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. 2021 Mar;27(3):10.18553/jmcp.2021.20410. doi: 10.18553/jmcp.2021.20410

TABLE 3.

Predicted Mean Expenditures and Average Marginal Effect of Obesity on Medical Expenditure in the United States and Separately for the Top 4 Most Populous States, by Payer

Total Medical Expenditures Private Payments Public Payments Out-of-Pocket Payments
Normal Weight Obesity Normal Weight Obesity Normal Weight Obesity Normal Weight Obesity
United States – National-level data
  2001-2016 (n = 63,508)
    Predicted mean expenditures 2,504.48 (2,280.31, 2,728.66) 5,009.82 (4,595.12, 5,424.51) 2,076.09 (1,841.67, 2,310.50) 4,134.55 (3,670.67, 4,598.44) 1,652.21 (1,211.27, 2,093.15) 4,529.06 (3,696.12, 5,361.99) 508.28 (466.79, 549.77) 737.64 (663.08, 812.19)
    Average marginal effect 2,505.34 (1,908.74, 3,101.94) 2,058.46 (1,402.34, 2,714.59) 2,876.85 (1,666.59, 4,087.1) 229.36 (118.67, 340.05)
  2001-2005 (n = 21,024)
    Predicted mean expenditures 2,255.74 (2,071.10, 2,440.39) 4,531.00 (4,094.69, 4,967.30) 1,834.42 (1,645.17, 2,023.67) 3,610.15 (3,158.46, 4,061.84) 1,550.82 (1,154.98, 1,946.65) 4,295.01 (3,382.76, 5,207.26) 544.20 (504.20, 584.21) 824.39 (722.89, 925.9)
    Average marginal effect 2,275.25 (1,701.48, 2,849.03) 1,775.73 (1,176.68, 2,374.77) 2,744.19 (1,532.87, 3,955.51) 280.19 (145.82, 414.56)
  2006-2010 (n = 19,199)
    Predicted mean expenditures 2,502.57 (2,260.07, 2,745.06) 5,060.36 (4,592.16, 5,528.56) 2,134.83 (1,884.60, 2,385.07) 4,186.31 (3,676.41, 4,696.22) 1,578.74 (1,062.54, 2,094.93) 4,435.43 (3,554.49, 5,316.38) 512.89 (464.74, 561.04) 784.38 (692.57, 876.2)
    Average marginal effect 2,557.8 (1,926.81, 3,188.79) 2,051.48 (1,368.18, 2,734.78) 2,856.69 (1,676.72, 4,036.67) 271.49 (145.21, 397.77)
  2011-2016 (n = 23,285)
    Predicted mean expenditures 2,695.77 (2,398.60, 2,992.94) 5,477.37 (4,990.48, 5,964.25) 2,260.32 (1,945.67, 2,574.96) 5,477.37 (4,990.48, 5,964.25) 1,777.76 (1,314.41, 2,241.11) 4,861.83 (3,852.43, 5,871.23) 446.55 (398.47, 494.63) 689.59 (617.33, 761.86)
    Average marginal effect 2,781.60 (2,119.78, 3,443.42) 2,781.6 (2,119.78, 3,443.42) 3,084.07 (1,727.64, 4,440.51) 243.04 (135.63, 350.45)
State-level data
  California (n = 10,870)
    Predicted mean expenditures 1,501.90 (1,179.87, 1,823.94) 5,811.89 (4,007.17, 7,616.62) 1,728.92 (1,294.10, 2,163.75) 3,264.40 (2,028.62, 4,500.19) 348.03 (141.46, 554.61) 8,149.46 (–3327.15, 12,971.78) 347.67 (257.77, 437.56) 790.03 (400.09, 1,179.97)
    Average marginal effect 4,309.99 (2,224.53, 6,395.45) 1,535.48 (–88.86, 3,159.83) 7,801.43 (2,806.71, 12,796.15) 442.37 (–31.76, 916.49)
  Texas (n = 7,209)
    Predicted mean expenditures 1,792.51 (1,387.38, 2,197.63) 3,673.19 (2,834.17, 4,512.21) 1,336.09 (895.84, 1,776.34) 4,298.94 (2,925.64, 5,672.24) 4,493.00 (–5,447.05, 14,433.06) 4451.40 (57.94, 8,844.86) 566.74 (455.77, 677.7) 540.21 (434.11, 646.30)
    Average marginal effect 1,880.68 (692.03, 3,069.34) 2,962.85 (1,201.39, 4,724.30) –41.60 (–10,446.18, 10,362.98) –26.53 (–221.11, 168.04)
  New York (n = 3,394)
    Predicted mean expenditures 2,976.34 (2,352.00, 3,600.69) 4,952.39 (3,622.41, 6,282.38) 3,069.23 (2,328.15, 3,810.32) 3,761.1 (2,249.61, 5,272.59) 1,232.95 (572.20, 1,893.71) 5,029.49 (2,827.82, 7,231.16) 423.51 (327.27, 519.74) 711.6 (395.38, 1,027.82)
    Average marginal effect 1,976.05 (88.20, 3,863.89) 691.87 (–1,471.57, 2,855.31) 3,796.54 (1,066.29, 6,526.78) 288.09 (–109.00, 685.19)
  Florida (n = 3,343)
    Predicted mean expenditures 3,008.96 (2,374.86, 3,643.05) 3,732.52 (2,830.77, 4,634.26) 1,982.53 (1,287.78, 2,677.29) 3,810.34 (2,424.47, 5,196.21) 9,723.55 (–5,560.00, 25,007.10) 1,012.98 (65.59, 1,960.36) 561.53 (470.28, 652.78) 744.13 (518.88, 969.38)
    Average marginal effect 723.56 (–706.06, 2,153.18) 1,827.81 (–129.41, 3,785.02) –8,710.57 (–24,621.65, 7,200.51) 182.60 (–124.23, 489.42)

Note: Data are from the 2001-2016 MEPS. Average marginal effect estimates of obesity are from an instrumental variables 2-part model, and expenditures are expressed in 2017 USD. The 90% CIs in parentheses are adjusted for the complex design of the MEPS.

MEPS = Medical Expenditure Panel Surveys; USD = United States dollar.