[2] Bhaskar was born on 5 June 1969, and belongs to the Bathudi tribe.

[3] His father's name is Bhukil Madhei, and he has completed his education up to Matriculation in Arts.

Bhaskar is married to Basanti Madhei and has four children including two daughters.

[4] Bhaskar Madhei commenced his political journey at the age of 26 as a candidate for the Udala assembly constituency's MLA in 1995.

[5] He was then elected twice as an MLA in the Odisha Legislative Assembly in 2000 and 2004 and is currently holding the same position in the 16th Odisha Legislative Assembly from 2019.