Post-9/11 GI Bill (n = 9,776) |
VR&E estimates (n = 9,390) |
Supported employment (n = 19,217) |
||||
---|---|---|---|---|---|---|
Baseline variable | IV model | Naïve model | IV model | Naïve model | IV model | Naïve model |
Caregiver approved for PCAFC | 0.93 [0.85, 1.05] | 0.94 [0.85, 1.03] | 0.84 [0.76, 0.92] | 0.84 [0.76, 0.93] | 1.35 [1.14, 1.53] | 1.29 [1.00, 1.67] |
Veteran age at PCAFC application | ||||||
19–30—Reference | ||||||
31–40 | 3.72 [2.96, 5.13] | 3.52 [2.74, 4.54] | 2.45 [1.93, 3.40] | 2.41 [1.81, 3.21] | 1.92 [1.08, 3.03] | 1.98 [1.03, 3.80] |
41–50 | 2.58 [2.12, 3.57] | 2.49 [1.94, 3.19] | 2.05 [1.60, 2.95] | 2.03 [1.53,2.70] | 1.39 [0.77, 2.17] | 1.44 [0.76, 2.75] |
51–54 | 1.83 [1.50, 2.50] | 1.80 [1.41, 2.31] | 1.61 [1.20,2.26] | 1.60 [1.20, 2.13] | 0.93 [0.60,1.52] | 0.95 [0.49, 1.84] |
Veteran male gender | 0.98 [0.81, 1.17] | 0.97 [0.83, 1.14] | 0.97 [0.83, 1.13] | 0.97 [0.82, 1.16] | 1.07 [0.86, 1.36] | 1.09 [0.74, 1.60] |
Veteran married | 1.09 [0.99, 1.23] | 1.09 [0.99, 1.20] | 0.94 [0.83, 1.05] | 0.94 [0.84, 1.05] | 0.81 [0.68, 1.00] | 0.82 [0.64, 1.06] |
Caregiver is a Veterana | 1.07 [0.96, 1.23] | 1.07 [0.94, 1.21] | 0.92 [0.79, 1.10] | 0.93 [0.79, 1.08] | 1.12 [0.79, 1.41] | 1.12 [0.79, 1.57] |
Veteran homeless in past 12 monthsc | 1.06 [0.85, 1.25] | 1.05 [0.88, 1.25] | 1.03 [0.82, 1.26] | 1.03 [0.85, 1.24] | 1.85 [1.63, 2.39] | 1.78 [1.30, 2.45] |
Veteran race | ||||||
White/unknown | 0.78 [0.69, 0.86] | 0.79 [0.71, 0.87] | 0.69 [0.62, 0.76] | 0.70 [0.63, 0.78] | 0.54 [0.44, 0.60] | 0.54 [0.42, 0.70] |
Black/other—Reference | ||||||
Veteran Hispanic/Latino | 1.18 [1.01, 1.34] | 1.17 [1.03, 1.33] | 1.07 [0.89, 1.24] | 1.07 [0.92, 1.24] | 0.88 [0.72, 1.28] | 0.89 [0.61, 1.29] |
Caregiver relationship to Veteran | ||||||
Spouse/partner | 1.01 [0.85, 1.19] | 1.01 [0.88, 1.16] | 1.04 [0.00, 1.21] | 1.04 [0.89, 1.23] | 0.80 [0.67, 0.89] | 0.84 [0.59, 1.20] |
Mother/father | 0.69 [0.57, 0.83] | 0.71 [0.59,0.86] | 0.90 [0.69, 1.09] | 0.90 [0.73, l.l1] | 1.23 [1.02, 1.48] | 1.26 [0.84, 1.89] |
Other relationship—Reference | ||||||
Veteran enrollment priority group | ||||||
Group 1 | 1.08 [0.80, 1.46] | 1.07 [0.77, 1.48] | 1.03 [0.63, 1.48] | 1.03 [0.69, 1.55] | 0.78 [0.10, 1.02] | 0.82 [0.25, 2.63] |
Group 2–4 | 1.16 [0.98, 1.39] | 1.14 [0.94, 1.38] | 0.96 [0.68, 1.21] | 0.97 [0.75, 1.24] | 1.00 [0.35, 1.74] | 1.06 [0.54, 2.07] |
Group 5 or missing—Reference | ||||||
Veteran service connection | ||||||
High (≥70%) | 0.99 [0.63, 1.49] | 0.99 [0.69, 1.44] | 0.63 [0.40, 1.06] | 0.65 [0.41, 1.03] | 0.73 [0.26, 3.97] | 0.79 [0.22, 2.86] |
Low (< 10% or missing) | 1.84 [1.46, 2.34] | 1.76 [1.41,2.19] | 0.86 [0.64, 1.01] | 0.87 [0.67, 1.12] | 0.86 [0.29, 1.55] | 0.94 [0.49, 1.80] |
Medium high (50% to 69%) | 0.91 [0.58, 1.33] | 0.91 [0.62, 1.35] | 0.75 [0.46, 1.18] | 0.76 [0.48, 1.21] | 1.09 [0.34, 6.39] | 1.14 [0.31,4.21] |
Medium low (10% to 49%)—Reference | ||||||
Had a mental health visit in 6 months prior to PCAFC applicationb | 0.93 [0.82, 1.03] | 0.93 [0.83, 1.04] | 1.02 [0.91, 1.13] | 1.02 [0.90, 1.16] | 2.15 [1.64, 3.75] | 2.19 [1.52, 3.17] |
Had a primary care visit in 6 months prior to PCAFC applicationb | 1.02 [0.93, 1.13] | 1.02 [0.92, 1.13] | 1.08 [0.98, 1.18] | 1.08 [0.96, 1.21] | 0.96 [0.74, 1.02] | 0.96 [0.74, 1.26] |
Diagnosesc | ||||||
Diabetes | 0.85 [0.72, 1.04] | 0.86 [0.71, 1.04] | 0.81 [0.65, 1.05] | 0.82 [0.64, 1.04] | 1.59 [1.16, 2.16] | 1.57 [1.03, 2.39] |
Musculoskeletal disorders/diseases | 0.90 [0.81, 1.00] | 0.91 [0.83, 1.00] | 0.92 [0.84, 1.03] | 0.92 [0.83, 1.03] | 0.80 [0.63, 0.94] | 0.81 [0.63, 1.04] |
Alcohol or substance use | 1.10 [0.95, 1.22] | 1.09 [0.97, 1.22] | 0.87 [0.76, 0.98] | 0.86 [0.76, 0.99] | 1.21 [1.05, 1.58] | 1.18 [0.90, 1.54] |
Vision loss | 0.94 [0.69, 1.24] | 0.93 [0.70, 1.25] | 1.04 [0.60, 1.38] | 1.04 [0.72, 1.50] | 0.58 [0.14, 0.79] | 0.58 [0.22, 1.57] |
Hearing loss | 1.10 [1.01, 1.23] | 1.09 [0.98, 1.22] | 1.09 [0.97, 1.26] | 1.09 [0.96, 1.24] | 0.68 [0.52, 0.91] | 0.68 [0.49, 0.94] |
Hyperlipidemia | 0.89 [0.82, 0.98] | 0.89 [0.80, 1.00] | 0.74 [0.63, 0.82] | 0.74 [0.64, 0.85] | 0.91 [0.75, 1.18] | 0.90 [0.67, 1.22] |
Hypertension | 0.91 [0.80, 1.03] | 0.91 [0.81, 1.03] | 0.90 [0.76, 1.01] | 0.90 [0.78, 1.04] | 0.90 [0.71, 1.16] | 0.91 [0.67, 1.24] |
Obesity | 1.09 [0.98, 1.22] | 1.09 [0.97, 1.23] | 1.02 [0.88, 1.17] | 1.01 [0.88, 1.17] | 0.94 [0.78, 1.16] | 0.94 [0.69, 1.28] |
Pain, including back or joint | 0.95 [0.88, 1.04] | 0.95 [0.87, 1.05] | 1.02 [0.92, 1.14] | 1.02 [0.92, 1.14] | 1.02 [0.85, 1.36] | 1.02 [0.80, 1.30] |
Traumatic brain injury | 1.07 [0.98, 1.18] | 1.06 [0.96, 1.17] | 1.15 [1.01, 1.27] | 1.15 [1.02, 1.29] | 1.29 [l.l1, 1.59] | 1.29 [1.01, 1.66] |
Headache | 1.13 [0.98, 1.25] | 1.12 [1.01, 1.25] | 1.08 [0.97, 1.23] | 1.08 [0.95, 1.23] | 0.90 [0.76, 1.07] | 0.91 [0.68, 1.22] |
Joint pain and effusion, not including back pain | 1.05 [0.94, 1.16] | 1.05 [0.96, 1.15] | 0.97 [0.87, 1.05] | 0.97 [0.87, 1.08] | 0.97 [0.80, 1.16] | 0.96 [0.76, 1.22] |
Adjustment reaction | 1.16 [1.02, 1.35] | 1.15 [1.01, 1.31] | 1.25 [1.05, 1.43] | 1.24 [1.07, 1.43] | 1.29 [1.17, 1.60] | 1.28 [0.93, 1.74] |
Anxiety | 1.00 [0.89, l.l1] | 1.00 [0.91, l.l1] | 0.95 [0.86, 1.10] | 0.95 [0.85, 1.07] | 1.21 [1.05, 1.59] | 1.20 [0.94, 1.53] |
Bipolar | 0.90 [0.78, 1.08] | 0.90 [0.77, 1.05] | 0.85 [0.71, 0.98] | 0.85 [0.72, 1.02] | 1.29 [1.06, 1.60] | 1.31 [0.97, 1.77] |
Depression | 0.94 [0.86, 1.04] | 0.94 [0.86, 1.04] | 1.03 [0.91, 1.12] | 1.03 [0.93, 1.15] | 0.93 [0.77, 1.02] | 0.93 [0.73, 1.19] |
Other mental health | 0.81 [0.73,0.90] | 0.82 [0.72, 0.93] | 1.00 [0.87, 1.20] | 1.00 [0.93, 1.15] | 1.27 [1.12, 1.53] | 1.26 [0.96, 1.67] |
Posttraumatic stress disorder | 0.98 [0.89, 1.09] | 0.99 [0.89, 1.10] | 0.89 [0.77, 1.02] | 0.90 [0.79, 1.01] | 1.03 [0.82, 1.18] | 1.05 [0.78, 1.42] |
Tobacco use | 0.90 [0.82, 1.02] | 0.91 [0.81, 1.01] | 0.85 [0.75, 0.94] | 0.85 [0.75, 0.97] | 1.01 [0.75, 1.17] | 1.02 [0.78, 1.32] |
Chest pain/acute myocardia infarction | 0.82 [0.66, 0.99] | 0.82 [0.67, 1.00] | 0.97 [0.77, 1.19] | 0.97 [0.78, 1.21] | 1.49 [0.96, 2.12] | 1.47 [1.01, 2.14] |
Neoplasm | 1.00 [0.83, 1.16] | 1.00 [0.83, 1.21] | 1.10 [0.88, 1.31] | 1.09 [0.88, 1.35] | 1.29 [1.20, 1.64] | 1.29 [0.84, 1.97] |
Has non-VA insurance | 0.98 [0.85, l.l1] | 0.98 [0.87, 1.10] | 1.13 [0.97, 1.31] | 1.13 [0.98, 1.29] | 1.31 [1.19, 1.55] | 1.34 [0.99, 1.81] |
VA copay exemption | ||||||
Copay exempt—Reference | ||||||
Must pay VA copay | 1.06 [0.94, 1.22] | 1.05 [0.91, 1.20] | 1.05 [0.90, 1.00] | 1.06 [0.92, 1.22] | 1.13 [0.83, 1.20] | 1.14 [0.80, 1.63] |
VA copay unknown | 1.14 [1.02, 1.23] | 1.13 [1.02, 1.24] | 1.04 [0.92, 1.16] | 1.04 [0.92, 1.18] | 0.68 [0.58, 0.87] | 0.67 [0.48, 0.94] |
Lives at least 30 miles from nearest VAMC | 0.82 [0.77, 0.91] | 0.83 [0.76, 0.90] | 0.84 [0.75, 0.93] | 0.85 [0.77, 0.94] | 0.61 [0.46, 0.84] | 0.62 [0.49, 0.78] |
Nosos score is greater than 1 VISN | 0.84 [0.75, 0.91] | 0.84 [0.77, 0.93] | 0.88 [0.78, 1.00] | 0.88 [0.79, 0.99] | l.l1 [0.92, 1.16] | 1.13 [0.88, 1.44] |
10 | 0.86 [0.55, 1.26] | 0.88 [0.56, 1.38] | 0.64 [0.34, 0.96] | 0.65 [0.40, 1.06] | 0.36 [0.13, 0.58] | 0.36 [0.15, 0.88] |
11 | 0.79 [0.53, 1.22] | 0.80 [0.56, 1.15] | 0.73 [0.48, 1.01] | 0.73 [0.51, 1.07] | 0.11 [0.03, 0.15] | 0.11 [0.04, 0.32] |
12 | 1.00 [0.64, 1.50] | 1.00 [0.69, 1.45] | 0.73 [0.47, l.l1] | 0.74 [0.50, 1.09] | 0.40 [0.26, 0.74] | 0.40 [0.20, 0.79] |
15 | 0.89 [0.61, 1.36] | 0.90 [0.64, 1.28] | 0.53 [0.38, 0.78] | 0.54 [0.38, 0.79] | 0.44 [0.21, 0.77] | 0.42 [0.21, 0.81] |
16 | 1.12 [0.85, 1.59] | 1.12 [0.82, 1.55] | 0.57 [0.36, 0.78] | 0.57 [0.40, 0.80] | 0.42 [0.29, 0.66] | 0.37 [0.20, 0.67] |
17 | 1.31 [0.98, 1.79] | 1.30 [0.96, 1.76] | 0.66 [0.48, 0.93] | 0.66 [0.48, 0.91] | 0.44 [0.31, 0.55] | 0.40 [0.23, 0.69] |
18 | 0.84 [0.60, 1.27] | 0.85 [0.61, 1.19] | 0.88 [0.64, 1.20] | 0.89 [0.65, 1.23] | 0.30 [0.07, 0.55] | 0.30 [0.17, 0.55] |
19 | 1.44 [1.02, 2.17] | 1.42 [1.02, 1.98] | 0.93 [0.62, 1.31] | 0.91 [0.65, 1.29] | 1.46 [0.81, 2.24] | 1.28 [0.76, 2.16] |
2 | 1.18 [0.75, 1.63] | 1.18 [0.77, 1.81] | 0.68 [0.40, 1.05] | 0.69 [0.41, 1.16] | 0.34 [0.16, 0.75] | 0.33 [0.10, 0.96] |
20 | 0.83 [0.62, 1.16] | 0.84 [0.61, 1.16] | 0.64 [0.46, 0.88] | 0.64 [0.46, 0.90] | 0.37 [0.23, 0.57] | 0.36 [0.20, 0.65] |
21 | 1.04 [0.66, 1.40] | 1.04 [0.74, 1.47] | 0.91 [0.63, 1.28] | 0.92 [0.66, 1.28] | 0.29 [0.17, 0.37] | 0.30 [0.16, 0.57] |
22 | 1.28 [0.95, 1.77] | 1.26 [0.92, 1.73] | 0.99 [0.75, 1.34] | 1.00 [0.73, 1.37] | 0.09 [0.05, 0.15] | 0.09 [0.04, 0.20] |
23 | 1.23 [0.82, 1.75] | 1.23 [0.84, 1.82] | 0.72 [0.47, 1.18] | 0.73 [0.45, 1.19] | 0.85 [0.46, 1.61] | 0.82 [0.41, 1.64] |
3 | 1.06 [0.64, 1.54] | 1.05 [0.67, 1.64] | 1.07 [0.69, 1.49] | 1.08 [0.73, 1.60] | 0.30 [0.15, 0.32] | 0.32 [0.15, 0.69] |
4 | 0.91 [0.59, 1.45] | 0.92 [0.62, 1.36] | 0.50 [0.29, 0.77] | 0.52 [0.32, 0.83] | 0.16 [0.08, 0.35] | 0.16 [0.06, 0.46] |
5 | 1.25 [0.78, 1.83] | 1.25 [0.84, 1.87] | 1.03 [0.72, 1.54] | 1.04 [0.69, 1.56] | 0.26 [0.18, 0.67] | 0.26 [0.11, 0.65] |
6 | 1.07 [0.79, 1.46] | 1.08 [0.79, 1.46] | 0.58 [0.45, 0.78] | 0.59 [0.43, 0.80] | 0.30 [0.19, 0.47] | 0.29 [0.16, 0.52] |
7 | 1.21 [0.99, 1.65] | 1.21 [0.89, 1.63] | 0.71 [0.51, 0.95] | 0.71 [0.52, 0.96] | 0.14 [0.06, 0.23] | 0.13 [0.07, 0.26] |
8 | 1.16 [0.86, 1.53] | 1.17 [0.85, 1.59] | 0.78 [0.60, 1.07] | 0.79 [0.58, 1.08] | 0.41 [0.28, 0.57] | 0.39 [0.23, 0.68] |
9 | 0.93 [0.68, 1.34] | 0.95 [0.69, 1.30] | 0.65 [0.50, 0.86] | 0.66 [0.48, 0.90] | 0.21 [0.11, 0.33] | 0.21 [0.10, 0.41] |
Applicant group | ||||||
Group 1—Reference | ||||||
Group 2 | 1.02 [0.87, 1.18] | 1.01 [0.89, 1.16] | 1.19 [1.00, 1.40] | 1.17 [0.98, 1.40] | 0.91 [0.78, 1.37] | 0.87 [0.60, 1.25] |
Group 3 | 1.16 [0.99, 1.38] | 1.15 [1.01, 1.32] | 1.26 [1.03, 1.51] | 1.23 [1.04, 1.47] | 0.94 [0.72, 1.41] | 0.87 [0.60, 1.26] |
Group 4 | 1.13 [0.96, 1.34] | 1.11 [0.97, 1.28] | 1.24 [1.03, 1.53] | 1.21 [1.01, 1.43] | 1.16 [1.06, 1.68] | 1.04 [0.73, 1.49] |
Group 5 | 1.09 [0.91, 1.35] | 1.08 [0.92, 1.27] | 1.33 [1.03, 1.73] | 1.28 [1.05, 1.55] | 1.29 [1.07, 1.87] | 1.06 [0.70, 1.61] |
Residual estimated from first-stage equation | 1.00 [0.93, 1.05] | NA | 0.99 [0.93, 1.06] | NA | 0.92 [0.86, 1.02] | NA |
Note. PCAFC = VA Program of Comprehensive Assistance for Family Caregivers; VR&E = vocational rehabilitation and education; VAMC = Veterans Affairs Medical Center; VISN = Veteran Integrated Service Network; VA = U.S. Department of Veterans Affairs. “Post 9/1 l-GI Bill,” “VR&E,” and “Supported Employment” samples are all derived from the same parent sample. Veterans who applied for or used the service prior to or including PCAFC application date are excluded from the respective sample. Veterans remaining in the sample may or may not have applied for/used the service post PCAFC application date, and unique veterans may be present in more than one of the samples depending upon their own histories. Additional exclusions made based upon the constructed instrumental variable (IV).
This variable was constructed based upon caregivers’ social security number matching in the Vital Status Mini File. It may not include caregivers who themselves are Veterans who do not utilize the VA health system (per VA electronic medical records).
Number of visits in the 6 months prior to and including application date. Mental health care was VA provided or purchased; primary care was VA provided.
Assessed in the year prior to and including application date.