International Baccalaureate 2020 calculated grades algorithm lowers student scores

After canceling May 2020 exams due to COVID-19, the International Baccalaureate Organization used an opaque algorithm to calculate final grades. This resulted in unexpectedly low scores for many students, threatening their university admissions and scholarships.

International Baccalaureate Organization · Incident Jul 6, 2020 · Indexed Jun 22, 2026 · 3 sources

The IBO used an opaque grading algorithm that produced unexpectedly low scores, leaving students' futures to a black box.
What
After canceling May 2020 exams due to COVID-19, the International Baccalaureate Organization used an opaque algorithm to calculate final grades.
Incident date
Jul 6, 2020
Who
International Baccalaureate Organization
Failure mode
Brand & Safety Incident
AI surface
Algorithmic Decision
Severity
High

What happened

The International Baccalaureate Organization cancelled its May 2020 final exams and used an automated system to calculate student grades. On July 6, 2020, results for over 174,000 students were published. Many students received scores lower than their predicted grades, causing widespread panic and risking university admissions.

What broke inside the model

Failure path · mode profile · Brand & Safety Incident
  1. 01 · TriggerA user prompts the model in public view.
  2. 02 · Model stepThe model produces unsafe or off-brand output.
  3. 03 · Control gapNo filter holds the line before publish.
  4. 04 · FailureThe output goes public unchecked.
  5. 05 · ConsequenceA reputational or safety incident lands.

A contained signal crosses into output that goes public.

The system used an undisclosed algorithm to combine predicted grades and internal assessments. This lack of transparency created a black box where students could not verify why their final grades were lowered.

Public visibilityHigh
Regulatory exposurePossible
Customer impactClass-wide
Financial impactUnknown
Time to disclosureDays
  1. PressAlgorithm used for IB scores this year blamed for students' low marksinsidehighered.com
  2. PressIB Betrayal: How the IBO Failed Its Students in 2020global-geneva.com
  3. PrimaryCOVID-19 AND THE INTERNATIONAL BACCALAUREATEtandfonline.com
Permalinkhttps://failureindex.ai/failures/international-baccalaureate-2020-calculated-grades-algo
CitationAI Failure Index. "International Baccalaureate 2020 calculated grades algorithm lowers student scores" (FI-0599). Realm Labs. https://failureindex.ai/failures/international-baccalaureate-2020-calculated-grades-algo (indexed Jun 22, 2026).
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Data fields CC-BY 4.0, prose citation permitted. Incident ID FI-0599. Full dataset at /data.

Note from Realm Labs, the Index steward

How Realm would have caught this

Controls for this failure mode
  • Prism
  • OmniGuard
  • AI Detection & Response (AIDR)

Realm watches the model's internal state for the signature of unsafe or off-brand generation and can block or reroute the output before it becomes public, in real time rather than after it has been screenshotted.