Stepping Forward: Towards a More Systematic NPF with Automation

Laura P. Wolton, Deserai A. Crow, Tanya Heikkila
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Abstract

Advancements in automated text analysis have substantially increased our capacity to study large volumes of documents systematically in policy process research. The Narrative Policy Framework (NPF)—which promotes empirical analysis of narratives—has the potential to usher policy narrative research along the same path. Using the NPF and existing semi-automated analysis tools, we investigate the relationship between narrative components—namely, characters and proposed solutions—and the more “skeletal” frames that tie policy narrative elements to one another. To illustrate how these tools can advance policy narrative research, we auto-code 5,708 state and local news articles focusing on hydraulic fracturing of oil and gas. The findings suggest that the use and role of characters and policy solutions are portrayed in significantly different ways depending on the frame used. By using an autocoding approach, these findings increase our methodological and theoretical understanding of the relationship between narrative elements and frames in policy narratives. In discussing these findings, we also consider their implications for how issue frames matter theoretically in the NPF.
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向前迈进:迈向更系统化的自动化NPF
自动文本分析的进步大大提高了我们在政策过程研究中系统地研究大量文件的能力。叙事政策框架(NPF)促进了对叙事的实证分析,有可能引领政策叙事研究走上同样的道路。使用NPF和现有的半自动化分析工具,我们研究了叙事组件(即人物和建议的解决方案)与将政策叙事元素彼此联系起来的更“骨架”框架之间的关系。为了说明这些工具是如何推动政策叙事研究的,我们自动编码了5708篇关于油气水力压裂的州和地方新闻文章。研究结果表明,根据所使用的框架,人物和政策解决方案的使用和作用以显著不同的方式被描绘出来。通过使用自动编码方法,这些发现增加了我们对政策叙事中叙事元素和框架之间关系的方法论和理论理解。在讨论这些发现时,我们还考虑了它们对问题框架在NPF中的理论重要性的影响。
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