Our Services

Get 15% Discount on your First Order

Data Science Applications and Processes How might data compiled and analyzed in your healthcare organization or nursing practice help support

June 25, 2025

Data Science Applications and Processes

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.

Resources

Be sure to review the Learning Resources before completing this activity.
Click the weekly resources link to access the resources.

WEEKLY RESOURCES

earning Resources

Required Readings

· Sipes, C. (2025).
Project management for the advanced practice nurse (3rd ed.). Springer Publishing.

· Chapter 4, “Planning: Project Management—Phase 2” (pp. 85–130)

· American Nurses Association. (2015).

Nursing informaticsLinks to an external site.

: Scope and standards of practice (2nd ed.).

· “Standard 3: Outcomes Identification” (p. 71)

· “Standard 4: Planning” (p. 72)1

· Brennan, P. F., & Bakken, S. (2015).
Nursing needs big data and big data needs nursingLinks 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 analysisLinks to an external site..
Online Journal of Issues in Nursing,
26(3).

· 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 servicesLinks 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 paperLinks to an external site..
International Journal of Nursing Sciences, 6 (2), 229–234. doi:10.1016/j.ijnss.2019.03.001

Required Media

· IDG TECHTalk. (2020, March 27).

What is predictive analyticsLinks to an external site.

? Transforming data into future insights [Video]. YouTube.

· Simplilearn. (2019, December 10).

Big data in 5 minutes Links to an external site.
| What is big data?| introduction to big data | big data explained | simplilearn [Video]. YouTube.

Optional Resources

· Parikh, R. B., Gdowski, A., Patt, D. A., Hertler, A., Mermel, C., & Bekelman, J. E. (2019). Using big data and predictive analytics to determine patient risk in oncology.

American Society of Clinical Oncology Educational BookLinks to an external site.

, 39 , e53–e58. doi:10.1200/EDBK_238891

· Spachos, D., Siafis, S., Bamidis, P., Kouvelas, D., & Papazisis, G. (2020).
Combining big data search analytics and the FDA adverse event reporting system database to detect a potential safety signal of mirtazapine abuseLinks to an external site..
Health Informatics Journal, 26 (3), 2265–2279. doi:10.1177/1460458219901232

To Prepare

· 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.

By Day 3 of Week 5

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?

By Day 6 of Week 5

Read a selection of your colleagues’ responses and
respond to
at least two of your colleagues on
two different days. Expand upon your colleague’s posting or offer an alternative perspective.

RESPOND TO THIS DISCUSSION POST

Markesia

Week 5 Main Response

Predictive analytics and artificial intelligence have emerged as valuable tools to improve nursing science and patient outcomes. Big data systems can collectively gather data through machine learning and predictive analysis that tailors personalized care and better informs clinical decisions (Zhu et al., 2019). Nursing informatics applies technology to support disseminating evidence-based practices through education, support systems, and predictive analysis (American Nurses Association, 2015). The American Nurses Association Standards of Professional Performance Standard 10 suggest using data to analyze outcomes, while monitoring the effectiveness of each action (American Nurses Association, 2015). This discussion will review the practical application of predictive analysis in the outpatient hemodialysis center.

Data science and analytics require a collaborative approach from many disciplines, using theory, research, and a methodical approach to information discovery (Brennan & Bakken, 2015). Fresenius Medical Care’s outpatient dialysis centers developed a machine learning program incorporating cloud computing to send signals to the dialysis machine based on trends proactively. (Olasvrud, 2023). The process of ultrafiltration, or fluid removal, can result in severe intradialytic hypotension requiring emergency treatment. Prolonged hypotension is associated with decreased quality of life, excessive clotting of vascular access, and lower clinical effectiveness of treatments (Olasvrud, 2023). As a Quality nurse in facilities, Quality Assessment and improvement programs demonstrate reduced hospitalizations and treatment complications, and improved outcomes throughout clinics nationwide through early interventions.

The importance of big data and predictive analytics cannot be overstated in our healthcare system. Despite the improvement in outcomes, data privacy remains a concern. Outpatient dialysis clinics must use VPN and firewalls to maintain the integrity of information. As part of government standards, firewall and VPN protection are now required for many services. The Center for Medicare and Medicaid Services now provides the CMS online manual system, which provides direction for billing services (U.S. Centers for Medicare and Medicaid Services, 2024). Data analytics and mining could further inform nursing practice, decreasing mortality and improving overall outcomes.

References

American Nurses Association. (2015).
Nursing Informatics Scope and Standards of Practice (2nd ed.).
Informatics Scope and Standards of PracticeLinks to an external site.

Brennan, P. F., & Bakken, S. (2015). Nursing needs big data, and big data needs nursing.
Journal of Nursing Scholarship,
47(5), 477–484.
to an external site.

Olasvrud, T. (2023, October 18).
Predictive analytics helps Fresenius Medical Care anticipate dialysis complications. CIO.
to an external site.

U.S. Centers for Medicare and Medicaid Services. (2024, September 10).
Manuals. CMS.gov.
to an external site.

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.
International Journal of Nursing Sciences,
6(2), 229–234.
to an external site.

image1.jpeg

>Nursing homework help

Share This Post

Order a Similar Paper and get 15% Discount on your First Order

Related Questions

Psychosocial Nursing Reflection Paper Assignment Objectives 1. Consider future nursing opportunities in relation to

Psychosocial Nursing Reflection Paper Assignment Objectives 1. Consider future nursing opportunities in relation to clinical findings, including current issues in mental health care and potential applications for advocacy and support related to clients with mental health diagnoses and their families. (Human Flourishing) Assignment Write a 500-word reflection paper based on

NURS-6051C-47 (05/26/2025-08/10/2025)-PT27 please respond to the posts attached. Rebecca Brown Jun 10 7:09pm Manage

NURS-6051C-47 (05/26/2025-08/10/2025)-PT27 please respond to the posts attached. Rebecca Brown Jun 10 7:09pm Manage Discussion by Rebecca Brown Reply from Rebecca Brown Implementation Healthcare electronic documentation technology has been recently introduced for my current employer in the maximum-security prison for the Department of Corrections. The newly designed electronic record platform

For this PPT you are an advocate for full practice authority for your APRN specialty. You are addressing a group of legislators.

Template and rubric are included. SOAP NOTE TEMPLATE Review the Rubric for more Guidance Demographics

Template and rubric are included. SOAP NOTE TEMPLATE Review the Rubric for more Guidance Demographics Chief Complaint (Reason for seeking health care) History of Present Illness (HPI) Allergies Review of Systems (ROS) General: HEENT: Neck: Lungs: Cardio Breast: GI: M/F genital: GU: Neuro Musculo: Activity: Psychosocial: Derm: Nutrition: Sleep/Rest: LMP:

Please follow APA format, add citations and references. Document will be verified for plagiarism and AI use. Thank you!

Please follow APA format, add citations and references. Document will be verified for plagiarism and AI use. Thank you! Case Study Discussion 2 Study Discussion Instructions Scenario: A 32 year old female reports a history of depression, crying spells, substance abuse, and behaviors that include eating and sleeping very little, talking

SOAP Note 2 Patient is a 77 year male coming in because he keeps on wetting the

SOAP Note 2 Patient is a 77 year male coming in because he keeps on wetting the bed. Has no history of surgeries. Has a wife and 2 kids. No family histories. Wife does have type 2 diabetes. And he has mild hypertension but that started in his early

Blog: How Has Nursing Informatics and Technology Impacted Your Practice? For this Discussion, you will explore the impact of digital technology on

Blog: How Has Nursing Informatics and Technology Impacted Your Practice? For this Discussion, you will explore the impact of digital technology on nursing practice. Consider the influence these technologies may have on nursing practice, and what skills you might need to hone in on in order to address these needs.

Weekly Clinical Experience 4 Patient came in because she is having trouble

Weekly Clinical Experience 4 Patient came in because she is having trouble sleeping. She is 77 years old Describe your clinical experience for this week. · Did you face any challenges, any success? If so, what were they? · Describe the assessment of a patient, detailing the signs and

Case 4 An 82-year-old man recently returned to the long-term care facility after

Case 4 An 82-year-old man recently returned to the long-term care facility after hospitalization for open reduction internal fixation of the right hip. He has been divorced for over 50 years and has two adult children who visit him frequently in the nursing home. He has a 5-year history

see attachments. The paper should only be 2-3 pages long and should be written as a formal paper. Information must be in complete sentences (not

see attachments. The paper should only be 2-3 pages long and should be written as a formal paper. Information must be in complete sentences (not phrases). Include all aspects of the bullet points in your paper. The paper is about how you can compile information into a complete but concise

create a concept map using the case study in the power point and the concept map outline NUR 357 Concept Map Guidelines

create a concept map using the case study in the power point and the concept map outline NUR 357 Concept Map Guidelines Concept Map Description: A concept map is a picture or chart that illustrates the relationships between the patient’s medical diagnosis(es), the symptoms he/she is demonstrating, the patient lab

Well-child SOAP Note Format Demographic Data · Age, and gender (must be HIPAA compliant)

Well-child SOAP Note Format Demographic Data · Age, and gender (must be HIPAA compliant) Subjective · ___-day/week old infant/child accompanied by ___________ and here for a routine well-child/baby check (and vaccines). Any parental concerns/ questions today? · Interval Events/History: · Nutrition: · Elimination: · Sleep: · Medications: · Allergies: ·

see attachment Case Scenario 1- Complete the chart and answer the case scenario Kelly is a 19-year-old female who comes to your clinic

see attachment Case Scenario 1- Complete the chart and answer the case scenario Kelly is a 19-year-old female who comes to your clinic complaining of severe menstrual pain that is usually worse just prior to and during the first two days of her menses. The pain is sometimes so severe

Week 6 Discussion Part I Table 1 Differential Diagnosis Pediatric Limp

Week 6 Discussion Part I Table 1 Differential Diagnosis Pediatric Limp Complete the table. CC limp Condition Age Pain (+ or -) Historical Findings Clinical Findings Causative Factors Management Developmental Dysplasia of Hip Leg-length Inequality Juvenile Arthritis Slipped capital femoral epiphysis (SCFE) Legg-Calve-Perthes disease Transient synovitis Trauma Neoplasm Septic arthritis

MENTAL STATUS EXAM GUIDE Previous Mental Health Treatments (e g: psychopharmacology, inpatient stabilization, Occupational

MENTAL STATUS EXAM GUIDE Previous Mental Health Treatments (e g: psychopharmacology, inpatient stabilization, Occupational Therapy, Vocational Therapy, Marriage/Family Therapy, Group Therapy, Detox, ECT &/or social services): What is the initial impression of the admitting examiner found in the initial evaluation, triage, or social worker note: Compare your impression of the

Comprehensive Psychiatric Evaluation Template With Psychotherapy Note Encounter date:

Comprehensive Psychiatric Evaluation Template With Psychotherapy Note Encounter date: ________________________ Patient Initials: ______ Gender: M/F/Transgender ____ Age: _____ Race: _____ Ethnicity ____ Reason for Seeking Health Care: ______________________________________________ HPI:_________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________ SI/HI: _______________________________________________________________________________ Sleep: _________________________________________ Appetite: ________________________ Allergies (Drug/Food/Latex/Environmental/Herbal): ___________________________________ Current perception of Health: Excellent Good Fair Poor

1

1 3 Awakening the DNP Spirit of the Scientific Underpinnings Your Name (without credentials) Miami Regional University DNP7100: Evaluation of Evidence for Practice Professor Name Month, Year Title (Introduction – not labeled ‘Introduction’) Introduce your topic of interest for practice change and its general area of either (a) clinical outcomes,

The purpose of this assignment is to explore and analyze regulatory agencies that play a critical role in governing health and the healthcare system

The purpose of this assignment is to explore and analyze regulatory agencies that play a critical role in governing health and the healthcare system within the United States. This will help you understand the frameworks that guide healthcare practice, especially as it relates to your role as a Family Nurse