From a former evaluator: Fairness scenarios reveal a lot about how clearly someone thinks. The students who score well aren't the ones who are outraged — they're the ones who pause and ask whether what they're seeing is actually unfair, or just unequal.

This is a fairness scenario — one of the nine core aspects assessed in CASPer. Fairness questions explore your ability to reason through situations where people are treated differently, and to distinguish between treatment that is genuinely unjust and treatment that reflects legitimate differences in need or circumstance.

Scenarios like this appear because the ability to make equitable decisions — treating people according to what they need rather than applying a single standard to everyone — is a core professional skill. In any setting where you work with others, you will encounter situations where someone appears to have received preferential treatment. How you interpret and respond to that shapes the kind of colleague and decision-maker you will be.

What evaluators are assessing here is not whether you feel the situation is unfair. They want to see whether you can examine that feeling critically, consider what information you may be missing, and reason toward a fair and considered position rather than reacting from assumption.

You and your classmates have just received your grades for a major assignment. You notice that a classmate — Sam — received a higher grade than you, despite submitting their work late. You know that late submissions are normally penalised. You worked very hard to meet the deadline and are frustrated by the outcome.

A few days later, you learn through a mutual friend that Sam had been dealing with a serious personal situation at the time of the deadline, which the professor was aware of.

Before you read the analysis below, try it yourself. In the real test you get 60 seconds to read and reflect, then 3 minutes 30 seconds to answer both questions. Read the scenario above, give yourself a moment to think, then start the timer and write your responses. Come back and see how your thinking compares.

3:30
per question set
1

What would you do in this situation?

🟦 Situational
2

What are the pros and cons of the professor applying different standards to different students based on personal circumstances?

🟪 Judgment

This scenario pairs a situational question with a judgment question — a common combination in CASPer. Each requires a different approach.

Question 1 is situational — it asks what you would do. The scenario evolves: you start frustrated, then learn new information. A strong answer shows that the new context changes how you think about the situation, and explains what steps you would take with that fuller picture in mind.

Question 2 is a judgment question — it asks you to weigh a broader principle. The focus is on analysis and reasoning. A strong answer doesn't just list pros and cons — it reaches a considered position on whether differentiated treatment is fair, and why. This is where the distinction between equality and equity becomes central.

Evaluators score each response on how well you engage with the scenario, whether you consider multiple perspectives, and how thoroughly you address the core issues. Here is what separates low, medium, and high responses on this scenario.

Low
  • Stays frustrated after learning about Sam's circumstances
  • Treats different treatment as automatically unfair
  • Focuses only on their own experience, not Sam's
  • Lists pros and cons for Q2 without reaching any position
  • Feels reactive — driven by emotion rather than reasoning
Medium
  • Acknowledges that Sam's circumstances change the picture
  • Recognises the fairness/equality distinction but doesn't develop it
  • Q2 identifies some pros and cons without committing to a position
  • Reasonable thinking that stays at the surface
  • Empathy present for Sam but not fully integrated
High
  • Shows that their initial frustration was based on incomplete information
  • Clearly distinguishes between equality and equity
  • Q2 reaches a considered position — acknowledges the tension but commits to a view
  • Considers Sam's perspective, the professor's reasoning, and broader implications
  • Feels like someone who thinks carefully before concluding

This scenario is designed to test whether your initial emotional reaction shapes your final answer — or whether you can update your thinking when new information arrives. Many students acknowledge Sam's circumstances but still frame the situation as unfair. That inconsistency is exactly what evaluators notice.

The distinction between equality and equity is the conceptual heart of this scenario. Equality means everyone gets the same. Equity means everyone gets what they need. Applying the same late penalty to a student dealing with a serious personal crisis is equal — but it may not be fair. A high-scoring response understands this distinction and applies it to the scenario without being prompted.

The judgment question is also harder than it looks. Students often list reasons for and against differentiated treatment without committing to a view. But evaluators are looking for evidence that you can reason through complexity and still reach a position. Hedging is not neutrality — it is a failure to engage.

  • Treating the situation as unfair even after learning about Sam's circumstances — new information should change your thinking
  • Focusing only on your own experience and ignoring Sam's perspective entirely
  • Assuming you have the full picture — you heard about Sam's situation through a mutual friend, not directly
  • Listing pros and cons for Q2 without reaching a conclusion — that's a medium response, not a high one
  • Conflating fairness with identical treatment — these are not the same thing

CASPer is scored by trained evaluators who assess each response independently. There is no single right answer. What evaluators are looking for is evidence that you can engage thoughtfully with complexity — that you understand the scenario, consider the people involved, reason carefully, and communicate clearly.

For fairness scenarios, high scores come from responses that demonstrate genuine reasoning rather than a reflexive reaction. The ability to revise your initial interpretation in light of new information — and to articulate why — is a mark of strong critical thinking, and it is exactly what these scenarios are designed to reveal.

Practising a range of scenario types — fairness, ethics, collaboration, empathy — is the most effective preparation strategy. Consistency across the full test matters more than any single response.

There is no word count requirement in CASPer. Evaluators are not counting words — they are reading for quality of thinking.

For fairness and judgment scenarios in particular, the depth of your reasoning matters more than the number of points you make. One well-developed argument that engages with the equity/equality distinction will score higher than a list of five surface-level observations. Aim for substance over breadth.

Fairness scenarios assess your ability to distinguish between equal treatment and equitable treatment — recognising that giving everyone the same thing is not always fair if people's circumstances differ. Evaluators want to see that you can reason through competing claims, acknowledge complexity, and reach a considered position rather than reacting from frustration or assumption.

Equality means giving everyone the same thing. Equity means giving people what they need based on their circumstances. CASPer fairness scenarios often test whether you understand this distinction — high-scoring responses show that you recognise accommodations can be fair, not just preferential, when they are based on genuine need.

For judgment questions, acknowledge that both options have merit, analyse the pros and cons of each clearly, and then reach a considered position on which approach is fairest or most effective. Evaluators want to see you commit to a reasoned conclusion rather than sitting on the fence.

For each scenario you get 60 seconds to read and reflect, followed by 3 minutes and 30 seconds to answer both questions. Practising under timed conditions helps you learn how to split your time effectively between the two questions.

The nine core aspects assessed in CASPer are: Collaboration, Communication, Empathy, Fairness, Ethics, Motivation, Problem-Solving, Resilience, and Self-Awareness. Each scenario is linked to one or more of these aspects.


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