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Aggregated results

Measured Outcomes for AI Education for Kids

Outcomes should be published as aggregated, date-stamped evidence: tool completions, downloads, video lesson use, free-class inquiries, parent feedback summaries, partner pilots, and repeat usage. No public outcome should expose a child’s identity or private learning record.

Evidence standard: This page organizes public-benefit work and verification artifacts. It does not state or imply that any immigration category has been approved or guaranteed. Independent records, dated source files, and third-party confirmation are stronger than self-published claims.

Metrics register

What to measure and how to label it

MetricSourcePrivacy ruleStatus
Tool starts and completionsGA4 event exportNo child answers, names, email, or free textInstrument and snapshot monthly
Video lesson views and clicksYouTube Studio and website eventsReport aggregate counts onlyConnect each video to one lesson page
Free-class inquiries and sessionsParent inquiry form and session logParent contact only; no child identity in public summariesAggregate by month
Downloads and worksheet printsWebsite eventsNo document content or family answers storedTrack resource usefulness
External adoptionPublic link, email confirmation, partner letter, or event pagePublish names/logos only with permissionLabel verification strength
Monthly snapshot format

Publish results with limits visible

Usage

Tool starts, completions, resource clicks, downloads, video lesson visits, and repeat visits by month.

Learning

Parent-only pre/post confidence summaries, lesson completions, project starts, and voluntarily submitted anonymized outputs.

Authority

Referring domains, citations, partner use, invited talks, reviews, judging, and public mentions separated from self-published evidence.

Download standard: Add a CSV and PDF export for each monthly snapshot after source data is available. Label every number by source: GA4, YouTube Studio, email, survey, partner letter, public page, or manually verified document.