Table 2

Theoretical construct and measurement scale

Students' perceived benefits
Adapted from Tarhini et al. (2017) 
1.Using the free resources such as e-libraries helped me to save money and effort
2.Using emails to communicate with other student groups helped me to save my expense and effort
3.Use of Internet is reasonably priced
4.Use of Internet is a good value for the money
Students' adoption intention
Adapted from Ajjan and Hartshorne (2009) and Roca et al. (2006) 
1.I will use the e-learning platform on a regular basis in the future
2.I will continue using e-learning platform in order to fulfil my future needs
3.I will strongly recommend others to use the e-learning platform
Student satisfaction
Adapted from Lin et al. (2018) and Tarhini et al. (2017) 
1.Use of e-resources improves my ability to integrate information
2.I am satisfied with the learning flexibility of e-learning system
3.I am satisfied with the online learning environment
4.E-learning systems allow me to accomplish learning tasks more quickly
5.Using e-learning system increases my productivity

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