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Real Stress-Test Data · Cambridge 9708

Why raw Gemini & ChatGPT fail Cambridge Economics

Raw AI gives polite chat bubbles and hallucinates mark schemes. Marginal delivers deterministic, syllabus-calibrated Cambridge examiner marking, diagram integration, and teacher cohort analytics.

Cambridge 9708/22
Paper 2 Section B/C (Part b)
12 Marks Available

“Assess whether governments should always support the provision of merit goods in markets such as those for education or health care.”

✕

Raw Gemini & ChatGPT

Uncalibrated Generalist LLM Chat

Failed Real Standard
Invented A Hallucinated Mark Scheme

Gemini broke down the 12 marks as: AO1: 3/3, AO2: 4/4, AO3: 2-3/5. That weighting does not exist in Cambridge! Official CAIE 12-mark essays are strictly AO1: 2, AO2: 6, AO3: 4. Candidates preparing this way study the wrong syllabus skills.

Completely Blind to Diagrams

The candidate included an explicit subsidy shift diagram (S → S1, P → P1, Q → Q1). Gemini did not even evaluate the diagram, treating critical Level 3 economic graphical reasoning as plain text.

ChatGPT's Real Disclaimer
“This is my estimated breakdown, not an official Cambridge mark allocation. One important caveat: you haven't included the exact question.”

ChatGPT admitted it did not know the official CAIE bands or the exact question context.

The Result for the Student:

  • Lost in a chat sidebar with 50 other random queries.
  • No syllabus chapter cross-referencing.
  • No school or teacher visibility.
Score: 9-10/12 (Unverified Hallucination)
Cambridge 9708 Calibrated
✓

Marginal Examiner Desk

Grounding: Verified against 5 Cambridge Syllabus Sources

10 / 12Top Band Level 3
AO1 Knowledge2 / 2Level 2 (Max)
AO2 Analysis5 / 6Level 3 Band
AO3 Evaluation3 / 4Level 2 Band
Diagram Synthesised & Validated

Marginal actively parsed the candidate's subsidy diagram: Axes: P/Q, Shifts: S → S1, Incidence on PED. Verified against CAIE textbook standards and credited into Level 3 analysis.

What Worked

Consistent focus on command word "always", valid public choice theory counter-argument.

What Cost Marks

Confused MSB > MPB with producer viability rather than consumer underconsumption.

Actionable Next Step Provided:

“Refine the explanation of positive externalities: explain that consumers only consider MPB, meaning market equilibrium output is below socially optimal output where MSB = MSC.”

Chapters: AS2 Ch 1 & Ch 12Test Your Essay Free

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