Cooperative Extension professionals utilize proven qualitative techniques to collect and analyze information to make data-driven decisions that guide program direction and determine impact. While the process may not always look the same, it is indeed essential to ensure findings are credible and reflective of the data. A codebook is a valuable…

Extension personnel are tasked with ensuring that 4-H volunteers have competencies identified in the Volunteer Research and Knowledge Competency (VRKC) Taxonomy, 4-H youth development's foundational volunteer skills framework. The VRKC Codebook is a qualitative analysis tool for accurately identifying VRKC-aligned needs expressed in volunteer…

This article introduces a process for computational text classification that can be used in a variety of qualitative research and evaluation settings. The process leverages supervised machine learning based on an implementation of a multinomial Bayesian classifier. Applied to a community of inquiry framework, the algorithm was used to identify…

This article addresses economically disadvantaged minority girls' knowledge and perceptions of science and engineering and the influence of their experiences with science, technology, engineering, and mathematics (STEM) on their choices for future careers. We interviewed three girls who participated in a 4-H-led gender-inclusive STEM program. Our…