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Case round›Compare & calibrate

Compare & calibrate

21 handed-in attempts. Scores are a review aid (demo rubric), not a hiring decision.

Score distribution per dimension (1–10)

candidate sample employee pool median (n = 21)

Problem definition

12345678910

Communication

12345678910

AI verification

12345678910

Adaptation

12345678910
AttemptProblem definitionCommunicationAI verificationAdaptationAvgPath
Noor Gupta11512.0Didn't use the AI assistant · Didn't ask anyone · didn't revise
Chiara Takahashi53865.5Verified the assistant against the docs · Asked 2 questions; 2 hidden facts surfaced · revised
Farid Sørensen11512.0Didn't use the AI assistant · Didn't ask anyone · revised
Emeka Adeyemi53865.5Verified the assistant against the docs · Asked 2 questions; 2 hidden facts surfaced · revised
Dmitri Chaudhry53855.3Verified the assistant against the docs · Asked 2 questions; 2 hidden facts surfaced · revised
Leila Xu58956.8Verified the assistant against the docs · Asked 3 questions; 3 hidden facts surfaced · revised
Chiara Jaramillo54865.8Verified the assistant against the docs · Asked 2 questions; 2 hidden facts surfaced · revised
Aiko Bergström53865.5Verified the assistant against the docs · Asked 2 questions; 2 hidden facts surfaced · revised
Ines Eriksen53865.5Verified the assistant against the docs · Asked 2 questions; 2 hidden facts surfaced · revised
Nadia Adeyemi84977.0Verified the assistant against the docs · Asked 2 questions; 2 hidden facts surfaced · revised
Tamsin Whitlock85977.3Verified the assistant against the docs · Asked 2 questions; 2 hidden facts surfaced · revised
Gideon Varga75977.0Verified the assistant against the docs · Asked 2 questions; 2 hidden facts surfaced · revised
Marek Castellanos85977.3Verified the assistant against the docs · Asked 2 questions; 2 hidden facts surfaced · revised
Jonah Xu74966.5Verified the assistant against the docs · Asked 2 questions; 2 hidden facts surfaced · revised
Marek Mensah83624.8Verified the assistant against the docs · Asked 2 questions; 1 hidden fact surfaced · revised
Bram Bergström84977.0Verified the assistant against the docs · Asked 2 questions; 2 hidden facts surfaced · revised
Jada Okonkwo75686.5Used the assistant; no explicit check · Asked 2 questions; 2 hidden facts surfaced · revised
Kofi Chaudhry85977.3Verified the assistant against the docs · Asked 2 questions; 2 hidden facts surfaced · revised
Ximena Achterberg85977.3Verified the assistant against the docs · Asked 2 questions; 2 hidden facts surfaced · revised
Nadia Whitlock22232.3Repeated the assistant's claim · Asked 2 questions; 0 hidden facts surfaced · revised
Valentina Varga99999.0Verified the assistant against the docs · Asked 5 questions; 4 hidden facts surfaced · revised
Pool median7486

Associate Consultant · 2nd year

Sample employee

Problem definition

9

Communication

9

AI verification

9

Adaptation

9

Checked the AI's claim: yes · asked finance: yes · revised: yes

Engagement Manager · Manager

Sample employee

Problem definition

9

Communication

8

AI verification

9

Adaptation

9

Checked the AI's claim: yes · asked finance: yes · revised: yes

Side by side

Similar recommendations, different paths

vs
Marek Mensah

took 38m 20s · bridge 0/5 · 3/5 exhibits

5.0/10

“Profit fell because of the longer Spring Sale and free shipping on online growth, plus a $4M one-off; not rent.”

Final hypothesis: none

Path

  • ✓Verified the assistant against the docs
  • ✓Asked 2 questions; 1 hidden fact surfaced
  • ✓Revised (0 hypothesis changes, final differs from draft)
  • ✓Final names the real drivers

Action sequence

Time axis shared by both cards · AI = assistant · ? = asked a person · E = exhibit · H = hypothesis · Σ = bridge · D/C = draft/challenge · ✓ = final

Key moments

Principal concern

Did not adapt: Maya's new constraints were waved off with "keep as is", the final is unchanged and unsized, and neither Helen nor Tom was ever written to.

Valentina Varga

took 35m 00s · bridge 0/5 · 3/5 exhibits

8.7/10

“Profit fell because the Spring Sale tripled and free shipping grew with online, not rent; a 4-week sale gets profit back to ~$39M.”

Final hypothesis: none

Path

  • ✓Verified the assistant against the docs
  • ✓Asked 5 questions; 4 hidden facts surfaced
  • ✓Revised (0 hypothesis changes, final differs from draft)
  • ✓Final names the real drivers

Action sequence

Time axis shared by both cards · AI = assistant · ? = asked a person · E = exhibit · H = hypothesis · Σ = bridge · D/C = draft/challenge · ✓ = final

Key moments

Principal concern

Reported ~$39M post-action profit but never stated underlying FY26 profit (~$31M) separately, which is the cleaner baseline for the board.