The study has added to the knowledge base and
theory of mobile learning and technology acceptance. The
pilot study confirmed the strength of TAM in predicting
acceptance and use of mobile learning. It developed and
validated a new model of mobile learning acceptance, which
in addition to TAM constructs added factors such as Learning
Management Systems,Supportive,Content-Based, Context-
Based and Collaborative. These factors are the categories of
M-learning applications. Universities and system architects
can focus their attention on making the system useful while
making easy to use. The usefulness of mobile learning is very
important. The above five categories are very important to the
acceptance and success of mobile learning.
Universities can use this framework as a foundation
on which to build their IT decision making and strategic
planning. Universities can use the model components to
understand what factors need attention. When a new mobile
learning initiative is in its beginning stage, this framework can
give guidelines for where resources should be applied.
Although research in the area of mobile learning is rapidly
growing, little attention has been paid to investigating student
acceptance of mobile learning. This research study contributes
to the body of knowledge in the areas of technology
acceptance and mobile learning and provides a foundation for
future research in this area.