Ghosh took up the sport at age six, when her mother decided to enroll her and her sister to rhythmic gymnastics classes following one of Elise's cousins.[2]
In November 2024 it was revealed she was called up to integrate the new Canadian group, after the previous one retired, under the guidance of Janika Mölder.[3] She became age eligible for senior competitions in 2025. The new team debuted at Miss Valentine in Tartu, winning bronze in the All-Around and with 3 balls & 2 hoops.[4] In May she competed in World Cupin Portimão where Canada was 6th overall, 6th with 5 ribbons and 4th with 3 balls &2 hoops.[5] At the Pan American Championships in Asunción, winning silver in the All-Around behind the Brazilian group.[6][7][8][9] The following month the group won gold at the Canadian Championships.[10] In July she took part in the World Cup in Milan, being 16th overall.[11][12] Later that month the group participated in the stage in Cluj-Napoca, being 16th in the All-Around, 11th with 5 ribbond and 15th in the mixed routine.[13][14] In August she was selected for her maiden World Championships in Rio de Janeiro along Jana Alemam, Dina Burak, Audrey Lu, Margaret Kuts and Elizabet Piskunov.[15][16] There they took 24th place in the All-Around, 25th with 5 ribbons, 15th with 3 balls & 2 hoops and 18th in teams.[17]
In 2026 she was confirmed into a renovated group, making her season debut at the Canadian Championships where she won gold.[18][19] The following month the group won Miss Valentine winning silver with 5 balls and gold in the 3 hoops & 2 clubs' final.[20][21]