Student products — dynamic exams
Dynamic Exams — AI competency exams
Traditional exams test a fixed question paper. Dynamic exams test the person: a conversational competency assessment that adapts to the learner's studied material and evidence while remaining anchored to the academic outcomes a qualification is accredited to certify.
Dual grounding: the whole point
Every exam starts with two things: the learner's actual study context, and the required outcomes they need to demonstrate. The assessment keeps those aligned so the experience feels personalized without drifting away from the accredited standard.
Questions draw only from the sections of the challenging peer-reviewed academic article the learner actually read.
Staff set the required comprehension coverage for that article, so the exam checks the intended learning value rather than generic recall.
Questions are tailored from a review of detailed student learning activity within the course, making the conversational exam relevant to that learner.
Course intended learning outcomes define what must be demonstrated across Knowledge, Skills, and Competence.
Questions are grounded in workplace learning captured by StudyTrack Companion as employees build a live record of activity, reflection, and evidence.
The relevant role, program, or qualification outcomes define what the learner must demonstrate while the work is happening.
Questions are generated from the learner's own evidence, such as a CV, portfolio, certificates, or work samples.
The target degree provides the required standard: degree outcomes, course list, intended learning outcomes, European Credit Transfer and Accumulation System (ECTS) credit, and European Qualifications Framework (EQF) level.
In each use case, questions stay bound to learner materials or evidence while the result is judged against the required outcomes, not copied from them.
Personalized
Evidence-grounded assessment
Dynamic exams ask questions that reflect the learner's actual study context, submitted evidence, or workplace learning record. The experience is personalized, but the assessment remains anchored to what the learner must demonstrate.
Questions reflect the materials, activity, evidence, or workplace record the learner actually brings to the exam.
The exam stays relevant to what the learner studied, produced, or can prove without becoming a generic test.
Personalization shapes the path through the exam while keeping attention on what the learner must demonstrate.
Assured
Standards-aligned, support-aware decisions
The learner experience can vary, while the decision remains held to the approved standard. Support, scoring rules, boundaries, and reviewable records give colleges a clear basis for academic judgment.
Learners are assessed against the required outcomes for the course, role, program, or qualification.
Support is available inside the exam, but it is visible in the record and reflected in scoring.
Time, answer, and attempt boundaries keep each exam controlled, finite, and comparable.
Institutions can review the assessment record where academic or regulatory assurance requires it.
Grading and competency mapping
Every score is explainable: a rubric, a visible record of support used, finite session boundaries, and academic oversight produce a defensible competency result.
Each question is assessed against a coverage rubric tied to the intended outcomes, so scores reflect demonstrated understanding rather than keyword matching.
Learner support is visible in the record and reflected in scoring, allowing productive assistance without treating supported and unsupported answers as equivalent.
Exam sessions are finite: answer limits, attempt limits, and time boundaries keep the assessment controlled and comparable.
Session outcomes are carried forward according to academic policy, so the final result reflects a valid demonstration within the approved assessment rules.
Where results inform credit or exemption, the output supports academic judgment; it does not replace the academic team's final decision.
Integrity and fairness
Grounding, outcome alignment, finite boundaries, and human review keep the exam rigorous without turning the experience into a generic test.
Grounding
Questions and expected answers are constrained to approved learner materials or submitted evidence, so the exam stays answerable from the record under review.
Alignment
The exam is judged against the relevant course, role, program, or qualification outcomes, including the level and credit expectations where applicable.
Dynamic learning support
Provides progressively stronger hints so learners can keep moving and demonstrate what they know, with scoring that reflects the level of support used.
Human in the loop
Credit-bearing or progression-sensitive outcomes remain subject to academic review and approval.
Why it matters
The bridge between doing the work and meeting the standard
For learners
Dynamic exams meet learners where they are — grounded in what they studied or can prove — while still holding them to the accredited standard.
For colleges
Competency assessment that scales without writing a new exam paper for every cohort, with a rubric and audit trail behind every score.
For regulators
Dynamic exams are combined with traditional exams in order to demonstrate, in a more personalized and contextualized way, how the learners' studies have mapped onto the standard central skills, knowledge, and competencies of a degree or course.