This study evaluated whether LLM- synthetic data can support K-12 instrument development. We generated LLM-synthetic datasets under various prompt conditions for two surveys and one assessment. Our findings indicate that while some prompt conditions successfully reproduced the overall latent structure of the instruments, recovery of item-level parameters was generally inadequate.