Took the CCAR-P exam last week after about three weeks of practicing with sample questions. Passed, but a few areas gave me more trouble than I expected going in, so I figured I'd share in case it helps anyone else prepping.
The fairness and bias questions were the toughest for me. There was a scenario about a hiring tool with a high match rate against human decisions and no approval gap across groups, and the question wanted you to explain why that still isn't enough to call the tool fair. I understood the concept in theory, matching human decisions doesn't rule out shared bias, and equal approval rates don't mean equal error rates, but actually picking the right two answers under time pressure was harder than reading about it beforehand.
Configuration scope questions also slowed me down more than I thought they would. Knowing the difference between something that should live at the user level versus the project level versus getting enforced org-wide sounds simple until you're staring at five options that all sound reasonable.
What surprised me in a good way was how much stakeholder communication came up. I expected this exam to stay pretty technical, but there were real questions about running feedback sessions across stakeholder groups and actually reconciling disagreements instead of just documenting them and moving on.
I found the Anthropic CCAR-P exam questions page on CertBoosters a couple of weeks before my exam and used the sample questions there to get a feel for how things would actually be asked, which ended up being close to the real thing, especially the scenario-based ones with two correct answers.
Curious if others found the same sections tough, or if I just got an unusual mix. What gave you the most trouble?
