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When Generalizability Breaks: Understanding Data Quality in Market Research
Survey fraud, bots, and low-effort respondents are breaking generalizability in market research. This post traces the evolution from managed online panels to fragmented programmatic samples and explains why data quality systems like PANELYTICS are now essential for reliable insights.

Renato Silvestre
Apr 205 min read


Fixing Market Research Panel Sampling and Ensuring Data Quality
Headline in a newspaper-style layout reads: “44% of market research buyers question the quality of their data. Are you one of them?” The design emphasizes concerns about data quality in the market research industry.

Renato Silvestre
Apr 1, 20252 min read
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