- “Employer Health Benefits: 2017 Annual Survey.†http://files.kff.org/attachment/ Report-Employer-Health-Benefits-Annual-Survey-2017.
Paper not yet in RePEc: Add citation now
- A25 (G25) 4 if female; A25 (G25) 5 if male (A) July 2016; (G) July 2017 Chronic condition 2016 Online survey (A); 2017 Online survey (G) A27 (G27) Have you ever been told by a doctor or other health professional that you have any of the following? Mark all that apply.
Paper not yet in RePEc: Add citation now
- A36 (G36) != “None†(A) July 2016; (G) July 2017 Hospital utilization 2016 Online survey (A); 2017 Online survey (G) A37 (G37) = In the last 6 months, how many different times were you a patient in a hospital at least overnight? Do not include hospital stays to deliver a baby. Your best estimate is fine.
Paper not yet in RePEc: Add citation now
- A37 (G37) != “None†(A) July 2016; (G) July 2017 Any sick days in past year 2016 Online survey (A); 2017 Online survey (G) A45 (G46) In the last 12 months, about how many days of work have you missed because of disability or poor health? Your best estimate is fine.
Paper not yet in RePEc: Add citation now
Abadie, Alberto, Susan Athey, Guido Imbens, and Jeffrey Wooldridge. 2017. “When Should You Adjust Standard Errors for Clustering?†NBER Working Paper #24003.
- Aldana, Steven G. 2001. “Financial impact of health promotion programs: a comprehensive review of the literature.†American Journal of Health Promotion, 15(5): 296–320.
Paper not yet in RePEc: Add citation now
- Askelson, Natoshia M, Brad Wright, Suzanne Bentler, Elizabeth T Momany, and Peter Damiano. 2017. “Iowa’s Medicaid Expansion Promoted Healthy Behaviors But Was Challenging To Implement And Attracted Few Participants.†Health Affairs, 36(5): 799–807.
Paper not yet in RePEc: Add citation now
Baicker, Katherine, David Cutler, and Zirui Song. 2010. “Workplace wellness programs can generate savings.†Health Affairs, 29(2): 304–311.
- Baxter, Siyan, Kristy Sanderson, Alison J Venn, C Leigh Blizzard, and Andrew J Palmer. 2014. “The relationship between return on investment and quality of study methodology in workplace health promotion programs.†American Journal of Health Promotion, 28(6): 347–363.
Paper not yet in RePEc: Add citation now
- Belloni, Alexandre, Victor Chernozhukov, and Christian Hansen. 2014. “Inference on treatment effects after selection among high-dimensional controls.†The Review of Economic Studies, 81(2): 608–650.
Paper not yet in RePEc: Add citation now
Bhattacharya, Jayanta, and William B Vogt. 2014. “Employment and adverse selection in health insurance.†Vol. 17, 79–104.
Bruhn, Miriam, and David McKenzie. 2009. “In Pursuit of Balance: Randomization in Practice in Development Field Experiments.†American Economic Journal: Applied Economics, 1(4): 200–232.
- Burd, Steven A. 2009. “How Safeway Is Cutting Health-Care Costs.†The Wall Street Journal. http://www.wsj.com/articles/SB124476804026308603.
Paper not yet in RePEc: Add citation now
Cawley, John. 2014. “The Affordable Care Act permits greater financial rewards for weight loss: a good idea in principle, but many practical concerns remain.†Journal of Policy Analysis and Management, 33(3): 810–820.
- Chapman, Larry S. 2012. “Meta-evaluation of worksite health promotion economic return studies: 2012 update.†American Journal of Health Promotion, 26(4): 1–12.
Paper not yet in RePEc: Add citation now
Charness, Gary, and Uri Gneezy. 2009. “Incentives to exercise.†Econometrica, 77(3): 909–931.
- Chiappori, Pierre-André, and Bernard Salanié. 2013. “Asymmetric information in insurance markets: Predictions and tests.†In Handbook of insurance. 397–422. Springer.
Paper not yet in RePEc: Add citation now
- Cutler, David M, and Richard J Zeckhauser. 2000. “The anatomy of health insurance.†Handbook of health economics, 1: 563–643.
Paper not yet in RePEc: Add citation now
- Figure 4: Pre-intervention medical spending among treatment group, by participation status Notes: Data are from claims covering the period July 2015 - July 2016 (N = 2, 187). The first two bins ($0 and (0 25]) include 25 percent of those not screened. The remaining five bins were defined to include 25, 25, 15, 5, and 5 percent of those not screened, respectively. The null hypothesis of the Pearson’s chi-squared and the non-parametric Kolmogorov-Smirnov tests is that the two samples are drawn from the same distribution.
Paper not yet in RePEc: Add citation now
- Figure 5: Pre-intervention salary among treatment group, by participation status Notes: Salary was measured on June 1, 2016 (N = 3, 257). The six bins were defined to include 25, 25, 25, 15, 5, and 5 percent of employees not screened, respectively. The null hypothesis of the Pearson’s chi-squared and the non-parametric Kolmogorov-Smirnov tests is that the two samples are drawn from the same distribution.
Paper not yet in RePEc: Add citation now
- Figure 6: Marginal Selection on Medical Spending and Health Behaviors $376 $481 $455 $385 $0 $200 $400 $600 Monthly spending in pre-period (dollars) $0 Screening Incentive $100/$200 $25 Activity Incentive $75 (a) Total spending (dollars/month) 17.1% 15.6% 15.2% 15.8% 0% 10% 20% Percent IL Marathon/5K/10K participant (2014-2016) $0 Screening Incentive $100/$200 $25 Activity Incentive $75 (b) IL Marathon/10K/5K participant (2014-2016) 7.97 6.77 7.65 8.63 0 5 10 Campus gym visits in pre-period (days/year) $0 Screening Incentive $100/$200 $25 Activity Incentive $75 (c) Gym visits (days/year) Notes: Each panel presents average characteristics of members of different treatment arms, conditional on having completed the screenings/HRA. The $100 and $200 treatment groups are combined. Vertical bars represent 95% confidence intervals on the difference in means between each pair of treatment groups.
Paper not yet in RePEc: Add citation now
- Fout, Betty, Daniel Weinberg, Nicholas Bill, Katherine Kahn, and Cary Sennett. 2013. “Evaluation of the Senior Risk Reduction Demonstration (SRRD) Under Medicare: Final Evaluation Report.†IMPAQ International.
Paper not yet in RePEc: Add citation now
Geruso, Michael, and Timothy J. Layton. 2017. “Selection in Health Insurance Markets and Its Policy Remedies.†Journal of Economic Perspectives, 31(4): 23–50.
- Gowrisankaran, Gautam, Karen Norberg, Steven Kymes, Michael E Chernew, Dustin Stwalley, Leah Kemper, and William Peck. 2013. “A hospital system’s wellness program linked to health plan enrollment cut hospitalizations but not overall costs.†Health Affairs, 32(3): 477–485.
Paper not yet in RePEc: Add citation now
- Haisley, Emily, Kevin G Volpp, Thomas Pellathy, and George Loewenstein. 2012. “The impact of alternative incentive schemes on completion of health risk assessments.†American Journal of Health Promotion, 26(3): 184–188.
Paper not yet in RePEc: Add citation now
- Horwitz, Jill R, Brenna D Kelly, and John E DiNardo. 2013. “Wellness incentives in the workplace: cost savings through cost shifting to unhealthy workers.†Health Affairs, 32(3): 468–476.
Paper not yet in RePEc: Add citation now
- Jaspen, Bruce. 2015. “Employers Boost Wellness Spending 17% From Yoga to Risk Assessments.†Forbes Online. http://www.forbes.com/sites/brucejapsen/2015/03/ 26/employers-boost-wellness-spending-17-from-yoga-to-risk-assessments/ #6a37ebf2350f.
Paper not yet in RePEc: Add citation now
Lazear, Edward P. 2000. “Performance pay and productivity.†American Economic Review, 90(5): 1346–1361.
- Lazear, Edward P., and Paul Oyer. 2012. “Personnel Economics.†The Handbook of Organizational Economics, 479–519. Princeton University Press.
Paper not yet in RePEc: Add citation now
- Mattke, Soeren, Christopher Schnyer, and Kristin R Van Busum. 2012. “A review of the US workplace wellness market.†The RAND Corporation, Occasional Paper Series, https://www.dol.gov/sites/default/files/ebsa/researchers/ analysis/health-and-welfare/workplacewellnessmarketreview2012.pdf.
Paper not yet in RePEc: Add citation now
- Meenan, Richard T, Thomas M Vogt, Andrew E Williams, Victor J Stevens, Cheryl L Albright, and Claudio Nigg. 2010. “Economic evaluation of a worksite obesity prevention and intervention trial among hotel workers in Hawaii.†Journal of occupational and environmental medicine/American College of Occupational and Environmental Medicine, 52(Suppl 1): S8.
Paper not yet in RePEc: Add citation now
Oyer, Paul. 2008. “Salary or benefits?†In Work, Earnings and Other Aspects of the Employment Relation. 429–467. Emerald Group Publishing Limited.
- Pelletier, Kenneth R. 2011. “A review and analysis of the clinical and cost-effectiveness studies of comprehensive health promotion and disease management programs at the worksite: update VIII 2008 to 2010.†Journal of occupational and environmental medicine, 53(11): 1310–1331.
Paper not yet in RePEc: Add citation now
- Reynolds, Chelsea. 2010. “Myth Surrounds Reform’s ‘Safeway Amendment.
Paper not yet in RePEc: Add citation now
Rothschild, Michael, and Joseph Stiglitz. 1976. “Equilibrium in competitive insurance markets: An essay on the economics of imperfect information.†The quarterly journal of economics, 629–649.
Royer, Heather, Mark Stehr, and Justin Sydnor. 2015. “Incentives, commitments, and habit formation in exercise: evidence from a field experiment with workers at a fortune-500 company.†American Economic Journal: Applied Economics, 7(3): 51–84.
- Ryde, Gemma C, Nicholas D Gilson, Nicola W Burton, and Wendy J Brown. 2013. “Recruitment rates in workplace physical activity interventions: characteristics for success.†American Journal of Health Promotion, 27(5): e101–e112.
Paper not yet in RePEc: Add citation now
Salop, Joanne, and Steven Salop. 1976. “Self-selection and turnover in the labor market.†The Quarterly Journal of Economics, 619–627.
- Soler, Robin E, Kimberly D Leeks, Sima Razi, David P Hopkins, Matt Griffith, Adam Aten, Sajal K Chattopadhyay, Susan C Smith, Nancy Habarta, Ron Z Goetzel, et al. 2010. “A systematic review of selected interventions for worksite health promotion: the assessment of health risks with feedback.†American Journal of Preventive Medicine, 38(2): S237–S262.
Paper not yet in RePEc: Add citation now
Spence, Michael. 1973. “Job market signaling.†The Quarterly Journal of Economics, 87(3): 355–374.
- The Kaiser Family Foundation and Health Research and Educational Trust. 2016a. “Employer Health Benefits: 2016 Annual Survey.†http://files.kff.org/ attachment/Report-Employer-Health-Benefits-2016-Annual-Survey.
Paper not yet in RePEc: Add citation now
- The Kaiser Family Foundation and Health Research and Educational Trust. 2016b. “Workplace Wellness Programs Characteristics and Requirements.†http://files.kff.org/attachment/ Issue-Brief-Workplace-Wellness-Programs-Characteristics-and-Requirements.
Paper not yet in RePEc: Add citation now
- The Kaiser Family Foundation and Health Research and Educational Trust. 2017.
Paper not yet in RePEc: Add citation now
- Urminsky, Oleg, Christian Hansen, and Victor Chernozhukov. 2016. “Using DoubleLasso Regression for Principled Variable Selection.†Volpp, Kevin G, David A Asch, Robert Galvin, and George Loewenstein. 2011. “Redesigning employee health incentives—lessons from behavioral economics.†New England Journal of Medicine, 365(5): 388–390.
Paper not yet in RePEc: Add citation now
- Volpp, Kevin G, Leslie K John, Andrea B Troxel, Laurie Norton, Jennifer Fassbender, and George Loewenstein. 2008. “Financial incentive–based approaches for weight loss: a randomized trial.†Journal of the American Medical Association, 300(22): 2631–2637.
Paper not yet in RePEc: Add citation now
- Westfall, Peter H, and S Stanley Young. 1993. Resampling-based multiple testing: Examples and methods for p-value adjustment. Vol. 279, John Wiley & Sons.
Paper not yet in RePEc: Add citation now
Wilson, Charles. 1977. “A model of insurance markets with incomplete information.†Journal of Economic theory, 16(2): 167–207.