Educational proof of concept. Illustrative faculty mock-up, seeded demo data — not connected to a real class roster.
Faculty / Class Evidence View

What a class is struggling with — not just an average

What this shows beyond a single mark: where a cohort's reasoning breaks down, so teaching time goes where it's needed.

DEMO MODE Seeded cohort data for demonstration — nothing below is a real class roster.
This is a functional mock-up using seeded, illustrative class data — it is not wired to a real institutional roster or backend. The underlying evidence schema (docs/EVIDENCE_SCHEMA.md) is designed so this view could later be populated from real per-student evidence records or an LMS integration. Every number below is demonstration data, not observed production evidence.

Class capability snapshot — Contract Law, Section A Seeded Demo Cohort

n=42, illustrative

Rule Knowledge
Strong
Issue Spotting
Developing
Case Application
Moderate
Legal Reasoning
Moderate
Authority Selection
Weakest
Drafting & Communication
Developing
AI Verification
Strong / Moderate

What the evidence suggests Illustrative Insight

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Class weakness: authority selection. Illustrative Insight

Students often identify the correct doctrine but struggle to distinguish superficially similar authorities — on the ABC Components authority table, most students who missed the "most applicable" pick chose Fateh Chand (jumping to remedy before formation is settled) or Carlill (keyword overlap on "offer and acceptance") rather than assessing factual fit.

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Students can state the rule but struggle to identify the issue in complex facts. Illustrative Insight

Rule Knowledge sits at 84% while Issue Spotting sits at 49% — a gap consistent with students who know s.7 exists but don't reliably spot the counter-offer buried in the supplier's "confirmation" email. 9 students in this seeded cohort have been flagged for targeted issue-spotting remediation.

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A group accepts AI conclusions without adequate verification. Illustrative Insight

12 of 42 seeded students accepted the AI Critique exercise's "automatically arose" framing as correct before revealing the model discussion — accepting an AI conclusion without checking the underlying authority.

Students are ready for a more independent client-file mission. Illustrative Insight

Students scoring "Demonstrated" or higher on both Case Application and Issue Spotting are a reasonable cohort for a follow-up file with no scaffolded fact-to-issue table at all.

Recommended focus for next session.

A short authority-hierarchy drill — distinguishing "relevant keyword" from "relevant fact pattern" — before the next Decision Lab, based on the authority-selection gap above.

Individual learner drill-down Seeded Demo Cohort

A few seeded profiles showing how individual capability patterns differ even within one cohort — this is what makes a class-level average misleading on its own. Not connected to the real evidence engine.