Although
program evaluations using rigorous quasi-experimental or experimental
designs can inform decisions about whether to continue or terminate a
given program, they often have limited ability to reveal the mechanisms
by which complex interventions achieve their effects. To illuminate
these mechanisms, this article analyzes novel text data from thousands
of school improvement planning and implementation reports from
Washington State, deploying computer-assisted techniques to extract
measures of school improvement processes.
The analysis identified 15 coherent reform strategies that varied greatly across schools and over time. The prevalence of identified reform strategies was largely consistent with school leaders’ own perceptions of reform priorities via interviews. Several reform strategy measures were significantly associated with reductions in student chronic absenteeism and improvements in student achievement.
The opportunities and pitfalls of using novel text data to study reform processes are discussed.
The analysis identified 15 coherent reform strategies that varied greatly across schools and over time. The prevalence of identified reform strategies was largely consistent with school leaders’ own perceptions of reform priorities via interviews. Several reform strategy measures were significantly associated with reductions in student chronic absenteeism and improvements in student achievement.
The opportunities and pitfalls of using novel text data to study reform processes are discussed.
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