Assessment
Combine observations and assessment signals to understand a learner’s starting point.
Make the next step
relevant to the learner.
Assessment, Reporting, Recommendation, and Curation connect a learner’s developmental picture with purposeful practice.
Reporting
Turn developmental patterns into insights that parents and educators can understand.
Recommendation
Identify what to work on and suggest a pathway relevant to the learner.
Curation
Select appropriate activities and refine practice as new information emerges.
ASSESS → UNDERSTAND → ACT → REVIEW ↺
How it becomes personalSignals in context.
Signals in context.
Practice with a purpose.
Observations and performance signals are organized around developmental indicators. Reporting makes patterns understandable. Recommendation and curation connect those patterns with activities that can be practised and reviewed.
Information collected before, during, and after support helps describe progress. It does not, on its own, prove that the intervention caused every change.
Explore FIST: how an activity can be personalized
Frequency: how often to practise.
Intensity: the challenge or demand of the activity.
Speed: the pace at which it is performed.
Time: the duration of practice.
Explore the data and developmental framework
Parentof reports 400 million learning and behavioral data points, 50,000+ longitudinal users, and a developmental framework spanning 1,500+ micro-abilities. These describe the company’s platform foundation. Individual evaluations use separate samples and measures.
Read the model-review documentation
The 2017 NIMHANS letter concerns parental developmental reporting and guidance. The 2022 exploratory comparison evaluated recommendation speed, 30+ parameters, FIST personalization and developmental coverage against a manual expert workflow.
2022 exploratory comparison · NIMHANS professor’s reviewARRC Engine vs.
ARRC Engine vs.
manual expert recommendations.
Under 20 seconds. 30+ parameters. Personalized to each child.
<20 secEngine recommendation
2 daysManual workflow evaluated
30+Parameters per engine recommendation
A comparison of developmental activity recommendations in a specific exploratory study—not a measure of diagnostic or treatment superiority.
Explore the full comparison ↗Every child has potential.
Let’s build what comes next.
For schools, families, researchers, and learning partners.