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Quality Assurance

Our comittment to data security, privacy, & reliability.

Quality Assurance

Our comittment to data security, privacy, & reliability.

At TGM, we take data quality seriously. We are setting the standard by using industry-leading audience fraud & identity protection. We are committed to constantly higher the bar in quality, security, and data privacy. We take that matter very seriously.


Machine Learning Solution TGM Research

Machine Learning Solution

We use proprietary AI-based modeling, automatically coding the open-ended questions, identifying gibberish/incorrect responses, enhancing data quality and disqualifying respondents and bots in real-time.
Digital Fingerprint TGM Research

Digital Fingerprint

Our proprietary technology minimizes the risk of duplicating responses. Algorithm verifies IP address, browser cookies along with 30+ device and behavioral data points - translating it into a unique panelists' ID.
Advanced Filtering TGM Research

Advanced Filtering

Known low-quality and spam responses get automatically filtered from your dataset. We also disqualify panelists from further studies based on their automated data assessment quality.
Scoring TGM Research

Real Time Scoring

With our multi-check scoring system, we consistently track respondent activity & the quality of their engagement. The more thoughtful the response, the higher the score.
Attention Checks TGM Research

Attention Checks

We ask specific questions to ensure that our respondents are engaged and paying attention to their given task.
Indirect Variables Measure   TGM Research

Indirect Variables Measure

We check multiple indirect data quality variables measures, such as speed or straight-lining, to provide the highest data input.
Response Consistency Control TGM Research

Consistency Control

Advanced algorithmics tests help us verify if the respondents are providing real answers, all in real-time.
Human Supervision TGM Research

Human Supervision

Our quality control team regularly combs through responses to flag low-quality answers & spam - ensuring that the insights you gain are never compromised.
Trusted by over 500 leading companies:
  • TGM Research Quality Assurance/Client-GFK logo
  • TGM Research Quality Assurance/Client-Kantar logo
  • TGM Research Quality Assurance/Client-Masan Group logo
  • TGM Research Quality Assurance/Client-Saxo bank logo
  • TGM Research Quality Assurance/Client-Universitat Hohenheim logo
  • TGM Research Quality Assurance/Client-Dynata logo
  • TGM Research Quality Assurance/Client-WorldRemit logo
  • TGM Research Quality Assurance/Client-Valueships logo
  • TGM Research Quality Assurance/Client-Nielsen logo
  • TGM Research Quality Assurance/Client-University of Texas logo
  • TGM Research Quality Assurance/Client-L.E.K. logo
  • TGM Research Quality Assurance/Client-LSE logo
  • TGM Research Quality Assurance/Client-Mindshare logo
  • TGM Research Quality Assurance/Client-Publicis logo
  • TGM Research Quality Assurance/Client-Ocean logo


    Information Security Management System (ISMS)

    Information Security Management System (ISMS)

    Tight outlines of security objectives, policies, procedures, roles, and controls, as well as the responsibilities of all our employees to help protect our data.
    Recovery, continuity, and response

    Recovery, continuity, and response plans

    TGM maintains thorough and tested plans to mitigate the impact in case things go wrong; because your security and safety are our prime concerns.
    World-class partnerships

    World-class tech partnerships

    TGM engages large-scale and trusted tech partners such as: IBM, Amazon, and Cloudflare as the reliable and scalable backbone for our infrastructure.


    Get started with a personalized demo and experience TGM Research's quality for yourself.