TAKELOOP / QUALITY / 02

Precision is the product.

A dataset is useful only when its structure, signals and outcomes can be trusted.

Takeloop pilot quality assurance scorecard
MetricDefinitionTarget / reporting methodCommitment
Episode QA coverageDelivered episodes reviewed against the agreed task rubric.Episode-level review100% Protocol
Schema validationRequired fields and data types conform to the agreed schema.Automated validation100% Protocol
Timestamp integrityAlignment between recorded streams.Synchronization checkReported in ms Measured after collection
Dropped framesFrames absent from expected capture cadence.Stream integrity checkReported as % Measured after collection
Trajectory completenessRequired action and state traces present for the episode.Continuity validationReported as % Measured after collection
Takeover boundary accuracyStart and end of human intervention correctly marked.Boundary reviewReported as % Measured after collection
Inter-reviewer agreementAgreement between independent QA reviews.Double-review sampleReported as % Measured after collection
Final rejection rateEpisodes removed before delivery.Final acceptance reviewReported as % Measured after collection

Protocol values are commitments. Performance values are reported from the delivered collection.

Download QA technical note (PDF)

METHODOLOGY

Checks before claims.

Every episode moves through signal checks, structured review and acceptance against an agreed task rubric.

AUTOMATED CHECKS

  • Frame integrityCHECK
  • Timestamp consistencyCHECK
  • Missing sensor dataCHECK
  • Trajectory continuityCHECK
  • Schema validationCHECK

REVIEW RUBRIC

Outcome
Did the task meet its defined success state?
Integrity
Are required streams complete and synchronized?
Intervention
Are takeover boundaries and recovery segments clear?

OPERATOR STANDARD

A defined standard, not an assumed one.

Task training, calibration and review criteria are agreed for each capture program.

Changelog

Initial pilot QA protocol and scorecard.