Qualitative data analysis involves more subjective interpretation and thus requires careful ethical consideration to avoid violating participant confidentiality or functioning, while quantitative data analysis makes it possible to produce objective findings but requires ethical considerations to avoid hidden biases and ensure participant autonomy.