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Rajendran did his schooling in Thiruvananthapuram (Trivandrum) and Chennai and did his BSc (1976) in Geology from University College, Kerala University and MSc (1978) from Cochin University of Science and Technology.
MES Institute of Technology and Management (MESITAM) is a self financing engineering college under Kerala University, established in 2009 under the management of Muslim Educational Society.
He was Co-ordinator for establishing ancillary Industrial units around the Space Centre in 1970, Referee to review papers for International Journal of Heat and Mass Transfer, Pergamon Press, Newyork and Examiner of Post graduate degree in Mechanical Engineering, for Kerala University, California University, B.I.T., Ranchi and I.I.T., Madras.