SCORE Top-quartile against professional benchmark
OBSERVATION Preferred real feedback over reading another article about marketing.
"I'd rather submit something rough and get real feedback than read another article about marketing."
SCORE Top-quartile against professional benchmark
OBSERVATION First time working on a real company dataset outside of coursework.
"I didn't know I could do this kind of work without a job."
SCORE Top-quartile against professional benchmark
OBSERVATION Scoring drove repeat engagement. Returned specifically to see feedback.
"The scoring is the part that makes me come back."
SCORE Professional benchmark: strong reasoning section
OBSERVATION Completed within 90 seconds of first interaction after we cut the heavy onboarding.
"I wanted to do something real immediately."
SCORE Professional benchmark: clear trade-off documentation
OBSERVATION Personalized feedback on the specific submission outperformed generic career advice.
"I want to know what I did right and what to fix."
SCORE Professional benchmark: well-structured hypothesis
OBSERVATION Per-submission feedback became the core engagement loop. Generic skill assessments were ignored.
"Tell me what to fix on this piece, not what to learn next in general."