Josh Kaner — portrait

Josh Kaner

Data Partnerships & Measurement Commercialization Leader • Enterprise Deal Architect • Revenue Systems Strategist

Executive Summary

  • Establish a minimum viable measurement schema to enable comparability across platforms.
  • Implement validation pipelines and dispute resolution for measurement discrepancies.
  • Align commercial terms with measurable guarantees to accelerate adoption.

Applicability

This playbook is intended for measurement, product, and partnerships teams responsible for cross-channel reporting, attribution, or for organisations seeking to transact programmatically with measurement guarantees.

Problems Addressed and Desired Outcomes

  • Incomparable metrics across channels — outcome: a common schema and conversion definitions.
  • Ambiguous attribution windows and counting rules — outcome: agreed measurement conventions and testable validation rules.
  • Operational disputes between partners — outcome: automated validation, auditing, and a lightweight dispute process.

Playbook: Six-Step Approach

  1. Define Measurement Objectives — articulate the core business questions the measurements must answer (reach, exposure, conversions, incremental lift).
  2. Specify a Minimum Viable Schema — define canonical event types, timestamps, geolocation granularity, device or inventory identifiers, and required metadata fields.
  3. Agree Counting Rules — set rules for deduplication, impression counting, viewability thresholds, attribution windows, and conversion deduplication across channels.
  4. Validation and Sampling — implement sampling protocols and automated validation checks; provide buyers with representative samples and validation scripts.
  5. Operationalize Dispute Resolution — document a lightweight dispute workflow, SLAs for investigation, and remediation paths tied to commercial terms.
  6. Governance and Versioning — maintain a versioned measurement spec, changelog, and a certification program for partners that comply with the baseline.

Implementation Checklist

  • Publish the measurement schema and example payloads.
  • Provide validation scripts and sample datasets to partners.
  • Define and publish counting rules and attribution conventions.
  • Establish an automated monitoring pipeline to detect drift and anomalies.
  • Include measurement SLAs and a dispute resolution clause in contracts.

Illustrative Example

Example: Implementing a canonical schema across three supply partners and two measurement vendors reduced reporting variance by over 40% and enabled buyers to adopt programmatic purchasing with explicit measurement guarantees.

Related resources: Research, and the DOOH playbook for inventory-level measurement considerations.

Resources and Next Steps

Engagement

To scope a cross-platform measurement pilot, certification program, or validation engagement, please contact strategy@joshkaner.com or schedule a meeting.