Introduction: Understanding the extent to which faculty members' beliefs, attitudes, and acceptance of educational technologies for learning is crucial for enhancing the effectiveness of technology and ensuring its long-term viability. However, higher education institutions have made significant investments in educational technology for learning without fully comprehending faculty members' beliefs, attitudes, and level of acceptance of these technologies. This lack of understanding has hindered the effectiveness of these investments. Therefore, this study aims to examine faculty members' beliefs, attitudes and level of acceptance towards educational technology in higher education institutions in Ethiopia. Methods: A survey was conducted at five public higher education institutions that offer priority health training programs. The survey collected data using the Unified Theory of Acceptance and Use of Technology, focusing on four key determinants. Faculty members were asked to rate these determinants on a scale of 1 to 5. Each determinant was analyzed separately, examining the mean value and standard deviation. An overall mean score was calculated by combining all the determinants. Additionally, a logistic regression analysis was performed to determine how different demographic factors influenced faculty members' acceptance of technology for student learning. Result: A total of 330 faculty members participated in the study. The majority of respondents were male lecturers who held a second degree qualification. On average, the participants were 32.9 years old and had six years of teaching experience. Interestingly, nearly three fourth (72.6%) of faculty members hold positive beliefs and exhibit a high level of acceptance of educational technology. Furthermore, the likelihood of accepting and utilizing technologies for learning was found to be 2.3 times higher for faculty members working in teaching settings at research institutions. Conclusion: Faculty members have a favorable attitude towards educational technology, demonstrating a high level of acceptance. This positive belief holds significant implications and is crucial for enhancing the effectiveness of technology and ensuring its long-term viability.