This paper presents a concept of knowledge-based education (KBEd) framework and method in capturing, mapping, reusing and automating the knowledge of on-campus engineering laboratory instructor for imparting and assessing practical skills in engineering distance learners. The concept of distance learning in engineering science subjects like mechanical and automotive is still in its infant stage. As laboratory plays a vital role in engineering curriculum, delivering these programs and evaluating them have been the two major challenges for universities offering distance learning engineering courses. In order to overcome these challenges; an instructional system automated through experts knowledge with more granularity in monitoring the learners transition throughout the learning process is required.