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March 19, 2026Marketing Science3 citations

Large Language Models for Market Research: A Data-Augmentation Approach

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MWMengxin WangDZDennis ZhangHZHeng Zhang

Key Points

  • This research aims to improve market research analysis by integrating generated and real data using large language models.
  • Develop a statistical data augmentation framework.
  • Combine generated data from large language models with real market data.
  • Conduct conjoint analysis to assess the impact of augmented data.
  • Enhanced predictive accuracy in market trends.
  • Increased insights from data integration compared to using real data alone.

Abstract

This paper proposes a statistical data augmentation approach that efficiently integrates LLM-generated data with real data in conjoint analysis.

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Cite This Study

Wang et al. (2026) studied this question.

synapsesocial.com/papers/69bb92d1496e729e629806e6https://doi.org/10.1287/mksc.2025.0009
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