All sectors

Education & Research

ScaleJade builds the data infrastructure underneath — and publishes the evaluation work, including the parts that did not flatter the model.

What we see in this sector

Universities hold some of the most sensitive personal data in the country on some of the oldest systems, and are now being asked to evaluate AI tools nobody has benchmarked for their languages or their teaching.

The most sensitive data on the oldest systems

Student records fall squarely under UU PDP, and they usually live in systems built before anyone had to think about consent or retention.

AI tools nobody has benchmarked for you

Institutions are asked to evaluate tutoring and assessment tools scored on English answer accuracy — which says almost nothing about whether they can teach in Bahasa Indonesia.

Reporting that has to reconcile

PDDIKTI submissions have to agree with the systems of record, which is harder than it sounds once three departments each keep their own.

What we build against

  • UU PDP No. 27/2022
  • PDDIKTI reporting
  • PDPA (Singapore)
  • ISO 27001

Frameworks we design and document against.

What we build

Student data platforms under UU PDP

Consent, retention and access control designed into the data model rather than bolted onto the application.

Language model evaluation for teaching

Benchmarks and rubrics that measure pedagogy rather than answer accuracy. TutorBench is ours, and it is published.

Southeast Asian language data practice

Human data collection and annotation for Bahasa Indonesia and regional languages — training and evaluation sets built by people who speak them.

Reporting and records integration

PDDIKTI and internal reporting reconciled against one system of record instead of three.

Proof

Clients and partners

SBM ITB
SMU

Selected work

  • Premier Research Institution

    Cross-Border Data Sovereignty Network

    • Zero Data Breaches
    • Federated Learning Ready
    • Cryptographic Access Control
  • Business & Management Institute

    Immutable Academic Credentialing

    • Tamper-Proof Records
    • Instant Global Verification
    • High-Availability Storage
View the work

Research

Evaluating an AI tool, or modernising student records?

We publish our evaluation work. Read it first, then tell us what you are actually trying to measure.

Talk to an engineer