Assessment in higher education has been dominated by traditional practices that mainly focus on grades for student progression. However, there has been some transformation in assessment due to the advancement in education. Generally, assessment is viewed as central to student learning and experience. Assessment as learning, is not just an addition to learning and teaching, but it presents an opportunity through which students’ involvement in assessment could manifest as part of learning: assessment is learning-oriented. Assessment as Learning in Higher Education is about student empowerment; hence, students take ownership of their own learning process. Furthermore, assessment as learning promotes constructivism through student engagement and knowledge construction. This bibliometric analysis analysed the trends evident from research on assessment as learning and implementation in Higher Education. Data were retrieved from the Scopus database and analysed using VOSviewer. The thematic analysis approach was also employed. The study reveals that self-assessment is important in promoting student empowerment, which is one of the benefits of assessment as learning. It is important that higher education institutions rethink assessment as learning because this might assist in achieving the 21st-century educational goal of independent learning. The study’s findings confirm that there is a need for constructive alignment of teaching, learning and assessment; hence, assessment as learning becomes more significant. The findings provided an overview of key themes, research gaps and potential areas for future research. The insight that was gained from this bibliometric analysis will be valuable for lecturers, course designers, universities, assessors and researchers seeking to improve assessment in higher education.