The SmartRF05EB is designed to work with external supply voltages down to 2.7V. On lower supplies than this, you might see unexpected behavior as components running on 3.3V on the board start leaking current due to diodes internally in the components. If you wish to test the performance at lower supply voltages, it is recommended to use a battery board instead (SOC_BB).