lasts 30 minutes, and only one attempt is allowed. This assessment contributes to 20% of the total marks.
2
Other
In Week 4 and Week 10 tutorial day.
One week after the due date.
Assessment 1 will be marked based on the following criteria.
Each quiz is worth 10 marks
Total: 20 marks
- Compare different dashboard design and data visualisation tools
- Identify the best practices in implementing dashboard design
- Communication
- Problem Solving
- Critical Thinking
- Information Technology Competence
2 Practical Assessment
This assessment is aligned with Learning Outcomes 1, 2, and 3 and is an individual task. It must be submitted in Week 5.
For this assessment, you will complete data manipulation exercises using Power BI, enabling you to gain insights from data through interactive visualisations. Each week, you will be presented with a data-related challenge and explore Power BI’s data visualisation capabilities to analyse and interpret the data.
This assessment is designed to strengthen your understanding of data formats, retrieval methods, and analysis techniques. Details of the challenges will be provided via the Moodle unit website in Week 2.
This assessment contributes 30% of the total module marks.
Week 5 Friday (11 Apr 2025) 11:00 pm AEST
Online via Moodle
Week 7 Friday (2 May 2025)
Within two weeks of submission via online Moodle.
The assessment will be evaluated based on the following criteria:
- Knowledge and Understanding – Demonstrates a clear understanding of the topic and the given problem.
- Analytical Skills and Technical Literacy – Uses appropriate analysis techniques to interpret data effectively.
- Discussion and Justification – Evaluates the relevance of the findings based on the analysis.
- Referencing and Citation – Properly includes references and citations where necessary.
Mark Distribution
Submitted screenshots of all questions – 5 marks
Analysis of the generated output – 20 marks
Quality of the written report – 5 marks
Total: 30 marks
- Explain the fundamentals of dashboard design and data visualisation
- Compare different dashboard design and data visualisation tools
- Explain the application of dashboard design and visualisation in summarising key information
- Communication
- Problem Solving
- Critical Thinking
- Information Literacy
- Information Technology Competence
- Social Innovation
3 Project (applied)
This is a group assessment contributing to Learning Outcomes 1, 3, 4, and 5. As a group (with two to four members), you will produce a business report in the standard business format. A report template will be provided on Moodle.
For this assessment, you will analyse a case study and provide recommendations to an organisation regarding data processing and data analysis. Your objective is to generate meaningful insights from their data. Additionally, you will develop an analytical dashboard using Power BI to present and visualise your analysis effectively.
The assessment is marked out of 100 and constitutes 30% of the total marks. While this is a group task, your individual contribution will determine your marks, and the marking criteria will be available on Moodle.
Note: Students should complete this assessment as a group. However, if you have a genuine issue and are unable to participate in a group, please contact your unit coordinator by week 5.
Please refer to the module’s Moodle site for a detailed description of the task.
Week 11 Monday (26 May 2025) 11:00 pm AEST
Online via Moodle
Feedback and marks for this assessment will be released on the certification date as this unit does not have an exam.
Your business report assessment will be evaluated based on the following criteria:
- Knowledge and Understanding – Demonstrates a strong understanding of the topic through the selection, analysis, and presentation of relevant data.
- Communication and Information Literacy – Effectively conveys insights with clear discussion, logical structure, and well-supported interpretations. Engages in collaborative dialogue with group members, sharing ideas clearly and providing supporting evidence to help the group succeed.
- Technical Literacy – Showcases proficiency in selecting and integrating appropriate elements within the report, including data visualisation where applicable.
- Critical Discussion – Assesses the relevance, accuracy, and appropriateness of the included elements, particularly with respect to the dashboard.
- Referencing and Citations – Uses credible sources and correctly applies referencing standards to support findings.
- Report Structure and Presentation – Follows a professional structure with well-organised sections, proper formatting, and clear readability.
- Milestone – Achieves key milestones in Week 5 (forming groups and reporting to the unit coordinator) and Week 9, ensuring the timely completion of specific report sections.
Report Structure
- Title Page – Includes report title, author name, student ID, and date of submission.
- Executive Summary – Provides a concise summary of key findings, insights, and recommendations.
- Table of Contents – Lists report sections with corresponding page numbers.
- Introduction – Outlines the background, purpose, scope, and objectives of the report.
- Data Preprocessing – Describes data cleaning and preprocessing steps with justifications.
- Analysis and Discussion – Interprets findings based on processed data and supported by evidence.
- Dashboard and Technical Components – Explains selected dashboard elements and their relevance.
- Conclusion and Recommendations – Summarises findings and provides actionable recommendations.
- References – Lists properly formatted citations following the required referencing style.
- Appendices (if applicable) – Includes additional supporting materials such as raw data, charts, or screenshots.
For a detailed description of the task and marks distribution, please refer to the unit's Moodle site.
- Explain the fundamentals of dashboard design and data visualisation
- Explain the application of dashboard design and visualisation in summarising key information
- Identify the best practices in implementing dashboard design
- Design and implement a dashboard for a business case.
- Communication
- Problem Solving
- Critical Thinking
- Information Literacy
- Information Technology Competence
- Social Innovation
4 Presentation
This assessment aligns with Learning Outcomes 2 and 5. It is an individual presentation based on Assessment 3, where you will showcase your personal contributions through an in-depth analysis of the study, emerging technologies, and relevant tools used to address the case study.
All students are required to deliver a presentation that includes a demonstration of the dashboard developed by your group in Assessment 3 and responses to individual questions from the lecturer or tutor. The PowerPoint presentation must be submitted by Monday of Week 12, and student presentations will take place during tutorial sessions in the same week.
Week 12 Monday (2 June 2025) 11:00 pm AEST
See the task descriptions
Feedback and marks for this assessment will be released on the certification date as this unit does not have an exam.
The assessment will be evaluated based on the following key aspects of the presentation:
1. Analysis and Critical Thinking
- Demonstrates a well-reasoned and in-depth analysis of the case study within the given context.
- Critically evaluates and compares various tools, assessing their effectiveness and applicability.
- Clearly communicates the significance and impact of the findings, ensuring audience understanding.
- Effectively explains the individual contributions made to Assessment 3.
2. Presentation Structure and Content
- Begins with a strong and engaging introduction, clearly outlining the purpose and key thesis.
- The body of the presentation logically flows from the thesis, presenting information in a structured and coherent manner.
- The conclusion effectively summarises key insights and reinforces the overall argument.
- Includes all necessary components: title slide, structured dashboard demonstration, summary/conclusion slides, and a properly formatted reference list.
3. Slide Design and Visual Presentation
- Uses concise, point-form content rather than full sentences.
- Slide numbers, footers, and minimal text enhance clarity and professionalism.
- Large font sizes and clear contrast between text and background ensure readability.
- Consistent colour schemes, fonts, and layouts contribute to a polished and professional appearance.
- Only relevant visual elements are included to support understanding.
4. Delivery and Engagement
- The presenter is well-prepared and confident.
- Maintains good posture, speaks clearly and audibly, and uses appropriate pacing.
- Effective eye contact with minimal reliance on cue cards (avoiding reading directly from slides or notes).
- Manages time efficiently, ensuring all key points are covered within the allocated timeframe.
5. Accuracy and Mechanics
- Ensures data, charts, and insights are accurately presented and clearly explained.
- Adheres to high standards of spelling, grammar, and referencing.
- Accurately responds to the questions posed by the lecturer/tutor and effectively uses the tool to demonstrate the required tasks.
Total: 20 marks
- Design and implement a dashboard for a business case.
- Communication
- Problem Solving
- Information Literacy
- Information Technology Competence
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?
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