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Haji-Sheikhi F, Fragala MS, Bare LA, Rowland CM, Goldberg SE. Prediction of Future Medical Costs by Modifiable Measures of Health. CLINICOECONOMICS AND OUTCOMES RESEARCH 2023; 15:525-534. [PMID: 37408662 PMCID: PMC10319160 DOI: 10.2147/ceor.s406525] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/01/2023] [Accepted: 06/01/2023] [Indexed: 07/07/2023] Open
Abstract
Introduction Strategies to mitigate rising health-care costs are a priority for patients, employers, and health insurers. Yet gaps currently exist in whether health risk assessment can forecast medical claims costs. This study examined the ability of a health quotient (HQ) based on modifiable risk factors, age, sex, and chronic conditions to predict future medical claims spending. Methods The study included 18,695 employees and adult dependents who participated in health assessments and were enrolled in an employer-sponsored health plan. Linear mixed effect models stratified by chronic conditions and adjusted for age and sex were utilized to evaluate the relationship between the health quotient (score of 0-100) and future medical claims spending. Results Lower baseline health quotient was associated with higher medical claims cost over 2 years of follow up. For participants with chronic condition(s), costs were $3628 higher for those with a low health quotient (<73; N = 2673) compared to those with high health quotient (>85; N = 1045), after adjustment for age and sex (P value = 0.004). Each one-unit increase in health quotient was associated with a decrease of $154 (95% CI: 87.4, 220.3) in average yearly medical claims costs during follow up. Discussion This study used a large employee population with 2 years of follow-up data, which provides insights that are applicable to other large employers. Results of this analysis contribute to our ability to predict health-care costs using modifiable aspects of health, objective laboratory testing and chronic condition status.
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Sainfort F, Jacko JA, Cohen K, Rosman A, Vieweg J. Disciplinary Intersection of Medicine and Business: A Novel Population Health Management Premedical Pathway for Medicine and Other Health Care Professions. Popul Health Manag 2022; 25:616-624. [PMID: 35763303 DOI: 10.1089/pop.2022.0090] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/12/2022] Open
Abstract
Premedical students typically pursue undergraduate specialization in basic biological and other sciences, learning to understand living systems at a microscopic, genetic, or molecular level. However, curricula in the basic sciences do not traditionally include courses that enable students to learn about living systems at the macro level-understanding individuals within their environment, as well as understanding and managing the health of populations, especially those with underlying conditions or the underserved. This disconnect can be bridged by creating novel curricular programs intersecting medicine and business. Population health management is a multidisciplinary field that aims to improve the patient experience, reduce health care costs, and improve treatment outcomes. Though related to public health, the 2 fields differ in significant ways. Population health management emphasizes health outcomes and their measurements and seeks to improve health outcomes based on a full understanding of risk, behaviors, lifestyle, environment, and all social determinants of health. A shift in premedical education that connects the medical sciences with business requires curricular reform with the emerging field of population health management at their intersection, allowing students to be better prepared for future medical practices and to understand expectations, benchmarks, business, and economics in a new value-based health care system.
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Affiliation(s)
- François Sainfort
- H. Wayne Huizenga College of Business and Entrepreneurship and Nova Southeastern University, Fort Lauderdale, Florida, USA.,Dr. Kiran C. Patel College of Allopathic Medicine, Nova Southeastern University, Fort Lauderdale, Florida, USA
| | - Julie A Jacko
- H. Wayne Huizenga College of Business and Entrepreneurship and Nova Southeastern University, Fort Lauderdale, Florida, USA.,Dr. Kiran C. Patel College of Allopathic Medicine, Nova Southeastern University, Fort Lauderdale, Florida, USA
| | - Katherine Cohen
- Dr. Kiran C. Patel College of Allopathic Medicine, Nova Southeastern University, Fort Lauderdale, Florida, USA
| | - Andrew Rosman
- H. Wayne Huizenga College of Business and Entrepreneurship and Nova Southeastern University, Fort Lauderdale, Florida, USA
| | - Johannes Vieweg
- Dr. Kiran C. Patel College of Allopathic Medicine, Nova Southeastern University, Fort Lauderdale, Florida, USA
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Measuring Productivity, Perceived Stress and Work Engagement of a Nationally Delivered Workplace Step Count Challenge. INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH 2022; 19:ijerph19031843. [PMID: 35162865 PMCID: PMC8835687 DOI: 10.3390/ijerph19031843] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 11/25/2021] [Revised: 01/12/2022] [Accepted: 01/26/2022] [Indexed: 11/25/2022]
Abstract
Workplace step count challenges show promise with regard to increasing physical activity, with walking linked to many positive physical and mental health benefits. Few studies have investigated their effects on work-related outcomes. The aim of this study was to describe (1) the process of collecting work-related outcomes as part of a real-world workplace intervention, the Step Count Challenge, and (2) report step counts and work-related outcomes (productivity, perceived stress and work engagement) during the Step Count Challenge. This pre-post study was conducted as part of a four-week 2018 National Step Count Challenge (SCC) in Scotland, UK. A survey was administered to collect self-reported steps, productivity (HWQ), perceived stress (Cohen Perceived Stress Scale) and work engagement (UWES) on the week prior to the intervention starting (baseline), week 1 and week 4. Process data such as recruitment and response rates were monitored throughout. Of 2042 employees who signed up to the SCC, baseline data were reported for 246 (12% of total; mean age 42.5 years, 83% female). Process data suggest low uptake to the study and poor compliance between surveys time points. Preliminary data suggest positive changes in step counts (3374 steps/day by week 4), stress and productivity. No changes in work engagement were found. The findings highlight the need to integrate research more effectively into real-world interventions, including a true baseline period. The Step Count Challenge may have positive change on some work-related outcomes warranting further investigation into how robust research designs can be delivered without negatively influencing real-world interventions.
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Howarth A, Quesada J, Donnelly T, Mills PR. The development of 'Make One Small Change': an e-health intervention for the workplace developed using the Person-Based Approach. Digit Health 2019; 5:2055207619852856. [PMID: 31210960 PMCID: PMC6546946 DOI: 10.1177/2055207619852856] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/20/2018] [Accepted: 05/04/2019] [Indexed: 11/16/2022] Open
Abstract
Background The application of digital health interventions is widespread and many
employers are implementing employee e-health programs. Intended to enhance
productivity by increasing wellbeing, workplace interventions often lack
evidence of effectiveness and have low rates of retention. Use of the
person-based approach (PBA) is one solution, which offers a systematic
framework for developing effective digital health interventions. This paper
describes the application of the PBA to the development of ‘Make one small
change’ (Cigna MSC™), an online behaviour change system for lifestyle habits
focused on resilience, movement, eating and sleep. Method and results The development of Cigna MSC™ took place over four stages with colleagues
(n = 79) across Cigna globally. Application of the PBA
entailed using high amounts of qualitative data to inform development and a
cyclical process of ‘listening, applying and delivering’ was adhered to
throughout. Early stages involved review of current literature and the
collection of feedback in relation to existing interventions. Combined,
results revealed key intervention development issues that were then used to
form guiding principles. Guiding principles ensured intervention objectives
translated into relevant design features. The final stages of evaluation
included testing images, text and content approaches. Feedback dictated that
the intervention should be fun, easy to use and include milestones for
self-monitoring. The resulting version was finalised and made ready to pilot
so future analysis can be made in relation to real-world engagement and the
embedded evaluative content can be used to provide evidence of intervention
effectiveness. Conclusions Using the PBA, which was evolved specifically to improve development of
digital interventions, resulted in a workplace intervention embedded with
in-depth user input combined with evidenced-based theory. This paper
illustrates how using a rigorous methodology can drive the creation of an
effective digital health intervention that uniquely allows for refinement at
each stage.
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Affiliation(s)
- Ana Howarth
- Cigna, Global Wellbeing Solutions Ltd, London, UK.,Population Health Research Institute, St George's, University of London, UK
| | - Jose Quesada
- Cigna Health and Life Insurance Company, Bloomfield, USA
| | | | - Peter R Mills
- Cigna, Global Wellbeing Solutions Ltd, London, UK.,Department of Respiratory Medicine, The Whittington Hospital NHS Trust, London, UK
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Street TD, Lacey SJ. Accounting for employee health: The productivity cost of leading health risks. Health Promot J Austr 2018; 30:228-237. [PMID: 30168878 DOI: 10.1002/hpja.200] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/07/2018] [Revised: 06/20/2018] [Accepted: 08/19/2018] [Indexed: 12/17/2022] Open
Abstract
BACKGROUND "Workplace health promotion and protection" broadly refers to an integrated approach to workplace health and safety initiatives. There are substantial benefits to adopting such an approach, including the potential for: improvements to individual employees' health and well-being; increased productivity; and reduced safety risks and expenses. Yet many employers remain reluctant to shift from traditional safety initiatives and spending. This paper aims to demonstrate the value of investing in an integrated health promotion and protection approach by calculating the productivity costs associated with 11 modifiable health risks and 14 chronic conditions in an Australian mining company. METHOD Eight hundred and ninety-seven employees participated in a self-report health survey aimed at investigating employee health behaviours, health conditions and productivity. RESULTS Overall, modifiable health risks and chronic health conditions were calculated to contribute to an estimated $22.15 million (AUD) and $7.95 million (AUD) in lost productivity per 1000 employees per annum, respectively. Although employee stress was identified as the third highest prevalence health risk across the employee sample (at 42%), it accounted for the highest financial burden. CONCLUSION Employee health plays a vital role in the profitability, productivity, and safety outcomes of an organisation. For modifiable health risks and chronic conditions, ailments that affected cognition resulted in the highest financial burden (ie, stress and migraine headaches). SO WHAT?: These findings make a strong financial and business case for the integration of preventative health and safety initiatives, with particular emphasis on modifiable health risk behaviours.
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Affiliation(s)
- Tamara D Street
- Wesley Medical Research, The Wesley Hospital, Auchenflower, Qld, Australia.,Institute of Health and Biomedical Innovation, Queensland University of Technology, Brisbane, Qld, Australia
| | - Sarah J Lacey
- Wesley Medical Research, The Wesley Hospital, Auchenflower, Qld, Australia
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Hodges LC, Harper TS, Hall-Barrow J, Tatom ID. Reducing Overall Health Care Costs for a City Municipality. ACTA ACUST UNITED AC 2017. [DOI: 10.1177/216507990405200606] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/15/2022]
Affiliation(s)
- Linda C. Hodges
- College of Nursing, University of Arkansas for Medical Sciences, Little Rock, AR
| | | | | | - Iris D. Tatom
- College of Nursing, University of Arkansas for Medical Sciences, Little Rock, AR
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Byrne DW, Rolando LA, Aliyu MH, McGown PW, Connor LR, Awalt BM, Holmes MC, Wang L, Yarbrough MI. Modifiable Healthy Lifestyle Behaviors: 10-Year Health Outcomes From a Health Promotion Program. Am J Prev Med 2016; 51:1027-1037. [PMID: 27866595 DOI: 10.1016/j.amepre.2016.09.012] [Citation(s) in RCA: 34] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/17/2016] [Revised: 08/24/2016] [Accepted: 09/06/2016] [Indexed: 12/01/2022]
Abstract
INTRODUCTION Previous studies have examined the impact of healthy lifestyle choices on health-related outcomes; however, given their fragmented, often cross-sectional nature, assessing the relative impact of daily modifiable behaviors on overall long-term outcomes, particularly for a diverse working adult population, remains challenging. METHODS Relationships between ten self-reported healthy lifestyle behaviors and health outcomes during the subsequent 9 years in a cohort of 10,248 participants enrolled during 2003 in a voluntary workplace wellness program were assessed. Cox proportional-hazards models computed hazard ratios (HRs) for lifestyle characteristics associated with time to one of seven self-reported chronic diseases or death. Data were collected between 2003 and 2012 and analyzed between 2014 and 2016. RESULTS Behaviors that most significantly affected future outcomes were low-fat diet, aerobic exercise, nonsmoking, and adequate sleep. A dose-response effect was seen between dietary fat intake and hypertension, obesity, diabetes, heart disease, and hypercholesterolemia. After dietary fat intake, aerobic exercise was the next most significant behavior associated with development of outcomes. Compared with sedentary participants, those who exercised 4 days per week were less likely to develop new-onset diabetes (HR=0.31, 95% CI=0.20, 0.48); heart disease (HR=0.46, 95% CI=0.27, 0.80); and hypercholesterolemia (HR=0.61, 95% CI=0.50, 0.74). Low-fat diet and adequate sleep were more significant than commonly promoted healthy behaviors, such as eating a daily breakfast. CONCLUSIONS Modifiable lifestyle behaviors targeted in health promotion programs should be prioritized in an evidence-based manner. Top priorities for workplace health promotion should include low-fat diet, aerobic exercise, nonsmoking, and adequate sleep.
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Affiliation(s)
- Daniel W Byrne
- Vanderbilt Faculty/Staff Health and Wellness, Division of General Internal Medicine and Public Health, Vanderbilt University, Nashville, Tennessee; Department of Biostatistics, Vanderbilt University, Nashville, Tennessee.
| | - Lori A Rolando
- Vanderbilt Faculty/Staff Health and Wellness, Division of General Internal Medicine and Public Health, Vanderbilt University, Nashville, Tennessee; Department of Medicine, Vanderbilt University, Nashville, Tennessee
| | - Muktar H Aliyu
- Vanderbilt Faculty/Staff Health and Wellness, Division of General Internal Medicine and Public Health, Vanderbilt University, Nashville, Tennessee; Department of Medicine, Vanderbilt University, Nashville, Tennessee; Department of Health Policy, Vanderbilt University, Nashville, Tennessee
| | - Paula W McGown
- Vanderbilt Faculty/Staff Health and Wellness, Division of General Internal Medicine and Public Health, Vanderbilt University, Nashville, Tennessee
| | - Lisa R Connor
- Vanderbilt Faculty/Staff Health and Wellness, Division of General Internal Medicine and Public Health, Vanderbilt University, Nashville, Tennessee
| | - Bradley M Awalt
- Vanderbilt Faculty/Staff Health and Wellness, Division of General Internal Medicine and Public Health, Vanderbilt University, Nashville, Tennessee
| | - Marilyn C Holmes
- Vanderbilt Faculty/Staff Health and Wellness, Division of General Internal Medicine and Public Health, Vanderbilt University, Nashville, Tennessee
| | - Li Wang
- Department of Biostatistics, Vanderbilt University, Nashville, Tennessee
| | - Mary I Yarbrough
- Vanderbilt Faculty/Staff Health and Wellness, Division of General Internal Medicine and Public Health, Vanderbilt University, Nashville, Tennessee; Department of Medicine, Vanderbilt University, Nashville, Tennessee; Department of Health Policy, Vanderbilt University, Nashville, Tennessee
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The Effects of Two Workplace Weight Management Programs and Weight Loss on Health Care Utilization and Costs. J Occup Environ Med 2016; 58:162-9. [PMID: 26849260 DOI: 10.1097/jom.0000000000000586] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/17/2022]
Abstract
OBJECTIVES The aim of this study was to compare the impact of two worksite weight management (WM [education] and WM+ [education plus counseling]) programs, on health care utilization and costs. Secondarily, compare the intervention groups to an observational control group of obese workers. Finally, evaluate the impact of actual weight loss on these outcomes. METHODS Estimate the change in the WM and WM+ intervention groups. Using propensity score adjustment compare the two intervention groups with the observational control group; and compare those who lost weight with those who did not. RESULTS No significant differences between the two intervention groups, or between these intervention groups and the observational control group. Those who lost weight reduced their overall health care costs. CONCLUSIONS To achieve weight loss and associated morbidity reductions, more extensive and intensive interventions, with more attention to motivation and compliance, are required.
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The Portion of Health Care Costs Associated With Lifestyle-Related Modifiable Health Risks Based on a Sample of 223,461 Employees in Seven Industries: The UM-HMRC Study. J Occup Environ Med 2016; 57:1284-90. [PMID: 26641823 DOI: 10.1097/jom.0000000000000600] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/25/2022]
Abstract
OBJECTIVE This study estimates the percent of health care costs associated with employees' modifiable health risks. METHODS Cross-sectional multivariate analysis of 223,461 employees from seven industries who completed a health risk assessment during 2007 to 2012. RESULTS Modifiable health risks were associated with 26.0% of health care costs ($761/person) among employees with no self-reported medical conditions and 25.4% among employees with a medical condition ($2598/person). The prevalence and relative costs of each of the 10 risks were different for those without and with medical conditions, but high body mass index was the most prevalent risk for both groups (41.0% and 63.9%) and also contributed the largest percentage of excess costs (7.2% and 7.3%). CONCLUSIONS This study, coupled with past work, gives an employer a sense of the magnitude that might be saved if modifiable health risks could be eliminated.
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Fetterolf D, West R. The Business Case for Quality: Combining Medical Literature Research with Health Plan Data to Establish Value for Nonclinical Managers. Am J Med Qual 2016; 19:48-55. [PMID: 15115275 DOI: 10.1177/106286060401900202] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/17/2022]
Abstract
Clinical managers face a growing need to communicate the value of what they do in terms that can be interpreted by nonclinical financial managers. We have sought to link the evidence basis of current guidelines to variables that will demonstrate in more financial terms the very real benefit of treating diseases aggressively. We have developed an approach using the medical literature that is designed to describe clinical initiatives in more concrete terms as desired by senior management. This becomes specifically critical during budget time and when justification for various clinical programs is needed. The approach uses medical research from the peer-reviewed literature to estimate the economic impact of various initiatives and then combines the analysis with an organization's actual data to impute potential benefit. A sample grid for developing the analysis is attached. A comprehensive bibliography that will assist others with similar endeavors has been included. Although not as rigorous as formal methods, actuarial analyses, or health services research activities, it presents a beginning framework around which an organization can create operational estimates of initiative effectiveness.
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Anderson DR. Understanding the Relationship between Health Risks and Health-Related Costs. Am J Health Promot 2016; 18:261-3, iii. [PMID: 14748318 DOI: 10.4278/0890-1171-18.3.261] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/17/2022]
Abstract
Dr. Anderson reflects on the lack of consistency in studies on the relationship between health risks and medical costs. Part of the inconsistency is caused by differences in risk assessment instruments, but a more important concern is lack of clear conceptualization and statement of research goals. One reason for exploring this relationship is to be able to predict health care costs accurately: a very different reason is to identify causal variables, the modification of which will have an impact on costs.
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Lynch WD, Chikamoto Y, Imai K, Lin TF, Kenkel DS, Ozminkowski RJ, Goetzel RZ. The Association between Health Risks and Medical Expenditures in a Japanese Corporation. Am J Health Promot 2016; 19:238-48. [PMID: 15675538 DOI: 10.4278/0890-1171-19.3s.238] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/17/2022]
Abstract
Purpose. To examine the relationship between health risks and medical care expenditures in an employer setting in Japan. Design. A cross-sectional, correlational study. Setting. A large Japanese corporation. Subjects. A total of 6543 employees of a large Japanese electronics company, for whom medical expenditures, lifestyle risks and biometric data were available, were included in the analysis. Seventy-six percent were male, and subjects were primarily white-collar workers. Measures. Medical expenditure data were available for fiscal year 2000, including inpatient, outpatient, and total expenditures, measured in Japanese yen. Binary expenditure indicators for those having no claims and those having high claims (90th percentile) were also created. Risk measures included biometric assessment of high blood pressure and high body mass index (BMI, body weight and height) and self-reported stress, lack of exercise, excess alcohol consumption, poor nutrition, current smoking, and recent quitting. High cholesterol and high blood glucose measures were also available for some subjects from company physicals. Results. Average total expenditures were ¥48,017 (US$445). The 90th percentile of the expenditure distribution was approximately ¥111,750 (US$1037). The most commonly reported risk factors were lack of exercise (52.9%), current smoking (35%), stress (33%), and poor nutritional habits (23.6%). Least common were recently quitting smoking (2%), high blood pressure (4.1%), and high blood glucose (9.4%). The prevalence of overweight or obesity was 15.9%. High blood pressure and recent quitting were consistently related to high expenditures, after adjusting for the influence of other predictors. Adjusted expenditures were 76% higher for recent quitters and 22.6% higher for employees with high blood pressure. Males and younger employees had consistently lower expenditures. Current smoking, poor nutrition, and alcohol risk were also associated with lower expenditures. Those with multiple cardiovascular risk factors had adjusted medical expenditures that were 128% higher than those with no cardiovascular risks. Those who had multiple risk factors for stroke had expenditures that were 13% lower than those without stroke risk factors. Conclusions. This paper represents a first step in examining the association between health risks and medical expenditures in Japanese employees. The investigation uncovered some significant levels of risk for lack of exercise, smoking, and stress. Although results indicate some significant associations between health risks and medical expenditures, several unexpected associations were noted that require further study. Such information provides a solid foundation for health promotion efforts in Japan and direction for subsequent investigations of health risks and medical expenditures. Future studies should address important issues of health risk measurement, data collection, and research design.
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Mills PR, Kessler RC, Cooper J, Sullivan S. Impact of a Health Promotion Program on Employee Health Risks and Work Productivity. Am J Health Promot 2016; 22:45-53. [PMID: 17894263 DOI: 10.4278/0890-1171-22.1.45] [Citation(s) in RCA: 129] [Impact Index Per Article: 16.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/23/2023]
Abstract
Purpose. Evaluate the impact of a multicomponent workplace health promotion program on employee health risks and work productivity. Design. Quasi-experimental 12-month before-after intervention-control study. Setting. A multinational corporation headquartered in the United Kingdom. Subjects. Of 618 employees offered the program, 266 (43%) completed questionnaires before and after the program. A total of 1242 of 2500 (49.7%) of a control population also completed questionnaires 12 months apart. Intervention. A multicomponent health promotion program incorporating a health risk appraisal questionnaire, access to a tailored health improvement web portal, wellness literature, and seminars and workshops focused upon identified wellness issues. Measures. Outcomes were (1) cumulative count of health risk factors and the World Health Organization health and work performance questionnaire measures of (2) workplace absenteeism and (3) work performance. Results. After adjusting for baseline differences, improvements in all three outcomes were significantly greater in the intervention group compared with the control group. Mean excess reductions of 0.45 health risk factors and 0.36 monthly absenteeism days and a mean increase of 0.79 on the work performance scale were observed in the intervention group compared with the control group. The intervention yielded a positive return on investment, even using conservative assumptions about effect size estimation. Conclusion. The results suggest that a well-implemented multicomponent workplace health promotion program can produce sizeable changes in health risks and productivity.
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Nishimura Y, Chikamoto Y, Arima H. Association between Lifestyle-Disease Diagnosis or Risk Status and Medical Care Costs in a Japanese Corporation. Am J Health Promot 2016; 19:249-54. [PMID: 15675539 DOI: 10.4278/0890-1171-19.3s.249] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/17/2022]
Abstract
Purpose. This study examined the differences in medical care costs among (1) individuals who carried the diagnosis of selected lifestyle diseases (diabetes mellitus, hypertension, and hyperlipidemia), (2) individuals whose levels of risks (blood glucose, blood pressure, and total cholesterol) satisfied the diagnosis guidelines yet who did not carry the diagnoses, (3) individuals who had these risks but whose risk levels were not high enough to satisfy the diagnosis guidelines, and (4) individuals without the risks. Design. A one-time cross-sectional design was used. Health checkup data and medical-claims data obtained from the fiscal year 2000 were examined for correlations. Sample. A total of 3292 employees aged 34 years and older were selected from the entire employee population of 6543 in a Japanese corporation. Employees younger than 34 years old were excluded because their clinical risk data were not available. Measures. On the basis of their absence or presence of diagnoses (obtained from medical claims) and underlying risk levels (obtained from health checkups), employees were categorized into (1) the diagnosed group, (2) the extremely high-risk group, (3) the high-risk group, or (4) the no-risk group. Reimbursement points on medical care claims were summed for each individual during the study period and multiplied by 10 to calculate the total medical care costs, as each point in the reimbursement request form represents ¥10. Analysis. The high-cost case analysis was used. First, the high costs were determined as the costs at or above the 90th percentile. The diagnosis or risk status was examined in its relation to the newly created dichotomous variable (whether the medical costs were at or above the threshold or were lower than the threshold) by using a χ2 test. Furthermore, excluding the diagnosed group, a χ2 test was performed to examine the relationships between the levels of risk and the likelihood of incurring any medical care costs (use vs. nonuse). Results. Approximately 15% of employees were already diagnosed with at least one of the three diseases (the diagnosed group; n = 490). One-quarter of employees had at least one risk that was high enough to be diagnosed with the corresponding disease if they had sought medical care (the extremely high-risk group; n = 809). There were 1343 employees in the high-risk group and 650 employees in the no-risk group. The diagnosed group had much higher chances of incurring medical care costs at or above the 90th percentile than did any other risk or no-risk group. No difference among the three risk or no-risk groups was found in mean medical care costs or in the likelihood of any use of medical care services after controlling for the effect of diagnosis. Conclusions. In a Japanese employee population, the diagnosis status of diabetes mellitus, hyperlipidemia, and hypertension was found to be associated with higher medical care costs while risk levels for the diseases were not in a 1-year time period.
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Affiliation(s)
- Yumiko Nishimura
- Asia/Pacific Research Center, Stanford University, Stanford, California, USA
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Jee SH, O'Donnell MP, Suh I, Kim IS. The Relationship between Modifiable Health Risks and Future Medical Care Expenditures: The Korea Medical Insurance Corporation (KMIC) Study. Am J Health Promot 2016; 15:244-55. [PMID: 11349346 DOI: 10.4278/0890-1171-15.4.244] [Citation(s) in RCA: 16] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/17/2022]
Abstract
Context. The relationship between lifestyle risk factors, morbidity, and mortality is well established, but the relationship between lifestyle risk factors and medical care costs is not as well defined. Objectives. To determine the ability of modifiable biometric and lifestyle risk factors to predict future medical care costs. Design. Prospective cohort study. Setting and Participants. Data on modifiable risk factors collected in 1992 and medical care costs collected in 1998 by the Korea Medical Insurance Corporation in South Korea. Data were examined for a final cohort 78 of 728 men and 50,414 women enrolled in the health insurance plan from 1990 through 1998. Main Outcome Measures. Outcome measures included likelihood of any inpatient, outpatient, and total medical care costs and outlier costs; amount of inpatient, outpatient, and total medical care costs; and portion of total medical costs attributable to each risk factor through unadjusted and adjusted multivariate analyses. Results. Baseline modifiable risk factors measured in 1992 (including lifestyle factors such as smoking high body mass index, exercise, and biometric measures such as cholesterol, blood sugar, blood pressure, and urinary sugar) were important predictors of the amount of medical care costs incurred 6 years later in 1998, even after controlling for age, perceived health status, and each of the other modifiable variables. These risk factors were generally better predictors than nonmodifiable demographic risk factors, including income level and type of job. For men, lifestyle risk factors were associated with total costs that were 2.4% (for high blood pressure) to 16.1 % (for former smokers) higher than among men without those risk factors. Biometric risk factors were associated with costs ranging from 9.2% (for cholesterol) to 38.2% (for positive urinary glucose) higher. For women, lifestyle risk factors were associated with total costs that were 2.5% (for exercise) to 6.4% (for current smokers) higher than among those without the risk factors. Biometric risk factors were associated with costs ranging from 10.2% (for cholesterol) to 60.4% (for positive urinary glucose) higher. For men, a cluster of six heart disease risk factors were associated with total costs 54.7% higher, and a cluster of three stroke risk factors were associated with total costs 22.2% higher than in men who had none of these risk factors. Modifiable risk factors accounted for 23.1% of medical costs for men and 8.7% for women. Conclusions. These results suggest that modifiable biometric and lifestyle risk factors can predict a moderate portion of future medical care costs. If these risk factors can be reduced, future medical care costs may be reduced.
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Affiliation(s)
- S H Jee
- Department of Epidemiology and Disease Control, Graduate School of Health Science and Management, Yonsei University, Seoul, Korea
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Musich S, Hook D, Baaner S, Spooner M, Edington DW. The Association of Corporate Work Environment Factors, Health Risks, and Medical Conditions with Presenteeism among Australian Employees. Am J Health Promot 2016; 21:127-36. [PMID: 17152252 DOI: 10.4278/0890-1171-21.2.127] [Citation(s) in RCA: 39] [Impact Index Per Article: 4.9] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/17/2022]
Abstract
Purpose. To investigate the impact of selected corporate environment factors, health risks, and medical conditions on job performance using a self-reported measure of presenteeism. Design. A cross-sectional survey utilizing health risk appraisal (HRA) data merging presenteeism with corporate environment factors, health risks, and medical conditions. Setting. Approximately 8000 employees across ten diverse Australian corporations. Subjects. Employees (N = 1523; participation rate, 19%) who completed an HRA questionnaire. Measures. Self-reported HRA data were used to test associations of defined adverse corporate environment factors with presenteeism. Stepwise multivariate logistic regression modeling assessed the relative associations of corporate environment factors, health risks, and medical conditions with increased odds of any presenteeism. Results. Increased presenteeism was significantly associated with poor working conditions, ineffective management/leadership, and work/life imbalance (adjusting for age, gender, health risks, and medical conditions). In multivariate logistic regression models, work/life imbalance, poor working conditions, life dissatisfaction, high stress, back pain, allergies, and younger age were significantly associated with presenteeism. Conclusions. Although the study has some limitations, including a possible response bias caused by the relatively low participation rate across the corporations, the study does demonstrate significant associations between corporate environment factors, health risks, and medical conditions and self-reported presenteeism. The study provides initial evidence that health management programming may benefit on-the-job productivity outcomes if expanded to include interventions targeting work environments.
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Affiliation(s)
- Shirley Musich
- Health Management Research Center, University of Michigan, 1027 E. Huron Street, Ann Arbor, MI 48104-1688 USA.
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Hartman L, van Dongen JM, Hildebrandt VH, Strijk JE. The Role of Vitality in the Relationship Between a Healthy Lifestyle and Societal Costs of Health Care and Lost Productivity: A Mediation Analysis. Am J Health Promot 2016; 30:465-74. [PMID: 27445327 DOI: 10.1177/0890117116658182] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/17/2022]
Abstract
PURPOSE To examine the mediating effect of vitality in the relationship between healthy lifestyle characteristics and health-care and productivity-related costs. DESIGN Observational prospective cohort study with 2 measurements. Online questionnaires were filled out in 2013 (T0) and 2014 (T1). SETTING A random sample of a Dutch online interview panel was obtained. SUBJECTS Data of 4231 Dutch adults who had complete data at T0 and T1 were used in the present study. Participants were representative for the Dutch adult population in terms of age, gender, and having chronic disease(s). MEASURES Healthy Lifestyle Index (HLI), vitality, and health-care and productivity-related costs. The HLI consisted of the sum of 6 healthy lifestyle characteristics, including a healthy BMI (yes/no), meeting physical activity, fruit, vegetable, and alcohol consumption guidelines (yes/no), and smoking status (yes: non or former smoker/no: current smoker). Health-care and productivity-related costs were measured using a utilization questionnaire. ANALYSIS Linear regression analysis. RESULTS The HLI was related to vitality. In addition, vitality was related to health-care costs and productivity-related costs. Furthermore, vitality was found to transmit 28.4% of the effect of HLI on health-care costs and 39.4% of the effect of HLI on productivity-related costs. CONCLUSION Lifestyle was related to vitality and vitality to health-care and productivity-related costs. Vitality mediated the relationship between lifestyle and health-care and productivity-related costs. Therefore, we recommend to sustain and improve both vitality and lifestyle.
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Affiliation(s)
- L Hartman
- Netherlands Organisation for Applied Scientific Research TNO, Expertise Center Life Style, Leiden, the Netherlands
| | - J M van Dongen
- Department of Health Sciences & EMGO+ Institute for Health and Care Research, Faculty of Earth & Life Sciences, VU University Amsterdam, Amsterdam, the Netherlands
| | - V H Hildebrandt
- Netherlands Organisation for Applied Scientific Research TNO, Expertise Center Life Style, Leiden, the Netherlands
| | - J E Strijk
- Netherlands Organisation for Applied Scientific Research TNO, Expertise Center Life Style, Leiden, the Netherlands
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Mitchell RJ, Ozminkowski RJ. Comparison of Health Risks and Changes in Risks over Time Among a Sample of Lesbian, Gay, Bisexual, and Heterosexual Employees at a Large Firm. Popul Health Manag 2016; 20:114-122. [PMID: 27419470 DOI: 10.1089/pop.2016.0023] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/13/2022] Open
Abstract
The objective of this study was to estimate the prevalence of health risk factors by sexual orientation over a 4-year period within a sample of employees from a large firm. Propensity score-weighted generalized linear regression models were used to estimate the proportion of employees at high risk for health problems in each year and over time, controlling for many factors. Analyses were conducted with 6 study samples based on sex and sexual orientation. Rates of smoking, stress, and certain other health risk factors were higher for lesbian, gay, and bisexual (LGB) employees compared with rates of these risks among straight employees. Lesbian, gay, and straight employees successfully reduced risk levels in many areas. Significant reductions were realized for the proportion at risk for high stress and low life satisfaction among gay and lesbian employees, and for the proportion of smokers among gay males. Comparing changes over time for sexual orientation groups versus other employee groups showed that improvements and reductions in risk levels for most health risk factors examined occurred at similar rates among individuals employed by this firm, regardless of sexual orientation. These results can help improve understanding of LGB health and provide information on where to focus workplace health promotion efforts to meet the health needs of LGB employees.
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Relationship Between Body Mass Index and Workers’ Compensation Claims and Costs. J Occup Environ Med 2015; 57:931-7. [DOI: 10.1097/jom.0000000000000506] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/26/2022]
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Song X, Quek RGW, Gandra SR, Cappell KA, Fowler R, Cong Z. Productivity loss and indirect costs associated with cardiovascular events and related clinical procedures. BMC Health Serv Res 2015; 15:245. [PMID: 26104784 PMCID: PMC4478719 DOI: 10.1186/s12913-015-0925-x] [Citation(s) in RCA: 49] [Impact Index Per Article: 5.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/10/2014] [Accepted: 06/15/2015] [Indexed: 12/31/2022] Open
Abstract
Background The high acute costs of cardiovascular disease and acute cardiovascular events are well established, particularly in terms of direct medical costs. The costs associated with lost work productivity have been described in a broad sense, but little is known about workplace absenteeism or short term disability costs among high cardiovascular risk patients. The objective of this study was to quantify workplace absenteeism (WA) and short-term disability (STD) hours and costs associated with cardiovascular events and related clinical procedures (CVERP) in United States employees with high cardiovascular risk. Methods Medical, WA and/or STD data from the Truven Health MarketScan® Research Databases were used to select full-time employees aged 18–64 with hyperlipidemia during 2002–2011. Two cohorts (with and without CVERP) were created and screened for medical, drug, WA, and STD eligibility. The CVERP cohort was matched with a non-CVERP cohort using propensity score matching. Work loss hours and indirect costs were calculated for patients with and without CVERP and by CVERP type. Wages were based on the 2013 age-, gender-, and geographic region-adjusted wage rate from the United States Bureau of Labor Statistics. Results A total of 5,808 WA-eligible, 21,006 STD-eligible, and 3,362 combined WA and STD eligible patients with CVERP were well matched to patients without CVERP, creating three cohorts of patients with CVERP and three cohorts of patients without CVERP. Demographics were similar across cohorts (mean age 52.2-53.1 years, male 81.3-86.8 %). During the first month of follow-up, patients with CVERP had more WA/STD-related hours lost compared with patients without CVERP (WA-eligible: 23.4 more hours, STD-eligible: 51.7 more hours, WA and STD-eligible: 56.3 more hours) (p < 0.001). Corresponding costs were $683, $895, and $1,119 higher, respectively (p < 0.001). Differences narrowed with longer follow-up. In the first month and year of follow-up, patients with coronary artery bypass graft experienced the highest WA/STD-related hours lost and costs compared with patients with other CVERP. Conclusions CVERP were associated with substantial work loss and indirect costs. Prevention or reduction of CVERP could result in WA and STD-related cost savings for employers. Electronic supplementary material The online version of this article (doi:10.1186/s12913-015-0925-x) contains supplementary material, which is available to authorized users.
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Affiliation(s)
- Xue Song
- Truven Health Analytics, Ann Arbor, MI, USA.
| | | | | | | | | | - Ze Cong
- Onyx Pharmaceuticals, Inc., South San Francisco, CA, USA.
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Affiliation(s)
- Nicolaas P. Pronk
- Health Promotion Department, HealthPartners, Bloomington, Minnesota 55425;
- HealthPartners Institute for Education and Research, Bloomington, Minnesota 55425
- Department of Social and Behavioral Sciences, School of Public Health, Harvard University, Boston, Massachusetts 02215
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Musich S, McCalister T, Wang S, Hawkins K. An Evaluation of the Well at Dell Health Management Program: Health Risk Change and Financial Return on Investment. Am J Health Promot 2015; 29:147-57. [DOI: 10.4278/ajhp.131115-quan-582] [Citation(s) in RCA: 25] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/17/2022]
Abstract
Purpose. To investigate the effectiveness of the Well at Dell comprehensive health management program in delivering health care and productivity cost savings relative to program investment (i.e., return on investment). Design. A quasi-experimental design was used to quantify the financial impact of the program and nonexperimental pre-post design to evaluate change in health risks. Setting. Ongoing worksite health management program implemented across multiple U.S. locations. Subjects. Subjects were 24,651 employees with continuous medical enrollment in 2010–2011 who were eligible for 2011 health management programming. Intervention. Incentive-driven, outcomes-based multicomponent corporate health management program including health risk appraisal (HRA)/wellness, lifestyle management, and disease management coaching programs. Measures. Medical, pharmacy, and short-term disability pre/post expenditure trends adjusted for demographics, health status, and baseline costs. Self-reported health risks from repeat HRA completers. Analysis. Propensity score–weighted and multivariate regression–adjusted comparison of baseline to post trends in health care expenditures and productivity costs for program participants and nonparticipants (i.e., difference in difference) relative to programmatic investment. Results. The Well at Dell program achieved an overall return on investment of 2.48 in 2011. Most of the savings were realized from the HRA/wellness component of the program. Cost savings were supported with high participation and significant health risk improvement. Conclusion. An incentive-driven, well-managed comprehensive corporate health management program can continue to achieve significant health improvement while promoting health care and productivity cost savings in an employee population.
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Leboeuf SF, Aumer ME, Kraus WE, Johnson JL, Duscha B. Earbud-based sensor for the assessment of energy expenditure, HR, and VO2max. Med Sci Sports Exerc 2014; 46:1046-52. [PMID: 24743110 DOI: 10.1249/mss.0000000000000183] [Citation(s) in RCA: 15] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/21/2022]
Abstract
INTRODUCTION/PURPOSE The goal of this program was to determine the feasibility of a novel noninvasive, highly miniaturized optomechanical earbud sensor for accurately estimating total energy expenditure (TEE) and maximum oxygen consumption (VO2max). The optomechanical sensor module, small enough to fit inside commercial audio earbuds, was previously developed to provide a seamless way to measure blood flow information during daily life activities. The sensor module was configured to continuously measure physiological information via photoplethysmography and physical activity information via accelerometry. This information was digitized and sent to a microprocessor where digital signal-processing algorithms extract physiological metrics in real time. These metrics were streamed wirelessly from the earbud to a computer. METHODS In this study, 23 subjects of multiple physical habitus were divided into a training group of 14 subjects and a validation group of 9 subjects. Each subject underwent the same exercise measurement protocol consisting of treadmill-based cardiopulmonary exercise testing to reach VO2max. Benchmark sensors included a 12-lead ECG sensor for measuring HR, a calibrated treadmill for measuring distance and speed, and a gas-exchange analysis instrument for measuring TEE and VO2max. The earbud sensor was the device under test. Benchmark and device under test data collected from the 14-person training data set study were integrated into a preconceived statistical model for correlating benchmark data with earbud sensor data. Coefficients were optimized, and the optimized model was validated in the 9-person validation data set. RESULTS It was observed that the earbud sensor estimated TEE and VO2max with mean ± SD percent estimation errors of -0.7 ± 7.4% and -3.2 ± 7.3%, respectively. CONCLUSION The earbud sensor can accurately estimate TEE and VO2max during cardiopulmonary exercise testing.
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Affiliation(s)
- Steven Francis Leboeuf
- 1Valencell, Inc., Raleigh, NC; and 2Division of Cardiology, Department of Medicine, Duke University School of Medicine, Durham, NC
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Musich S, White J, Hartley SK, Bhattarai GR, Hawkins K, Ozminkowski RJ. A More Generalizable Method to Evaluate Changes in Health Care Costs with Changes in Health Risks Among Employers of All Sizes. Popul Health Manag 2014; 17:297-305. [DOI: 10.1089/pop.2013.0103] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/13/2022] Open
Affiliation(s)
| | - John White
- Health Economics Outcome Research, Optum, Minneapolis, Minnesota
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A more generalizable method to evaluate the association between commonly reported health risks and health care expenditures among employers of all sizes. J Occup Environ Med 2014; 55:1179-85. [PMID: 24064775 DOI: 10.1097/jom.0b013e31829b2833] [Citation(s) in RCA: 9] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/20/2022]
Abstract
OBJECTIVE To evaluate the association between health risks and health care expenditures for employers of all sizes, generalizing to all employees, even those who did not complete a health risk assessment (HRA). METHODS Health risk assessments were obtained from 169,693 insured employees and spouses. Total health care expenditures were measured before HRA completion. Propensity score weighting, adjusting for HRA nonresponse, and multivariate regression analyses were used to estimate the relationship between health risks and health care expenditures. RESULTS These at-risk categories were significantly associated with increased health care expenditures: elevated blood pressure, body weight and cholesterol, medication/drug use for relaxation, physical inactivity, and stress. CONCLUSIONS The large sample size, the use of data from small firms, and generalizability made this study unique. Targeted programs that promote management of health risks could result in health care cost savings for employers of all sizes.
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Haga SB. Delivering pharmacogenetic testing to the masses: an achievable goal? Pharmacogenomics 2014; 15:1-4. [DOI: 10.2217/pgs.13.211] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/21/2022] Open
Affiliation(s)
- Susanne B Haga
- Institute for Genome Sciences & Policy & Sanford School of Public Policy, Duke University, 304 Research Drive, Box 90141, Durham, NC 27708, USA
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Schwartz SM, Mason ST, Wang C, Pomana L, Hyde-Nolan ME, Carter EW. Sustained economic value of a wellness and disease prevention program: an 8-year longitudinal evaluation. Popul Health Manag 2013; 17:90-9. [PMID: 24156663 DOI: 10.1089/pop.2013.0042] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/12/2022] Open
Abstract
The objective of this study was to determine the sustained economic impact of a health promotion/disease prevention program delivered through a large regional health plan. This was a retrospective analysis of health risk, health claims, and cost using a mixed model factorial design for the years 2002-2009 that compared program participants to nonparticipants. All analyses were adjusted for age, sex, morbidity, and baseline health care costs as appropriate. The findings presented herein indicate a positive return on investment (ROI) for each program year with ratios ranging from a low of 1.16:1 to a high of 2.83:1. The average ROI collapsed across all 8 years was 2.02:1. The 2009 ROI approximated over $6 million in total savings. This study demonstrates the sustained economic value of a comprehensive health promotion program.
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Affiliation(s)
- Steven M Schwartz
- 1 Wellness & Prevention Inc. , a Johnson & Johnson Co., Ann Arbor, MI
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Abstract
OBJECTIVE To devise a methodology to create a single health risk-cost score that can be applied to health risk assessment survey data and account for the medical costs associated with modifiable risks. METHODS We linked person-level health risk assessment data with medical benefit eligibility and claims data for 341,650 workers for the period 2005 to 2010 and performed multivariate analyses to estimate costs associated with high risks. We used the estimated costs and risk prevalence rates to create a composite Workforce Wellness Index (WWI) score. RESULTS Increasing obesity rates among employees was found to be the most important contributor to increased health care spending and the main reason the WWI score worsened over time. CONCLUSIONS Employers that address employees' health risk factors may be able to reduce their medical spending and achieve an improvement in their WWI scores.
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Jørgensen MB, Villadsen E, Burr H, Mortensen OS, Holtermann A. Does workplace health promotion in Denmark reach relevant target groups? Health Promot Int 2013; 30:318-27. [PMID: 23770769 DOI: 10.1093/heapro/dat041] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/13/2022] Open
Abstract
The aim of the current study was to investigate whether Workplace Health Promotion (WHP) is available for workers with poor health status (overweight, musculoskeletal disorders, sickness absence and poor self-rated health) or health behaviour (smoking, poor diet and sedentarism) and whether they participate in WHP. In total, 9835 workers responded to questions regarding availability to 6 different types of WHP through The Danish Work Environment Cohort Study in 2010. Logistic regression analyses adjusted for age, gender and industry were performed to calculate odds ratios for availability and participation of WHP among groups with different health behaviours and health status. In general, poor health behaviours were associated with reduced availability of and participation in WHP. In contrast, poor health status was generally associated with higher availability of WHP and increased participation. However, poor self-rated health was associated with lower availability of several types of WHP and reduced participation. In general, workers with health challenges that are visible to others had WHP available, whereas workers with less visible health challenges had WHP less frequently available. Health challenges visible to others were associated with higher participation in WHP, whereas poor health behaviour and reduced self-rated health were associated with reduced participation in WHP programmes.
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Affiliation(s)
- Marie Birk Jørgensen
- National Research Centre for the Working Environment, Lersø Parkallé 105, 2100 Copenhagen, Denmark
| | - Ebbe Villadsen
- National Research Centre for the Working Environment, Lersø Parkallé 105, 2100 Copenhagen, Denmark
| | - Hermann Burr
- Federal Institute for Occupational Safety and Health (BAuA), Berlin, Germany
| | - Ole Steen Mortensen
- National Research Centre for the Working Environment, Lersø Parkallé 105, 2100 Copenhagen, Denmark Department of Occupational Medicine, Køge Hospital, Køge, Denmark
| | - Andreas Holtermann
- National Research Centre for the Working Environment, Lersø Parkallé 105, 2100 Copenhagen, Denmark
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Arena R, Guazzi M, Briggs PD, Cahalin LP, Myers J, Kaminsky LA, Forman DE, Cipriano G, Borghi-Silva A, Babu AS, Lavie CJ. Promoting health and wellness in the workplace: a unique opportunity to establish primary and extended secondary cardiovascular risk reduction programs. Mayo Clin Proc 2013; 88:605-17. [PMID: 23726400 PMCID: PMC7304414 DOI: 10.1016/j.mayocp.2013.03.002] [Citation(s) in RCA: 57] [Impact Index Per Article: 5.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/21/2013] [Revised: 03/04/2013] [Accepted: 03/11/2013] [Indexed: 12/16/2022]
Abstract
Given the burden of cardiovascular disease (CVD), increasing the prevalence of healthy lifestyle choices is a global imperative. Currently, cardiac rehabilitation programs are a primary way that modifiable risk factors are addressed in the secondary prevention setting after a cardiovascular (CV) event/diagnosis. Even so, there is wide consensus that primary prevention of CVD is an effective and worthwhile pursuit. Moreover, continual engagement with individuals who have already been diagnosed as having CVD would be beneficial. Implementing health and wellness programs in the workplace allows for the opportunity to continually engage a group of individuals with the intent of effecting a positive and sustainable change in lifestyle choices. Current evidence indicates that health and wellness programs in the workplace provide numerous benefits with respect to altering CV risk factor profiles in apparently healthy individuals and in those at high risk for or already diagnosed as having CVD. This review presents the current body of evidence demonstrating the efficacy of worksite health and wellness programs and discusses key considerations for the development and implementation of such programs, whose primary intent is to reduce the incidence and prevalence of CVD and to prevent subsequent CV events. Supporting evidence for this review was obtained from PubMed, with no date limitations, using the following search terms: worksite health and wellness, employee health and wellness, employee health risk assessments, and return on investment. The choice of references to include in this review was based on study quality and relevance.
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Affiliation(s)
- Ross Arena
- Division of Physical Therapy, Department of Orthopaedics and Rehabilitation, and the Division of Cardiology, Department of Internal Medicine, University of New Mexico, Albuquerque.
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Nyce S, Grossmeier J, Anderson DR, Terry PE, Kelley B. Association Between Changes in Health Risk Status and Changes in Future Health Care Costs. J Occup Environ Med 2012; 54:1364-73. [DOI: 10.1097/jom.0b013e31826b4996] [Citation(s) in RCA: 19] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/25/2022]
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Karpur A, Bruyère SM. Health Care Expenditure Among People With Disabilities. REHABILITATION COUNSELING BULLETIN 2012. [DOI: 10.1177/0034355212439756] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/15/2022]
Abstract
Workplace health-promotion programs have the potential to reduce health care expenditures, especially among people with disabilities. Utilizing nationally representative survey data, the authors provide estimates for health care expenditures related to secondary conditions, obesity, and health behaviors among working-age people with disabilities. Furthermore, by computing the expenditures attributable to secondary conditions, obesity, and health behaviors, the authors emphasize the importance of disability-inclusive workplace health-promotion programs for employees with disabilities. Overall, the authors observed that the annual average health care expenditure among employed people with disabilities was US$4,524 (95% confidence interval [CI] = US$4,248–US$4,800) compared with US$1,325 (95% CI = US$1,299–US$1,351) for employed people without disabilities. Furthermore, obesity accounted for 27% to 41% of excess expenditures for people with various disability classifications compared with their nonobese peers with disabilities. Secondary conditions accounted for about 20% to 25% of higher health care expenditures among working people with various disability classifications, compared with their peers with disabilities who do not have secondary conditions. In addition, lack of exercise and alcohol consumption accounted for one fourth to over one third of excess health care expenditures among employed people with disabilities. The authors discuss implications of these findings for rehabilitation counselors and public health practitioners.
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Herron RE. Changes in physician costs among high-cost transcendental meditation practitioners compared with high-cost nonpractitioners over 5 years. Am J Health Promot 2012; 26:56-60. [PMID: 21879945 DOI: 10.4278/ajhp.100729-arb-258] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/16/2022]
Abstract
PURPOSE To determine whether the Transcendental Meditation (TM) technique can affect the physician costs of consistently high-cost people. DESIGN Quasi-experimental, longitudinal, cost-minimization evaluation. This 14-year, preintervention-postintervention study retrospectively assessed government payments to physicians for treating the TM and no-treatment (NT) groups. SETTING Province of Quebec, Canada. PARTICIPANTS The highest-spending 10% of 1418 Quebec health insurance enrollees who practiced the TM technique were compared with the highest 10% of 1418 subjects who were randomly selected from enrollees of the same age, sex, and region. TM participants had chosen to begin the technique prior to choosing to enter the study. MEASURES Annual payments to private physicians in all treatment settings. The Quebec government health insurance agency provided the total physician payments for each of the 2836 subjects from 1981 to 1994. Other medical expense data for individuals were unavailable. Data were adjusted for medical cost inflation. ANALYSIS For each subject, least-squares regression slopes were calculated to estimate preintervention and postintervention annual rates of change in payments. The groups' means, slopes, and medians were compared using both parametric and nonparametric tests. RESULTS Before starting meditation, the yearly rate of increase in payments to physicians between groups was not significantly different. After commencing meditation, the TM group's mean payments declined $44.93 annually (p = .004), whereas the NT comparison group's payments exhibited nonsignificant changes. After 1 year, the TM group decreased 11%, and after 5 years their cumulative reduction was 28% (p = .001). CONCLUSIONS The results suggest the intervention may be an effective method for reducing physician costs. Randomized studies are recommended.
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Affiliation(s)
- Robert E Herron
- Center for Health Systems Analysis, PO Box 2045, Fairfield, Iowa 52556, USA.
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The role of the work context in multiple wellness outcomes for hospital patient care workers. J Occup Environ Med 2011; 53:899-910. [PMID: 21775897 DOI: 10.1097/jom.0b013e318226a74a] [Citation(s) in RCA: 56] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/26/2023]
Abstract
OBJECTIVE To examine the relationships among low back pain (LBP), inadequate physical activity, and sleep deficiency among patient care workers, and of these outcomes to work context. METHODS A cross-sectional survey of patient care workers (N = 1572, response rate = 79%). RESULTS A total of 53% reported LBP, 46%, inadequate physical activity, and 59%, sleep deficiency. Inadequate physical activity and sleep deficiency were associated (P = 0.02), but LBP was not significantly related to either. Increased risk of LBP was significantly related to job demands, harassment at work, decreased supervisor support, and job title. Inadequate physical activity was significantly associated with low decision latitude. Sleep deficiency was significantly related to low supervisor support, harassment at work, low ergonomic practices, people-oriented culture, and job title. CONCLUSIONS These findings point to shared pathways in the work environment that jointly influence multiple health and well-being outcomes.
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Mills PR, Masloski WS, Bashaw CM, Butler JR, Hillstrom ME, Zimmerman EM. Design, development and validation of the RedBrick Health Assessment: a questionnaire-based study. JRSM SHORT REPORTS 2011; 2:71. [PMID: 21969882 PMCID: PMC3184010 DOI: 10.1258/shorts.2011.011015] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Indexed: 11/18/2022]
Abstract
OBJECTIVES Health risk assessment (HRA) questionnaires have become a popular tool to help quantify health issues within populations. Over the last decade HRAs have increasingly been delivered in the online environment. The objective of this study was to create and validate an HRA that is optimized for delivery via the Internet. DESIGN After an iterative process of user testing and interface design the RedBrick Health Assessment (RBHA) was validated against known domain specific questionnaires with 464 working Americans, and with medical claims data from over 25,000 employees. SETTING All consumer testing, data capture and analysis occurred at the offices of RedBrick Health Corporation, Minneapolis, USA and via a secure online portal. PARTICIPANTS Individuals in full-time employment in the USA, who were between 18 and 65 years of age at the time inquiry. MAIN OUTCOME MEASURES Correlation of the included RBHA domains with the output from known gold standard health question sets for each assessed health domain. RESULTS The iterative development process employed in creating the RBHA produced a tool that had a high degree of user acceptability. The domains demonstrated good correlations with relevant gold standard questionnaire measures, good internal consistency, and acceptable sensitivity and specificity when compared to gold standard risk stratification and high-risk classification (specificity of domains ranged from 76-94%). A test-retest correlation co-efficient of 0.7, or greater, was achieved 8 weeks after initial completion. CONCLUSIONS The RBHA is a new breed of HRA that has been specifically developed for capturing health status information in an online environment. At its heart is user centricity and this focus has enabled the creation of a tool that is not only highly engaging but also captures accurate and robust health status information.
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Affiliation(s)
- Peter R Mills
- RedBrick Health Corporation , Minneapolis, Minnesota , USA
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The impact of eurythmy therapy on stress coping strategies and health-related quality of life in healthy, moderately stressed adults. Complement Ther Med 2011; 19:247-55. [PMID: 21944654 DOI: 10.1016/j.ctim.2011.06.008] [Citation(s) in RCA: 20] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/24/2010] [Revised: 05/31/2011] [Accepted: 06/22/2011] [Indexed: 11/21/2022] Open
Abstract
BACKGROUND 'Stress' and 'health-related quality of life' (HRQoL) are two important theoretical constructs for modern therapy evaluation with clinical relevance. Eurythmy therapy (EYT) is a mind-body-therapy derived from anthroposophic medicine with promising effects on heart rate variability (HRV), HRQoL and disease scores. The purpose of this study was to investigate the impact of EYT on stress coping strategies (SCS) and HRQoL in a controlled study with moderately stressed participants. METHODS 68 healthy, moderately stressed adults (mean age: 42.2; SD: 8.2) performed 10h of EYT in a group setting over a period of six weeks. A non-randomised control group of 22 healthy adults (mean age: 43.6; SD: 13.7) received no intervention and did only complete the questionnaires at the same data points. Outcomes were measured before and after the intervention (AVEM & SF-36). RESULTS A significant impact on SCS was found in seven AVEM scales (MANOVA, F (1/74)=4.59; p=.04). With regard to changes in risk pattern affiliation (AVEM), 24% of the participants receiving EYT (n=55) changed over time from a risky stress coping pattern to a healthier pattern. Concerning the HRQoL four normally distributed scales of the SF-36 ('vitality', 'social functioning', 'mental health' and 'physical functioning') showed a significant group×time interaction favouring the EYT group (MANOVA, F (1/74)=17.26; p<.001). Statistically and clinically relevant mean differences over time of at least eight scale points were found for 'role physical', 'bodily pain', 'vitality' and 'mental health', and of at least 15 scale points for 'role emotional' and 'social functioning'. CONCLUSIONS A six-week period of EYT training can result in a significant reduction of stress and consequently improve QoL. Because a significant proportion of participants had high levels of stress at baseline the results suggest a health-enhancing benefit of EYT that may have clinical potential for prevention of stress and associated disorders in healthy individuals and possibly in patients with chronic diseases, for example.
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Cadilhac DA, Magnus A, Sheppard L, Cumming TB, Pearce DC, Carter R. The societal benefits of reducing six behavioural risk factors: an economic modelling study from Australia. BMC Public Health 2011; 11:483. [PMID: 21689461 PMCID: PMC3146859 DOI: 10.1186/1471-2458-11-483] [Citation(s) in RCA: 31] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/21/2010] [Accepted: 06/21/2011] [Indexed: 11/17/2022] Open
Abstract
Background A large proportion of disease burden is attributed to behavioural risk factors. However, funding for public health programs in Australia remains limited. Government and non-government organisations are interested in the productivity effects on society from reducing chronic diseases. We aimed to estimate the potential health status and economic benefits to society following a feasible reduction in the prevalence of six behavioural risk factors: tobacco smoking; inadequate fruit and vegetable consumption; high risk alcohol consumption; high body mass index; physical inactivity; and intimate partner violence. Methods Simulation models were developed for the 2008 Australian population. A realistic reduction in current risk factor prevalence using best available evidence with expert consensus was determined. Avoidable disease, deaths, Disability Adjusted Life Years (DALYs) and health sector costs were estimated. Productivity gains included workforce (friction cost method), household production and leisure time. Multivariable uncertainty analyses and correction for the joint effects of risk factors on health status were undertaken. Consistent methods and data sources were used. Results Over the lifetime of the 2008 Australian adult population, total opportunity cost savings of AUD2,334 million (95% Uncertainty Interval AUD1,395 to AUD3,347; 64% in the health sector) were found if feasible reductions in the risk factors were achieved. There would be 95,000 fewer DALYs (a reduction of about 3.6% in total DALYs for Australia); 161,000 less new cases of disease; 6,000 fewer deaths; a reduction of 5 million days in workforce absenteeism; and 529,000 increased days of leisure time. Conclusions Reductions in common behavioural risk factors may provide substantial benefits to society. For example, the total potential annual cost savings in the health sector represent approximately 2% of total annual health expenditure in Australia. Our findings contribute important new knowledge about productivity effects, including the potential for increased household and leisure activities, associated with chronic disease prevention. The selection of targets for risk factor prevalence reduction is an important policy decision and a useful approach for future analyses. Similar approaches could be applied in other countries if the data are available.
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Productivity and health: an application of three perspectives to measuring productivity. J Occup Environ Med 2011; 53:55-61. [PMID: 21187787 DOI: 10.1097/jom.0b013e3182029110] [Citation(s) in RCA: 41] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/14/2022]
Abstract
OBJECTIVE The objective of the study was to illustrate the meaningful relationship between self-reported measures of productivity and health status from three different perspectives. METHODS Health risk data was drawn from 577,186 individuals who completed the HealthMedia Succeed Health Risk Assessment and the Work Productivity and Activity Impairment questionnaire over a span of nearly four years. Analyses were conducted for 10 modifiable health risks and five chronic conditions. RESULTS Productivity impairment was greater for high-risk participants for the modifiable health risks and those who had been diagnosed with a chronic condition. Improvements in health status led to significant gains in productivity. Modifiable health risks are nearly five times more costly than chronic conditions. CONCLUSIONS The value in a self-report measurement approach to productivity was demonstrated by illustrating the meaningful relationships between health status and productivity as measured by the Work Productivity and Activity Impairment.
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The Relationship Between 11 Health Risks and Medical and Productivity Costs for a Large Employer. J Occup Environ Med 2011; 53:468-77. [DOI: 10.1097/jom.0b013e31821586b8] [Citation(s) in RCA: 43] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/26/2022]
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Pronk NP, Katz AS, Gallagher J, Austin E, Mullen D, Lowry M, Kottke TE. Adherence to Optimal Lifestyle Behaviors Is Related to Emotional Health Indicators Among Employees. Popul Health Manag 2011; 14:59-67. [DOI: 10.1089/pop.2010.0007] [Citation(s) in RCA: 21] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/12/2022] Open
Affiliation(s)
- Nicolaas P. Pronk
- JourneyWell, University of Minnesota, Minneapolis, Minnesota
- HealthPartners, University of Minnesota, Minneapolis, Minnesota
- HealthPartners Research Foundation, University of Minnesota, Minneapolis, Minnesota
| | - Abigail S. Katz
- JourneyWell, University of Minnesota, Minneapolis, Minnesota
- HealthPartners, University of Minnesota, Minneapolis, Minnesota
| | - Jason Gallagher
- HealthPartners, University of Minnesota, Minneapolis, Minnesota
| | - Erin Austin
- HealthPartners, University of Minnesota, Minneapolis, Minnesota
| | - Deborah Mullen
- HealthPartners, University of Minnesota, Minneapolis, Minnesota
| | - Marcia Lowry
- HealthPartners, University of Minnesota, Minneapolis, Minnesota
| | - Thomas E. Kottke
- JourneyWell, University of Minnesota, Minneapolis, Minnesota
- HealthPartners, University of Minnesota, Minneapolis, Minnesota
- HealthPartners Research Foundation, University of Minnesota, Minneapolis, Minnesota
- Department of Medicine, University of Minnesota, Minneapolis, Minnesota
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Saleh SS, Alameddine MS, Hill D, Darney-Beuhler J, Morgan A. The effectiveness and cost-effectiveness of a rural employer-based wellness program. J Rural Health 2011; 26:259-65. [PMID: 20633094 DOI: 10.1111/j.1748-0361.2010.00287.x] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
Abstract
CONTEXT The cost-effectiveness of employer-based wellness programs has been previously investigated with favorable financial and nonfinancial outcomes being detected. However, these investigations have mainly focused on large employers in urban settings. Very few studies examined wellness programs offered in rural settings. PURPOSE This paper aims to explore the effectiveness and cost-effectiveness of a rural employer-based wellness program. METHODS Six rural employers were categorized into 3 groups: a control group and 2 intervention groups with varying degrees of wellness activities. Participants were asked to complete an annual health risk assessment (HRA) that addressed 16 wellness areas. At the conclusion of 4 years, HRA and effectiveness data were utilized to examine program effectiveness and combined with program costs to estimate cost-effectiveness. FINDINGS The "Coaching and Referral" group-the highest in intensity of participant engagement-exhibited superior improvement in several wellness areas and in percentage of employees with good health indicators compared to the control and the Trail Marker, lower-intensity intervention groups. However, the Trail Markers had more favorable cost-effectiveness ratios. CONCLUSIONS Rural worksite wellness programs have shown great potential in their effectiveness and cost-effectiveness. Such programs need not be too aggressive, tedious, and costly to generate a favorable return for employers and funders. However, employers should be encouraged to experiment with different levels of wellness program intensities until a more favorable outcome can be realized.
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Affiliation(s)
- Shadi S Saleh
- Department of Health Management and Policy, Faculty of Health Sciences, American University of Beirut, Beirut, Lebanon.
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Abstract
To estimate per-person and aggregate direct medical costs of overweight and obesity and to examine the effect of study design factors. PubMed (1968-2009), EconLit (1969-2009) and Business Source Premier (1995-2009) were searched for original studies. Results were standardized to compute the incremental cost per overweight person and per obese person, and to compute the national aggregate cost. A total of 33 US studies met review criteria. Among the four highest-quality studies, the 2008 per-person direct medical cost of overweight was $266 and of obesity was $1723. The aggregate national cost of overweight and obesity combined was $113.9 billion. Study design factors that affected cost estimates included use of national samples vs. more selected populations, age groups examined, inclusion of all medical costs vs. obesity-related costs only, and body mass index cut-offs for defining overweight and obesity. Depending on the source of total national healthcare expenditures used, the direct medical cost of overweight and obesity combined is approximately 5.0% to 10% of US healthcare spending. Future studies should include nationally representative samples, evaluate adults of all ages, report all medical costs and use standard body mass index cut-offs.
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Affiliation(s)
- A G Tsai
- Division of General Internal Medicine and Center for Human Nutrition, University of Colorado Denver, Denver, CO, USA.
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The association between physical activity, productivity, and health care utilization among employees in Brazil. J Occup Environ Med 2010; 52:706-12. [PMID: 20595919 DOI: 10.1097/jom.0b013e3181e41cda] [Citation(s) in RCA: 16] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/26/2022]
Abstract
OBJECTIVE To document the relationship between physical activity, absenteeism, presenteeism, health care utilization, and morbidity among Brazilian automotive workers. METHODS Eligible employees (N = 620) completed a questionnaire. Univariate correlations, multivariate logistic regression, and Pearson's product-moment correlation coefficient were used. RESULTS Work absenteeism was associated with physical activity at work (OPA) (odds ratio, [OR] = 1.63, 95% confidence interval [CI] = 1.31 to 2.02) and leisure physical activity time excluding sport (OR = 0.73, 95% CI = 0.58 to 1.00). Health care utilization was associated with OPA (OR = 1.25, 95% CI = 0.99 to 1.58) and leisure physical activity time excluding sport (OR = 0.76, 95% CI = 0.57 to 1.02). Presenteeism showed an indirect relationship with OPA (r = 0.099, P = 0.014). Referred morbidity was associated with OPA (OR = 1.3, 95% CI = 1.06 to 1.61) and sports during leisure time (OR = 0.67, 95% CI = 0.54 to 0.82). CONCLUSIONS Physical activity components seem to have differential relationships to the studied outcomes. Associations measured indicate negative impacts of OPA on absenteeism, health care utilization, and morbidity, although overall physical activity did not show these relationships.
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Comparing alternative methods of targeting potential high-cost individuals for chronic condition management. J Occup Environ Med 2010; 52:635-46. [PMID: 20523235 DOI: 10.1097/jom.0b013e3181e31792] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/26/2022]
Abstract
OBJECTIVE To compare the performance of predictive models based on health care claims, health risk assessment (HRA), or both in prospectively identifying high-cost individuals with chronic conditions. METHODS Participants included 8056 employees who completed an HRA and were enrolled in a health plan for at least 6 months during the 36-month study period. Two-stage multivariate regression identified predictors of claims cost in four age-by-gender groups. RESULTS All models predicted costs effectively, but the combined model performed better (R2 = 0.198 to 0.309) than either the claims-based (R2 = 0.168 to 0.263) or HRA-based model (R2 = 0.125 to 0.205). CONCLUSION An HRA-based predictive model appears to be a reasonable alternative to claims-based predictive models for identifying individuals for chronic condition management outreach. Where practical, a combined model offers advantages of both approaches and meaningfully increases accuracy.
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The Novartis health index: a method for valuing the economic impact of risk reduction in a workforce. J Occup Environ Med 2010; 52:528-35. [PMID: 20431406 DOI: 10.1097/jom.0b013e3181dbe339] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/26/2022]
Abstract
OBJECTIVES To develop a calculator that measures the potential cost impact of changes in health risks and presents results graphically. METHODS Demographic and health risk data for Novartis employees were input into a calculator that estimated employer medical care, short-term disability, absenteeism, and presenteeism costs associated with risk prevalence, based on a previous cross-sectional analysis of the association between risks and costs. Estimated costs were presented as a relative score, the Novartis Health Index, which is a measure of the overall costs associated with the risk profile of a population of interest. RESULTS The population of Novartis employees had an index score of 81.5 (out of 100), indicating a relatively healthy risk profile, and baseline annual costs of $9619 per employee. Risk reduction of 1% and 10% for tobacco, alcohol use, and emotional health risks had the potential to generate annual savings of $91,500 and $915,000, respectively. CONCLUSIONS The Novartis Health Index framework allows employers to track performance relative to health risk management using a single, accessible, user-friendly measure.
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