 He is a graduate from IGNOU centre, Bhubneshwar.His father wanted Madhu to have a "normal life" and remain a farmer or iron worker, but after experiencing corruption in the iron industry, he eventually began a career in politics.Koda is married to Geeta, who is an MLA from his previous constituency Jaganathpur from the Jai Bharat Samanta Party.