The aspect of research philosophy being considered in this case is b. Epistemology.
Epistemology deals with the nature and scope of knowledge, including how knowledge is acquired and what counts as valid knowledge. In this instance, the researcher must decide whether to rely on subjective opinions (which are more interpretive) or objective measures (which tend to be quantifiable and less prone to personal bias).