Verified Certificate

Supported by the following organizations

This is to certify that Arnold Ng Yu Yang successfully completed and received a passing grade in 15.481x: Adaptive Markets: Financial Market Dynamics and Human Behavior a course of study offered by MITx, an online learning initiative of the Massachusetts Institute of Technology.

Noted by

Andrew W. Lo

Andrew W. Lo

Charles E. and Susan T. Harris Professor Massachusetts Institute of Technology

Krishna Rajagopal

Krishna Rajagopal

Dean for Digital Learning Massachusetts Institute of Technology

About edX

edX offers interactive online classes and MOOCs from the world’s best universities, including MIT, Harvard, Berkeley, University of Texas, and many others. edX is a mission driven initiative created by founding partners Harvard and MIT.

About edX Verified Certificates

An edX Verified Certificate signifies that the learner has agreed to abide by the edX honor code and completed all of the required tasks of this course under its guidelines, as well as having their photo ID checked to verify their identity.