Public learning impact

Evidence before claims.

See what KalviYogi can currently measure about learning. We publish aggregate results only after validation and privacy checks; missing evidence stays clearly marked.

Privacy protectedNo student identities, marks or documents are published.
Verified firstUnverified activity is excluded from public outcome claims.
Traceable snapshotsPublished aggregates include a snapshot ID and integrity digest.

Reporting period

Latest 30 days Last updated

Published aggregates

Learning impact at a glance

Every result includes its eligible sample. “Collecting data” means verified collection began on 13 Oct 2026 and the evidence is not yet sufficient or verified for publication.

Checking data

Reach

Active verified learner accounts

Collecting data

Sample size pending Numerator and denominator pending

Unique active accounts with a verified email or phone and eligible, validated learning activity during the selected reporting period.

Checking data

Engagement

Genuine audio completion

Collecting data

Sample size pending Numerator and denominator pending

Eligible lessons completed after authenticated playback inside the rolling 180-day evidence horizon covers at least 90% of the audio.

Checking data

Consistency

30-day returning verified accounts

Collecting data

Sample size pending Numerator and denominator pending

Eligible active accounts with a verified email or phone that return for validated learning activity within the defined 30-day return window.

Checking data

Learning outcome

Matched assessment improvement

Collecting data

Sample size pending Numerator and denominator pending

Improvement measured only from valid pre- and post-assessments matched to the same learner and assessment instrument.

Supporting verification

Checks behind the outcomes

These supporting measures are published only after a documented review.

Educator content quality audits

Checking data
Collecting data

Documented content reviews with reviewer identity, evidence and timestamps.

Sample size pending

External exam result verifications

Checking data
Collecting data

Results verified only with specific consent and protected evidence.

Sample size pending
How measurement works

A cautious standard for public reporting

KalviYogi separates ordinary product analytics from publishable evidence. A metric is shown only when its eligibility, validation, denominator and privacy rules have been satisfied.

Methodology version
Awaiting a published snapshot
Snapshot ID
Not yet available
SHA-256 integrity digest
Not yet available
Verified source root
Not yet available
Signing key ID
Not yet available
Signing-key trust anchor
Open public key anchor
Download this report as JSON
  1. 01

    Count eligible activity once

    Only active accounts with a verified email or phone are eligible. Accounts are deduplicated, so repeated requests and duplicate events do not increase the count.

  2. 02

    Validate genuine listening

    Completion requires at least 90% genuinely played audio reconstructed only from authenticated playback inside a rolling 180-day evidence horizon. Each credited interval requires a meaningful proportional volume of recent byte-range delivery tied to the learner’s short-lived playback lease; older credit, tiny tolerance-only downloads, seek jumps, impossible playback and duplicated events are excluded.

  3. 03

    Match comparable assessments

    Improvement uses verified pre- and post-results for the same learner and assessment instrument. Unmatched scores are excluded.

  4. 04

    Review before publication

    Quality audits and external results require documented evidence, reviewer identity and timestamps. Corrections remain traceable.

How to verify the report: SHA-256 is calculated over the recursively key-sorted, whitespace-free JSON report with integrity.sha256 and integrity.signature set to null. The detached signature (integrity.signature_algorithm: Ed25519 or RSA-SHA256) covers the line KalviYogi Public Learning Impact v1 followed by the canonical JSON of the snapshot ID, payload digest, source Merkle root, methodology version, window and period. Compare the report's key_id and public key with the physical signing-key trust anchor, including its full public_key_sha256 fingerprint and persistent active_from date, before verifying the signature.

Measurement limit: Validated playback shows that the server delivered matching audio bytes and that eligible audio advanced at a plausible real-time rate while the KalviYogi player reported unmuted, non-zero volume. It cannot prove a person’s attention or comprehension; assessment improvement is reported separately.

Public statistics, private learners

This dashboard publishes aggregate statistics only. It never exposes a learner’s identity, contact details, individual marks, documents or raw activity. Small or insufficient samples remain unpublished. Optional impact measurement and external exam verification are limited to adults aged 18 or older; under-18 learners are excluded.

Read the KalviYogi Privacy Policy Manage optional impact permissions