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AI/ML

CMO Briefs: Understanding Biases in Panel and Census Research Using AI/ML

Numerous bias types can impact panel and census research. Artificial intelligence (AI) and machine learning (ML) algorithms can perpetuate them. This is true of surveys, panels and the big data sets that are often used to calibrate each other. The following report touches on some of the biases that can occur, where they may affect panel and census research that use AI/ML and mitigation efforts to account for them. Read the article.

KaH: Understanding Biases in Panel and Census Research Using AI/ML

Numerous biases can impact panel and census research. While some believe that artificial intelligence (AI) and machine learning (ML) offer easy ways to circumvent them, the truth is, algorithms can perpetuate such biases. This is true of surveys, panels and the big data sets that are often used to calibrate each other. The following report covers the numerous biases that can occur, where they may infiltrate panel and census research that use AI/ML and mitigation efforts to account for them. Read the article.

MSI: Voice-Activated Shopping Can Boost Sales for Some Consumers & Categories

Do you ask Alexa from your smart speaker to purchase items for you? Research shows that voice-activated, AI-enabled devices are becoming increasingly important for online retailers. They can increase search and even purchase, especially among younger consumers and for categories of high purchase frequency or low substitutability. Rather than cannibalizing other channels, use of such devices creates positive spillover, since shopping is integrated into other, consumer routines.

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