Cohen-Paran served in Unit 8200, the signal intelligence unit of the Israel Defense Forces. She studied physics at the Hebrew University of Jerusalem and at Ben-Gurion University of the Negev, and also public policy at Tel Aviv University.
Later on she went into politics by becoming a member of HaTnu'a HaYeruqa. Due to the cooperation of this party with HaTnu'a and HaAvoda as The Zionist Union she became a Member of Knesset in 2015 and was a member till 2019.
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