Qualitative Analysis Machine Learning Manual Oversight Transparency Ensuring that the textual structures reflect the underlying material. Expands classifications across the spectrum of terminology used in governance texts. On-going checks to ensure that the overall population process is occurring as expected Clear documentation and direct connections between the text and the textual-structures to avoid black box analysis.