This paper describes a study exploring automated assessment of reading proficiency, in terms of oral reading and reading comprehension, for a middle school population including students with reading disabilities and low reading proficiency, utilizing automatic speech recognition technology. We build statistical models using features related to fluency, pronunciation, and reading accuracy to pre...