The development of the synagogue is most commonly associated with the period of the Babylonian exile. During this time, the destruction of the First Temple in 586 BCE led to the need for communal worship and study outside of the temple, which contributed to the establishment of local gathering places for prayer and religious assembly. Therefore, the most likely answer is:
during the Babylonian exile.