The usage of Learning Management System (LMS) conducted in Blended Learning style is believed to increase students' academic performance and their self-directed learning. Nonetheless, the success of students' behavioural intention to use these e-learning platforms still remains unclear due to factors like self-directed learning, computer self-efficacy, satisfaction and perceived enjoyment and ESL. This preliminary study aims to incorporate factors that impact students' self-directed learning of English language in achieving behavioural intention to use LMS with an extended model namely, SDLTAM, generalised for the Malaysian educational institutions. The original Technology Acceptance Model 1 by Davis (1989) was used as a theoretical framework of this study. However, the last variable Actual Use was excluded in this study. A sample of 338 respondents from both private and public universities in Malaysia took part in the 48-items survey. The data were analysed through Structural Equation Modelling through SPSS AMOS 24. The SEM AMOS revealed that the factors were found to moderately fit into the proposed model. This could be misspecification within the model and some items within a factor were more correlated to each other than others.Penggunaan 'Learning Management System' (LMS) yang dilakukan dalam 'blended learning' diyakini dapat meningkatkan kemampuan akademik siswa dan 'self-directed learning' mereka. Namun keberhasilan siswa dalam menggunakan platform 'e-learning' masih belum jelas karena berbagai factor seperti self-directed learning, computer selfefficacy, kepuasan dan persepsi. Penelitian ini bertujuan menggabungkan factor-faktor yang mempengaruhi self-directed learning siswa untuk mencapai perilaku yang diharapkan dalam penggunaam LMS dengan model perluasan, yaitu SDLTAM, yang secara umum digunakan pada institusi pendidikan di Malaysia. 'Technology Acceptance Model 1' dari Davis (1989) digunakan sebagai kerangka teori penelitian ini, tetapi variabel akhir 'Actual Use' dikeluarkan dari penelitian ini. Sebanyak 338 responden dari universitas negeri dan swasta di Malaysia berpartisipasi dalam penelitian yang menjawab survey yang terdiri dari 48 item. Data dianalisa menggunakan 'Structural Equation Modelling SPSS AMOS 24.' Hasilnya menunjukan bahwa factor-faktor yang ditemukan cocok dengan model yang ditawarkan.