This study explores using transfer learning in machine learning for natural language processing (NLP) to create generic automated essay scoring (AES) models, providing instant online scoring for statewide writing assessments in K-12 education. The goal is to develop an instant online scorer that is generalizable to any prompt, addressing the…

Rubrics for assessing student performance are often seen as providing rich information about complex skills. Despite their widespread usage, however, little empirical research has focused on whether it is possible for rubrics to validly meet their intended purposes. The authors examine a rubric used to assess students' writing in a large-scale…