In 2016, Bagin moved up to the senior ranks, partnered with Maria Stavitskaia. They placed 8th at the 2017 Russian Championships and 12th at the 2017 Winter Universiade before parting ways. Later that year, Bagin teamed up with Annabelle Morozov. The two decided to train under her father, Nikolai Morozov, in Moscow.