@inproceedings{olivera-aguilar-etal-2026-rethinking, title = "Rethinking Pilot Data: Evaluating {LLM} Synthetic Data for Scale Development", author = "Olivera-Aguilar, Margarita and Rikoon, Samuel H. and Bailey, Paul D. and Kruse, Michael B. and Middlebrook, Kamal", editor = "Wilson, Joshua and Ormerod, Christopher and Beiting-Parrish, Magdalen", booktitle = "Proceedings of the Artificial Intelligence in Measurement and Education Conference ({AIME}-Con): Works in Progress", month = oct, year = "2026", address = "Wyndham Grand Pittsburgh Downtown, Pittsburgh, Pennsylvania, United States", publisher = "National Council on Measurement in Education (NCME)", url = "https://aclanthology.org/2026.aimecon-wip.9/", pages = "62--68", ISBN = "979-8-9983004-1-7" }