He argued that while conventional quantitative-focused content analysis is useful for revealing patterns and big-picture information, it leaves out room for more the nuanced interpretations that qualitative methods elicit.
Content analysis is a linear, step-wise projection from data collection to analysis to interpretation, while an ethnographic approach is reflexive and circular.