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Mizzou Nurse Workload and Well-Being Study

Exploring the Correlation Between Workload, Stress Level, and Health Status of Nurses Through Wearable Technology and Shift Data: A Feasibility Study

Status
Enrolling by invitation
Phases
Unknown
Study type
Observational
Source
ClinicalTrials.gov
Registry ID
NCT07247708
Enrollment
50
Registered
2025-11-25
Start date
2025-08-26
Completion date
2026-12-31
Last updated
2026-05-04

For informational purposes only — not medical advice. Sourced from public registries and may not reflect the latest updates. Terms

Conditions

Burnout, Healthcare Workers, Nursing Workload

Keywords

burnout, nursing workload, acute care nursing, physiological stress, job satisfaction, biometric measurement, organizational factors in health care, well-being

Brief summary

This observational study will evaluate the feasibility of linking nursing workload to burnout and physiological well-being among acute care nurses. Researchers will collect data from three sources: hospital workforce management software, wearable health devices (Oura Rings), and validated surveys. Fifty nurses from intensive care and medical-surgical units at a level one trauma center will participate. The study will also include interviews to better understand workplace stressors. Findings will help identify patterns that contribute to burnout and guide the development of future interventions to support nurse well-being and improve workforce retention.

Interventions

OTHERMultimethod data collection

Participants will contribute data through three integrated sources: workload metrics (workforce management software to assess patient acuity and shift characteristics); biometric monitoring (physiological data collected via the Oura Ring); and self-report surveys and semi-structured interviews.

Sponsors

University of Missouri-Columbia
Lead SponsorOTHER
Oura Ring
CollaboratorUNKNOWN

Study design

Observational model
COHORT
Time perspective
PROSPECTIVE

Eligibility

Sex/Gender
ALL
Age
18 Years to No maximum
Healthy volunteers
No

Inclusion criteria

* RN participants must be at least 18 years of age. * Must be a credentialed registered nurse (RN) working fulltime (≥0.75 FTE) in the MUHC University Hospital on the surgical or cardiac ICUs, surgical specialties, or the cardiovascular unit. * Must own a smart phone capable of supporting latest version of the Oura app with internet connectivity (Apple iOS15 and higher; Android 8.0 and higher with Google Play services) and Bluetooth 4.0. * Ability to wear an Oura ring daily, 7 days/ week (at least 22 hours/day), and adhere to study procedures. * Able to complete informed consenting procedures.

Exclusion criteria

* Known allergy or sensitivity to components of Oura ring. * RNs working part-time or per diem * Travel nurses * Known allergies to the Oura ring * Ring finger sizes incompatible with Oura Ring Gen 3 sizes

Design outcomes

Primary

MeasureTime frameDescription
AcceptabilityEnrollmentAcceptability is evaluated based on the number of people who were approached to participate in the study compared to the number of people who agreed to participate. Reported as a percentage rate.
Data completion rateEnrollment through 10 weeksReported as percentage rate of complete data obtained at baseline, 5 weeks, and 10 weeks
Retention rateEnrollment through 10 weeksReported as a percentage rate reflecting the number of participants participating at study completion compared to the number of participants participating at study commencement.
Heart rateEnrollment through 10 weeksReported as a numerical value reflecting beats per minute.
Heart rate variabilityEnrollment through 10 weeksReported as a numerical value in (milliseconds)
Sleep durationEnrollment through 10 weeksReported as the total sleep time (hours and minutes)
Sleep scoreEnrollment through 10 weeksReported as a numerical value (index value) ranging from 0-100
Resilience scoreEnrollment through 10 weeksReported as a numerical score (composite index value) ranging from 0-100
Patient Acuity scoreFrom enrollment through the end of 10 weeksThe Oracle Health Workload Management Clairvia system operationalizes patient acuity in terms of the intensity of care provided by nursing staff and allows for the direct care time required per patient to be quantified. This allows capture of RNs' workload across the working shift, creating an individualized utilization value that can reported as a numerical value (score).

Secondary

MeasureTime frameDescription
The Perceived Stress ScaleBaseline, Week 5, Week 10The Perceived Stress Scale (PSS) (r = .93) is a 10-item survey measuring general perceived stress over the past 1 month. Scores range 0 to 40; ≥ 14 suggests at least moderate perceived stress.
The Professional Quality of Life ScaleBaselineThe Professional Quality of Life Scale (ProQOL) is a 30-item measure of burnout, well-being, and occupational stress from the past 30 days. ProQOL subscales include compassion satisfaction (Cronbach's α = 0.88), burnout (Cronbach's α = 0.75), and secondary traumatic stress (Cronbach's α = 0.81). Scores are interpreted as ≤ 22 (low), 23-41 (moderate), and ≥42 (high) levels of the construct being measured.
The PROMIS-29 Profile v2.0Baseline, Week 5, Week 10The PROMIS®-29 Profile v.2.0 assesses 7 domains of mental and physical health, including anxiety, depression, fatigue, physical function, social role, sleep disturbance, pain. Raw scores are converted to T-scores with higher T-scores representing more of the construct being measured.
Feasibility of Intervention Measure (FIM)Week 5, Week 10The Feasibility of Intervention Measure (FIM) is a 4-item, validated implementation outcome survey tool designed to assess how practical and achievable an intervention is within a given setting. Responses range from completely disagree to completely agree.
Acceptability of Intervention Measure (AIM)Week 5, Week 10The AIM is a 4-item tool that evaluates the extent to which participants perceive an intervention as agreeable, satisfactory, or appealing. Responses range from completely disagree to completely agree.
Intervention Appropriateness Measure (IAM)Week 5, Week 10The IAM is a 4-item tool that assesses the perceived fit or suitability of an intervention for a specific setting. Responses range from completely disagree to completely agree.
Qualitative Insights on Burnout and Organizational StressorsBaselineThematic analysis of semi-structured interviews exploring nurses' perceptions of stress, workload, and well-being.
Hours worked per weekBaseline through week 10Numerical value reflecting the total number of hours a nurse worked each week.

Countries

United States

Contacts

PRINCIPAL_INVESTIGATORJennifer Hulett, PhD

University of Missouri-Columbia

Outcome results

None listed

Source: ClinicalTrials.gov · Data processed: May 5, 2026