Implementation Research and Practice (Apr 2024)

Getting cozy with causality: Advances to the causal pathway diagramming method to enhance implementation precision

  • Predrag Klasnja,
  • Rosemary D. Meza,
  • Michael D. Pullmann,
  • Kayne D. Mettert,
  • Rene Hawkes,
  • Lorella Palazzo,
  • Bryan J. Weiner,
  • Cara C. Lewis

DOI
https://doi.org/10.1177/26334895241248851
Journal volume & issue
Vol. 5

Abstract

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Background Implementation strategies are theorized to work well when carefully matched to implementation determinants and when factors—preconditions, moderators, etc.—that influence strategy effectiveness are prospectively identified and addressed. Existing methods for strategy selection are either imprecise or require significant technical expertise and resources, undermining their utility. This article outlines refinements to causal pathway diagrams (CPDs), a method for articulating the causal process through which implementation strategies work and offers illustrations of their use. Method CPDs are a visualization tool to represent an implementation strategy, its mechanism(s) (i.e., the processes through which a strategy is thought to operate), determinants it is intended to address, factors that may impede or facilitate its effectiveness, and the series of outcomes that should be expected if the strategy is operating as intended. We offer principles for constructing CPDs and describe their key functions. Results Applications of the CPD method by study teams from two National Institute of Health-funded Implementation Science Centers and a research grant are presented. These include the use of CPDs to (a) match implementation strategies to determinants, (b) understand the conditions under which an implementation strategy works, and (c) develop causal theories of implementation strategies. Conclusions CPDs offer a novel method for implementers to select, understand, and improve the effectiveness of implementation strategies. They make explicit theoretical assumptions about strategy operation while supporting practical planning. Early applications have led to method refinements and guidance for the field.