RAMADAN SERIES

Do activity, stress and recovery patterns differ between male and female frontline police officers? An Ultrahuman Ring AIR study on first responders

Bhargavi K S, Kanika Gupta, Ved Asudani, Prakhar Chauhan, Vishal Shetty, Tushar Bangera, Robinson K, Nishanth Krishnan, Pawanpreet Singh, Neeraj Kumar, Adhit Shet, Bhuvan Srinivasan, Aditi Bhattacharya
Summary
Objective: To compare physical activity, stress, sleep, and recovery patterns between male and female first responders in the police force, using continuous wearable monitoring technology.
Data: Physical activity, stress levels, sleep metrics, and recovery scores collected from 17 police officers (12 male, 5 female) over a six-week period using the Ultrahuman Ring AIR during regular duty cycles.
Findings:
-Activity: Identical active hours (9h) between genders, but significantly higher movement index in males (77 vs 74, p=0.02).
-Stress: Marginally higher median stress scores in females (81 ± 25.25 vs 77 ± 18) indicating lower stress.
-Sleep: Similar efficiency between groups (females: 90% vs males: 89%), with females showing slightly longer duration (444.5 vs 430 min).
-Recovery: Identical median recovery scores for both groups (76 ± 9).
Conclusion: Police work imposes similar physiological demands regardless of gender, though male officers achieved higher movement indices through additional workout time. Women officers leveraged app insights to optimise sleep despite scheduling constraints.
Background and Rationale
The first responders in the law enforcement workforce play a fundamental role in public safety, and often work long hours under high stress, which has been associated with significant impact on their health1. Stress among these frontline police can be caused by organisational or workplace stressors that include demanding work schedules, experiencing trauma and exposure to violence2. Many occupational factors can indeed alter police officers' physical health. These include irregular shift work, night shifts and extended work schedules3. Research focusing on specific health issues such as sleep disturbances or metabolic disorders conducted in police personnel relies on self reported data or interview/questionnaire type subjective formats4. However, these studies do not capture the direct physiological insights that are possible with wearable technology today. Wearable technology provides real-time health monitoring and remote tracking of vital signs5.

A more serious gap in the literature is the lack of gender comparison on the differential stress, sleep, and recovery profiles. In several recent wearable studies, mixed cohorts, including male and female officers, have been profiled; however, research conclusions have been presented for the whole group6, 7, 8. Hence, this misses the nuances of the gender-specific interaction of work responsibilities with their socio-cultural roles in life. There is a further paucity of wearable based continuous indicators for South-Asian police personnel, adding to the data scarcity for any benchmarking exercise and insights for policymakers in these regions.

This pilot study was undertaken to assess physical activity, sleep patterns, recovery, and stress levels in head constables, a category of frontline police officers, segregated by gender, using the Ultrahuman Ring AIR wearable device. We monitored the physical wellbeing of on-duty male and female frontline/first responder officers and examined if there were any specific differences in the stress and activity loads of male vs female officers with comparable work profiles and the subsequent impact on sleep and recovery profiles.
Methods
This subgroup analysis was derived from a larger observational study of police officers from the southeast region of Bengaluru City, in the state of Karnataka between June 25th and August 7th, 2024. Participants from 17 police stations were involved, from which frontline police officers designated as head constables were selected for this analysis. Among these officers, 12 were male and 5 were female, with an age range between 30 and 50 years. All officers wore the Ultrahuman Ring AIR for >90% of the entire 6 week period. The officers were expected to continue their duty cycle as usual and if possible engage in voluntary fitness and dietary changes in their lifestyle.

Data was acquired per Ultrahuman’s terms of use and privacy policy, along with consent obtained from participating officers as a part of the larger study. The comparative analyses were performed on median values for each of the parameters of the male versus female groups. Statistical analysis was done for some of the comparisons using the Mann-Whitney U test and reported the significance threshold of p<0.05 or trend level p<0.15.
Results
Similar active hours and diurnal stress profiles but higher mobility in frontline male officers
Across the different hierarchical levels of law enforcement officers (LEOs), the first responders, irrespective of their sex or other demographics, are issued considerable amounts of physical work6. So, we first quantified the daily physical activity parameters of our cohort of 17 police officers, out of which 70.6% were males (N=12) and 29.4% were females (N=5). Figure 1 shows the active hours, as defined by hours with greater than 500 steps moved, of the male and female police personnel, monitored by their Ultrahuman Ring AIR. The median values of active hours were observed to be the same between male and female officers (Male: 9 h, Female: 9 h; Figure 1A). The overall movement indices (which is an aggregate of active hours, steps, workouts, etc.) for the two groups showed men had a significantly higher movement index (Male: 77, Female: 74; p = 0.02; Figure 1B).

Besides physical activity, first responders constantly encounter stressful scenarios at work8. The Ultrahuman Stress Rhythm Score (SRS) is a metric that maps cardiac demands across the day. A high score corresponds to better stress management. Comparing the daily stress score between groups showed a relatively higher median value of the stress score in women officers. However the female group had higher variation in stress scores, and hence the results did not meet statistically significant criteria when compared to the male group (Male: 77 + 18, Female: 81 + 25.25; Figure 1C).
Figure 1: Daily physical activity and stress monitoring averaged over 6 weeks across police officers [N(Men)=12, N(Women)=5]. a) Active hours, b) Movement index, c) Stress score. * represents p<0.05. Whiskers represent 1.5 times the interquartile range (IQR).
Sleep and recovery
Sleep quality and recovery are directly related to stress levels and physical activity17. Therefore, we next examined how the officers slept over a period of 6 weeks as monitored by the Ring AIR. The median sleep efficiency was not only similar for the female and the male groups (Male: 89 + 10, Female: 90 + 11; Figure 2A), but also reflected a healthy level of the metric for both the groups. Further, the median sleep duration, though slightly higher for women in median values, had a similar range between the men and women officers (Male: 430 min, Female: 444.5 min; Figure 2B). Thus, the male and female first responders were able to achieve the basic and necessary sleep goals after their day-shifts across all the weeks.

We next examined how well the body recovered during sleep for the men and women officers. The recovery score, which depends on the cardiac rhythm, sleep temperature, and general sleep volume, was similar for both sexes (Male: 76 + 9, Female: 76 + 9; Figure 2C). The bodies of the male and female police officers thereby were engaging the recovery mechanisms to comparable capacities during sleep.
Figure 2: Sleep monitoring and recovery averaged over 6 weeks across police officers [N(Men)=12, N(Women)=5]. a) Sleep efficiency, b) Sleep duration, c) Recovery score.  Whiskers represent 1.5 times the interquartile range (IQR).
Conclusions, Limitations and Future Directions
The routine work of the first responders in the police force comprises constant exposure to unpredictable, often dangerous and uncontrollable stressors9. In the past, various studies have reported high stress levels in the police workforce10, 11. Repeated exposure to high stress levels can be detrimental to overall well being. The adverse effects of stress can be observed directly on sleep and recovery profiles of the individuals and these profiles are known to differ between men and women12, 13. Information on police officers, however, states that male and female officers on duty often report similar levels of stress14, 15, 16. Equipped with the latest wearable technology, we took a broader and deeper take on this question: do the physical wellbeing parameters of male and female first responders differ? Herein, using the Ultrahuman Ring AIR, we examined not just stress, but also sleep and recovery scores, both of which are highly correlated to stress levels. 

It is also known that sleep and recovery are impacted by levels of physical movement17. Therefore, we sought to compare the movement index and daily active hours between the male and female groups. The number of active hours was similar for the two groups whereas the movement index was higher for the men. The male officers had a higher movement index because they could engage in workouts outside their office hours, which were logged in the Ultrahuman mobile app. On the contrary, the women reported that they were invested in the household chores besides office work, and therefore could not take out time for exercise. This trend is perhaps a larger phenomena than limited to south Asian LEO forces.

Interestingly, we noted a slight reversal in the sleep data of the two groups. First, the sleep duration was slightly higher for women and so was the sleep efficiency. As shared by certain women participants, they actively engaged with the Ultrahuman application for gaining daily insights and making slight adjustments when possible to their sleep schedules (sleeping earlier when given time or engaging in some restful exercises when not able to nap). These small adjustments may have shown the minor improvement of their sleep schedules. We did not receive a similar feedback from male officers. It is pertinent to note that qualitative feedback was not sought but voluntarily shared, hence may not be generalizable. Being a pilot study, the trends are not applicable for a wider force without expansion studies. Another limitation was that we did exclude night shifts across the six weeks since data was not available.

This study is an initial data gathering pilot to understand the gender differences in stress and recovery markers using wearables and continuous remote monitoring. First responder law enforcement is fundamental to the fabric of a safe society, and their wellbeing has wide implications for all of us.
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