When might a disproportionate sample be a better fit for a research study in order to reduce sampling error? when researchers are conducting applied research when researchers use a simpler, less sophisticated approach to their statistical analysis when sampling proportionally might yield a group that is too small to represent the population when researchers are conducting a qualitative analysis study