ARF the Advertising Research Foundation
  • Membership
  • Research
  • Access Knowledge
  • Communities
  • Events
  • About the ARF

home

Membership

  • Committees & Boards
  • Events
  • Self Service Research
  • Member Bulletin Board

Research

  • Recent ARF Research
  • Programs & Resources
  • Research Focus Topics
  • ARF DASH: Annual TV Universe Study

Access Knowledge

  • Topics
    • Ad Effectiveness & ROI
    • Analytics & Data Science
    • Audience & Media Measurement
    • Creative & Branded Content
    • Future States & AI
    • Past Event Highlights
    • Research & Data Quality
    • Targets & Segments
  • Find a Solution
    • 2025 Top Member Questions
  • Publications
    • News You Can Use
    • Knowledge at Hand
    • June 2026: Journal of Advertising Research
    • CMO Briefs

Events

  • Upcoming ARF Events
    • View All Upcoming Events
    • Upcoming Conferences
    • Upcoming Young Pros
  • Insights Studios
    • Upcoming Insights Studios
    • Past Insights Studios
  • Town Halls
    • Upcoming Town Halls
    • Past Town Halls
  • Past Event Highlights
  • Submit

Communities

  • Young Pros
    • About Young Pros
    • Upcoming Events
    • The Mentoring Loft
    • Advisory Board
    • Young Pros Spotlight
    • Social Strategist Team
    • Past Events Highlights
  • Women in Analytics
    • About Women in Analytics
    • Board of Directors
    • Mentorship Program
    • Upcoming Events
    • Past Events Summaries
  • Councils
    • Learn About the Council Program
    • ANALYTICS COUNCIL
    • MSI/ARF B2B Exchange
    • CREATIVE COUNCIL
    • COGNITION COUNCIL
    • CROSS-PLATFORM COUNCIL
    • CULTURAL-EFFECTIVENESS COUNCIL
    • LA MEDIA RESEARCH COUNCIL
    • ORGANIZATIONAL COUNCIL
    • PHARMA COUNCIL
    • SHOPPER INSIGHTS COUNCIL
    • SOCIAL COUNCIL

About ARF

  • About the ARF
  • ARF Board of Directors & Trustees
  • ARF Leadership Team
  • ARF at 90
  • Marketing Science Institute (MSI)
  • Coalition for Innovative Media Measurement (CIMM)
  • Member Directory
  • ARF Awards
  • Press Kit
  • ARF in the Press
  • Contact Us
  • NYU/ARF Certificate in Marketing Optimization & Insights Certificate
  • ARF WIDE
  • ARF DASH: Annual TV Universe Study

My Account

  • Login
  • Create an Account

Invalid login. Please try again.

Password does not meet the required minimum length of 7.

Principles of Data Quality

  • Gerard Broussard
  • The Coalition of Innovative Media Measurement
April 09, 2018
Member Only Access

Summary

The growing number of consumer data sources—with the complexity of integrations across multiple consumer touch points—poses a challenge for end users to assess data quality. Gaining a better understanding of the underlying quality of data, to inform how best to deploy for advertising and marketing decisions, is the principal issue. The primary purpose of this study (conducted on behalf of the Coalition of Innovative Media Measurement [CIMM]) was to help inform the general media community about the quality, recency, consistency, and representative aspects of third-party data. The secondary purpose was to provide feedback on the industry's appetite for master data and reporting standardization. To improve data quality, the marketing and advertising industry could establish a “Principles of Data Quality” disclosure; create a roster of items to ask of data suppliers; request transparency—data firm disclosures—including consumer authentication procedures, multiple data source descriptions, model target techniques and testing results, recency of data, integration techniques, data labeling, and top-line descriptions for all of the above; create best practice standards.
LogIn to Access
  • Topics
    • Ad Effectiveness & ROI
    • Analytics & Data Science
    • Audience & Media Measurement
    • Creative & Branded Content
    • Future States & AI
    • Past Event Highlights
    • Research & Data Quality
    • Targets & Segments
  • Find a Solution
    • 2025 Top Member Questions
  • Publications
    • News You Can Use
    • Knowledge at Hand
    • June 2026: Journal of Advertising Research
    • CMO Briefs

Trending

    • Creative & Branded Content
    • Article

    The Science of Ad Impact: How Minds Process Advertising

    • Targets & Segments
    • Article

    What AI Recommends—and Why: Inside the Logic of “Best” Product Choices

    • Research & Data Quality
    • Article

    What Marketers Need to Know About Retail Media Measurement

    • Audience & Media Measurement
    • Article

    Attention in Context: What Real Campaigns Reveal About Media Performance

    • Future States & AI
    • Article

    From Measurement to Decision Intelligence: The Future of Marketing Analytics

Activate your Member Benefits

  • ABOUT
  • ARF DASH
  • ARF WIDE
  • ARF/NYU CERTIFICATE
  • CIMM
  • MSI
  • PRESS
  • SUBMIT
image description

To further, through research, the scientific
practice of advertising and marketing

© the Advertising Research Foundation. All rights reserved.

Privacy Policy | Request Permission to Use Content