Analyze informatics frameworks and models that are applicable to healthcare organizations and nursing practice
Instructions
Discussion: Change Theories, Systems Thinking, Implementation Science
Never have we had vast amounts of data at our fingertips like we do today. However, before we can meaningfully access and use data for interpretation, it must be transformed. To derive meaning from the data collected, you need to understand that data collection is rapidly changing and constantly evolving. The methods with which data is collected, analyzed, and used to justify, support, or lend credibility to research aims, are all important considerations for the nurse researcher. As it relates to Big Data, the methods of how data is collected, analyzed, and used for implementation is also important. While the availability of data collection certainly has its advantages, many researchers point to the concerns over Big Data.
For this Discussion, reflect on your understanding of Big Data and the implications for implementation. Consider the impact of research as it relates to collection via Big Data and consider how this impact might lead to potential barriers in implementation and practice gaps. Reflect on your experience and consider how these key issues might impact nursing practice.
To prepare
• Review the Learning Resources for this week, focusing specifically on the implementation science articles and web resources.
• Consider the issues related to research and Big Data.
• Review Lewin’s Change Theory, systems thinking, and implementation science resources provided in the media this week.
• Consider the importance of these theories and frameworks to your healthcare organization or nursing practice.
• Explore two additional theories or models related to change, systems, or implementation science to focus on for this discussion.
Assignment
Analyze informatics frameworks and models that are applicable to healthcare organizations and nursing practice.
What are the key principles and best practices that you can leverage from these frameworks to support your practice?
Required readings
• Sipes, C. (2025). Project management for the advanced practice nurse (3rd ed.). Springer Publishing.
o Chapter 4, “Planning: Project Management—Phase 2” (pp. 85–130)
o Chapter 2, “Foundational Project Management Theories that Support Decision-Making” (pp. 22–54)
• American Nurses Association. (2015). Nursing informaticsLinks to an external site.: Scope and standards of practice (2nd ed.).
o “Standard 1: Assessment” (pp. 68–69)
o “Standard 2: Diagnosis, Problems and Issues Identification” (p. 70)
o “Standard 3: Outcomes Identification” (p. 71)
o “Standard 4: Planning” (p. 72)
• Cato, K. D. (2020). Transforming clinical data into wisdom: Artificial intelligence implications for nurse leadersLinks to an external site.. Nursing Management, 51(11), 24–30. https://doi.org/10.1097/01.NUMA.0000719396.83518.d6
•
Required media
• Analytics Guy. (2020, August 25). Developing understanding using the DIKW pyramidLinks to an external site. [Video]. YouTube. https://www.youtube.com/watch?v=u9DoQ9gY4z4
• Massachusetts DESE. (2020, February 25). Introduction to implementation scienceLinks to an external site. [Video]. YouTube. https://www.youtube.com/watch?v=eJoNkAavMEY
• Project Manager. (2018, July 2). Risk Analysis How to Analyze Risks on Your Project – Project Management TrainingLinks to an external site.. [Video]. YouTube.https://www.youtube.com/watch?v=r5ZrPeQW8HQ
Optional Resources
• IRL – Research and Science Course. (2019, August 30). What is implementation scienceLinks to an external site.? [Video]. YouTube. https://www.youtube.com/watch?v=Cvk-cpDptOc
• Sustainability Science Education. (2019, August 23). What is systems thinkingLinks to an external site.? [Video]. YouTube. https://www.youtube.com/watch?v=FW6MXqzeg7M
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