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Parentof / Impact
Impact & evidence

A decade of learning.
Impact you can examine.

Built on 400 million learning data points and 50,000+ longitudinal users over a decade, Parentof’s platform is evaluated through focused proofs of concept. Explore what improved, what each study supports, and the evidence behind it.

The data behind the intelligence

A decade of learning.
A foundation for impact.

Parentof’s ARRC Engine draws on learning and behavioral data, longitudinal histories, and expert-curated developmental knowledge.

400MnLearning & behavioral data points
50,000+Longitudinal users
10+ yearsBuilding the developmental data foundation

Company-reported platform data. The repository was built over a decade; this does not imply every user has ten years of follow-up. The proofs of concept below use their own study samples to evaluate specific outcomes.

7 impact records

Proof-of-concept manuscript

AI-enabled interventions for sustained attention

124.3%

What improved / what was established

Expert-recorded sustained attention increased by an average of 124.3% after three months in 85 children.

What the findings support

Initial evidence that AI-guided, expert-delivered personalized activities can support sustained attention.

85 children · 3 months
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Exploratory pilot manuscript

Digital attention training: a second pilot

7 completers

What improved / what was established

The second pilot found descriptive improvements in several task measures, with a statistically significant change in mental rotation.

What the findings support

Feasibility of combined digital training and coaching, with exploratory signals to investigate in larger trials.

9 enrolled / 7 completed · 4 weeks
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Proof-of-concept manuscript

Personalized interventions for drawing skills

32.3%

What improved / what was established

Combined developmental activities and drawing practice produced 32.3% growth, versus 23.8% with practice alone.

What the findings support

Early evidence for pairing ability development with corrective practice in learning to draw.

15 children / 3 groups · Four intervention days per drawing cycle
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Proof-of-concept manuscript

Personalized interventions for handwriting legibility

22%

What improved / what was established

Legibility improved by 22% in the combined group, compared with 11% for practice alone and 3% for developmental activities alone.

What the findings support

Early evidence that ability development and handwriting practice can complement each other.

14 children / 3 groups · 6 weeks
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Proof-of-concept summary brief

Personalized activities for anger management

60%

What improved / what was established

Parent-reported anger episodes lasting more than ten minutes decreased by 60% over three months.

What the findings support

Initial evidence that tailored, expert-delivered developmental activities may support emotional regulation.

30 children · 3 months
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Signed assessment-model letter

Assessment model: NIMHANS letter, 2017

2017

What improved / what was established

The 2017 NIMHANS review supported the model’s use for parental developmental reporting and guidance.

What the findings support

Model review supporting the assessment and reporting foundations of ARC / ARRC.

265 exploratory / 130 face validity · Letter dated 6 March 2017
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2022 exploratory comparison

ARRC Engine vs. manual expert recommendations

<20 sec

What improved / what was established

Under 20 seconds vs. two days in the manual workflow evaluated; 30+ parameters vs. 3–4.

What the findings support

Personalized activity recommendations across frequency, intensity, speed and time in this study.

16 children · 13 July 2022
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Explore study designs, participant counts, measured outcomes, and limitations. These are exploratory studies and model reviews; peer-review status is identified where established. Full whitepapers are available by request.

Every child has potential.
Let’s build what comes next.

For schools, families, researchers, and learning partners.

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