RESEARCH SYNTHESIS -- LLM-Based Simulations of Survey Responses: A Systematic Literature Review and Synthesis of Methods

Large language models (LLMs) are increasingly used in survey research, including to predict, simulate, or impute responses. Despite a rapidly growing interest in applications to create synthetic survey data, the empirical evidence remains fragmented, with substantial variation in research objectives