How might data compiled and analyzed in your healthcare organization or nursing practice help support efforts aimed at patient quality and safety? Why might it be important to consider the how’s and why’s of data collection, application, and implementation? How might these practices shape your nursing practice or even the future of nursing?
For this Discussion, you will explore various topics related to data and consider the process and application of each. Reflect on the use of these applications, but also consider the implications of how these applications might shape the future of nursing and healthcare practice.
Instructions:
· Review the Learning Resources for this week related to the topics: Big Data, Data Science, Data Mining, Data Analytics, and Machine Learning.
· Consider the process and application of each topic.
· Reflect on how each topic relates to nursing practice.
Post a summary on how predictive analytics might be used to support healthcare. Note: These topics may overlap as you will find in the readings (e.g., some processes require both Data Mining and Analytics).
In your post include the following:
· Describe a practical application for predictive analytics in your nursing practice. What challenges and opportunities do you envision for the future of predictive analytics in healthcare?
Required Resources:
· American Nurses Association. (2022). Nursing informatics: Scope and standards of practice Links to an external site. (3rd ed.).
· “Standard 3: Outcomes Identification” (pp. 82–83)
· “Standard 4: Planning” (pp. 84–85)
· Brennan, P. F., & Bakken, S. (2015). Nursing needs big data and big data needs nursing Links to an external site. . Journal of Nursing Scholarship, 47 (5), 477–484. doi:10.1111/jnu.12159 National Institutes of Health, Office of Data Science Strategy. (2021). Data science .
· Carter-Templeton, H., Nicoll, L. H., Wrigley, J., & Wyatt, T. H. (2021). Big data in nursing: A bibliometric analysis Links to an external site. . Online Journal of Issues in Nursing, 26(3). https://doi.org/10.3912/OJIN.Vol26No03Man02
· Elsaleh, T., Enshaeifar, S., Rezvani, R., Acton, S. T., Janeiko, V., & Bermudez-Edo, M. (2020). IoT-stream: A lightweight ontology for internet of things data streams and its use with data analytics and event detection services Links to an external site. . Sensors, 20 (4), 953. doi:10.3390/s20040953
· Zhu, R., Han, S., Su, Y., Zhang, C., Yu, Q., & Duan, Z. (2019). The application of big data and the development of nursing science: A discussion paper Links to an external site. . International Journal of Nursing Sciences, 6 (2), 229–234. doi:10.1016/j.ijnss.2019.03.001
Read a selection of your classmates’ responses and respond to at least two of your classmates on two different days. Expand upon your classmate’s posting or offer an alternative perspective.
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