Case Study
The University of Western Australia Reforms Assessment to Strengthen Academic Integrity using Cadmus
The University of Western Australia partnered with Cadmus to reform assessment design and strengthen academic integrity—achieving higher pass rates, improved student experience, and a reduction in academic integrity workload.

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Highlights
92%
Educators Reduced Academic Integrity Workloads
14.01%
Average Student Turnitin Similarity Score
88.77%
Students Received a Passing Grade
The University of Western Australia’s Challenge:
The University of Western Australia (UWA) embarked on an assessment reform journey, which focused on transitioning to authentic assessments and enhancing assessment design to strengthen the student experience, support learning and success in assessment and foster academic integrity.
Rather than increasing technological capabilities to catch academic misconduct, the University of Western Australia was seeking to improve assessment quality and support to enhance students’ sense of belonging and connection to the university.
The university partnered with Cadmus to mobilise its assessment reform journey, which centred around the following objectives:
- Transition away from high-stakes invigilated exams and implement alternative authentic assessments, which will support students in their workplace competency where integrity, problem-solving and continuous learning are required.
- Design assessments that will scaffold students through the development of their assessment, promote learning, and academically honest behaviour.
- Provide students with timely feedback in assessment as a means to foster academic integrity and support the development of self-regulating skills among learners.
- Support faculty stakeholders and educators through the appropriate tools and resources to successfully enhance assessment literacy and assessment quality institution-wide.
“Cadmus has supported the University of Western Australia to implement high-quality authentic assessments that scaffold students through the process, support authentic engagement and learning, and improve academic integrity. With the recent emergence of AI-Language Models, the university has leant on Cadmus’ assessment design capabilities to provide students with a supportive and guided assessment experience to deter misuse of AI-Language Models. The Cadmus platform focuses on educating and supporting students to success rather than trying to catch misconduct at the point of submission, which aligns with the university’s approach to academic integrity.”
Cadmus Solution
Cadmus enhanced academic integrity outcomes across the University of Western Australia through high-quality scaffolded assessments and a supportive student working environment, which provided point-of-need academic integrity guidance, support resources, and access to real-time educator feedback.
Authentic, Scaffolded Assessments for Every Discipline
Cadmus’ end-to-end assessment capabilities enabled UWA educators to seamlessly implement alternative authentic assessments through pre-built, scaffolded assessment templates suitable for every academic discipline and assessment type.
Cadmus assessment templates have been developed on the principles of best-practice assessment design, which supported authentic student engagement, inclusive and equitable assessment experiences, and enhanced academic integrity across the university.
Further, within Cadmus, educators were supported with assessment analytics at both cohort and individual student levels. These rich insights enabled educators to understand assessment quality and improve assessment design to deliver a well-structured, engaging learning experience every time.
Guided Student Workspace to Support Assessment Outcomes
For UWA students, the Cadmus student workspace enabled the ability to draft assessments with academic guidance and support, receive real-time educator feedback, and submit with confidence through one intuitive environment.
While working through assessment tasks in Cadmus, students were supported with scaffolded assessment checklists, readily available academic resources, educative nudges prompting students to re-write or paraphrase work that appeared inauthentic, and custom time reminders to guide timely assessment progression.
Cadmus’ supportive features enabled UWA students of varying locations and backgrounds to clearly understand their assessment requirements, engage authentically with the task at hand and deterred opportunity for academic misconduct.
Balanced Approach to Academic Integrity and AI-Language Models
The Cadmus platform has been built on rich pedagogical principles to support students throughout the learning and assessment process, taking a balanced approach to academic integrity through education, prevention and detection.
To assure the authenticity of student work presented for grading, UWA stakeholders and educators benefited from Cadmus Academic Integrity Assurance Analytics, which monitors the process around student assessment construction. Analytics show how many hours a student has spent writing their assessment, if work was copied, pasted or transcribed into Cadmus and if the work appears inauthentic - including through the use of AI-Language Models.
Providing UWA educators with real-time insights into student assessment progression and working behaviours enabled early intervention for students who appeared at risk of academic misconduct, enabling the ability to guide them back on track before the point of submission.
Cadmus Approach
Cadmus completed the following major phases of work for the University of Western Australia to support seamless implementation of high-quality authentic assessments and assurance of academic integrity in an online environment.
Assessment Re-Design to Support Academic Integrity
The Cadmus Academic Team redesigned all applicable UWA assessments for an online environment prior to the commencing semester, ensuring assessments promoted an inclusive and equitable experience, student engagement and academic integrity.
Customised Setup of Academic Integrity Resources into Cadmus
The Cadmus student workspace was customised with UWA’s assessment support resources to foster academic integrity through point-of-need guidance, which included Academic Skills Guidance, Academic Integrity Policies and AI-Language Model Education.
Education Forums on Assessment Design and Academic Integrity
Cadmus supported UWA senior stakeholders and educators with regular 1:1 and group education sessions on best-practice assessment design for an online environment and harnessing Cadmus Academic Integrity Analytics to promote successful assessment outcomes and to support academic integrity.
Supportive AI-Language Model Resources
Through the advent of AI-Language Models, Cadmus updated the UWA student workspace to incorporate pre-assessment educational guidance on the appropriate and inappropriate use of AI, in addition to declarations of acknowledgement to support academic integrity. In addition, Cadmus continues to support UWA senior stakeholders and educators with training on platform capabilities to identify and minimise opportunities for misuse.
The University of Western Australia’s Outcomes
Cadmus supported UWA to achieve the following enhanced assessment and academic integrity outcomes. Student results reflect 53,898 unique student outcomes between 2021 – 2023 to date.
Student Outcomes
Improved Student Assessment Experience
89.29% of students reported a positive assessment experience when supported by Cadmus, which is an 18.69% increase on pre-Cadmus results, as measured against the National Student Experience Survey, 2020.
Increased Assessment Pass Rates
88.77% of students received a passing grade, directly attributed to the educative and supportive environment within the Cadmus platform, which improves students’ ability to understand, progress and submit assessments with confidence.
Improved Academic Integrity
14.10% was the average student Turnitin similarity score, with Turnitin’s benchmark of below 20% indicating authentic student work. Amongst all students supported by Cadmus, only 9.87% presented at risk of academic misconduct through Cadmus Academic Integrity Assurance Analytics, which enabled educators to seamlessly identify, contact and support students to success.
Enhanced Feedback Utilisation
57.12% of students accessed assessment feedback prior to submission through the Cadmus platform, which fostered academic integrity and supported improved pass rates across the institution.
Greater Engagement with Assessment Tasks
Cadmus Assessment Analytics showed measurable, authentic student engagement with assessment tasks.
It was seen that on average, students completed their assessments in Cadmus over 6 unique working sessions, received 3 educative nudges each prompting them to paraphrase or re-write work that appeared inauthentic and accessed in-app academic resources 8 times to successfully progress through assessment and foster academic integrity.
Educator Outcomes
Improved Assessment Design Capabilities
97% of educators agreed that Cadmus reduced assessment administration workloads attributed to setting up new assessments and improved assessment literacy.
Reduced Academic Integrity Workloads
92% of educators agreed that Cadmus improved their ability to identify and support students at risk of academic misconduct before the point of submission, therefore reducing workloads attributed to academic integrity investigations.
"Cadmus enables educators to effectively scaffold assessments for optimal student learning and to provide formative feedback that leads to better outcomes on final assessments. When students understand what is expected of them, when they are guided through the process, there is less reason for them to engage in inauthentic or dishonest assessment practices. Cadmus analytics measure student engagement and can be harnessed to give students useful feedback on the way they approach their assessments. Over three years of using Cadmus, 100% of my students have reported a positive assessment experience."
Category
Academic Integrity