StudyAML is now VYKN Academy. Same practitioners, same platform, one name for the whole regulatory curriculum. What changed
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Training Effectiveness and Comprehension Solution

Training effectiveness, scored and portable

Other providers report on their own courses inside their own systems. TECS measures whether training worked and produces a result that travels: a score the board can read, and a standard other platforms and providers can license.

Driven by a machine-learning measurement model

In development. Effectiveness scoring arrives in VYKN Assure first; licensing to other platforms follows.

Four stages
1. BaselineEstablish a fair reading and response baseline for each learner, so speed and ability are not confused with attention.
2. VerifyTest understanding during and immediately after training, in the decision rather than the definition.
3. RetestMeasure retention weeks and months later, across a series already built for repeat contact.
4. IndexScore effectiveness for the learner and the organisation, and show each what to change.

For compliance officers

An early signal. At-risk and recalcitrant learners surface while they are still a training problem, and management attention goes where the risk sits.

For boards and regulators

A defensible record that answers the question regulators now ask: not whether you trained your people, but whether it worked.

For platforms and providers

A licensable standard. Score effectiveness on your own content, in your own system, and report it in a form your clients' regulators will recognise.

What the model does

Measurement, not guesswork

The TECS model learns each learner's fair baseline, then reads how they engage with a scenario: time on the decision, the path to the answer, recall without back-reference, and retention when retested. It turns those signals into an effectiveness index, and it explains the index, so a compliance officer can act on it and a regulator can follow it.

CalibratedBaselines are per learner, so speed and ability are not mistaken for attention.
ExplainableEvery score links to the behaviours and records that produced it.
Practitioner in the loopThresholds and interventions are set by compliance professionals, not by the model.
PortableScores travel beyond VYKN, so one standard can cover training from several providers.
TECS licensing

Bring effectiveness scoring to your own platform

For LMS vendors, content providers and compliance consultancies.

Enquire about TECS licensing