Job and practice analysis is a commonly used method for determining examination content specifications. However, difficulties arise when many domains are present, as mainstream approaches do not fully adhere to the essence of the weighing process, namely a "comparison-evaluation-decision" framework for assigning percentage values to the…

Large language models are increasingly used in educational and psychological measurement activities. Their rapidly evolving sophistication and ability to detect language semantics make them viable tools to supplement subject matter experts and their reviews of large amounts of text statements, such as educational content standards. This paper…