SUPPORTING STATEMENT – PART B
B. COLLECTIONS OF INFORMATION EMPLOYING STATISTICAL METHODS
If the collection of information employs statistical methods, it should be indicated in Item 17 of OMB Form 83-I, and the following information should be provided in this Supporting Statement:
1. Description of the Activity
Describe the potential respondent universe and any sampling or other method used to select respondents. Data on the number of entities covered in the collection should be provided in tabular form for the universe as a whole and for each of the strata in the proposed sample. Indicate the expected response rates for the collection as a whole, as well as the actual response rates achieved during the last collection, if previously conducted.
The population of interest for the 2023 SOFR consists of members of the Selected Reserve who are below flag rank and in Reserve Unit, Active Guard/Reserve (AGR/FTS/AR; Title 10 and Title 32), and Individual Mobilization Augmentee (IMA) programs from the Army National Guard (ARNG), U.S. Army Reserve (USAR), U.S. Navy Reserve (USNR), U.S. Marine Corps Reserve (USMCR), Air National Guard (ANG), U.S. Air Force Reserve (USAFR), and U.S. Coast Guard Reserve (USCGR). In addition, for the member to remain eligible for the survey, they must indicate they are a Selected Reserve member at the time of the survey. OPA uses a sampling tool developed by the Research Triangle Institute (RTI) to determine the sample size needed to achieve 95% confidence and an associated precision of 5% or less on each reporting domain. We select a single-stage, non-proportional stratified random sample to ensure statistically adequate expected number of responses for the reporting categories (i.e., domains). For SOFR, OPA uses Reserve component, paygrade, Reserve program, gender, and family status to define the initial strata. We collapse these strata when there are fewer than 300 individuals in the stratum and there are 291 final strata. Attachment A contains a table with the number of individuals in the population and sample by strata. The expected weighted response rate for this survey is about 13%.
2. Procedures for the Collection of Information
Describe any of the following if they are used in the collection of information:
a. Statistical methodologies for stratification and sample selection;
As described above, OPA uses a sampling tool developed by the Research Triangle Institute (RTI) to determine the sample size needed to achieve 95% confidence and an associated precision of 5% or less on each reporting category domain. We select a single-stage, non-proportional stratified random sample to ensure statistically adequate expected number of responses for the reporting domains. For SOFR, OPA uses Reserve component, paygrade, Reserve program, gender, and family status to define the initial strata. We collapse these strata when there are fewer than 300 individuals in the stratum. Once OPA determines the stratum-level sample sizes, a random number is assigned to every member of the population and the population is sorted by stratum and random number prior to sampling, which results in a randomly-ordered population within each stratum. We then select the appropriate number of Reservists from each stratum.
b. Estimation procedures;
OPA weights the eligible respondents in order to make inferences about the entire population of Reserve component members. The weighting methodology utilizes standard weighting processes. First, we assign a base weight to the sampled member based on the reciprocal of the selection probability. Second, OPA uses 20-30 administrative variables in the XGBoost application of Generalized Boosted Model (GBM) to predict survey eligibility and completion. OPA’s accurate and detailed administrative data on both survey respondents and nonrespondents provides confidence in our survey estimates. We adjust the sampling weights and then all prior-stage weights by the inverse of these model-predicted probabilities to adjust for nonresponse. Finally, we rake these adjusted weights to known population totals to further reduce the variance and bias of the estimates.
c. Degree of accuracy needed for the Purpose discussed in the justification;
OPA creates variance strata so precision measures can be associated with each estimate. We produce precision measures for reporting categories using 95% confidence intervals with the goal of achieving a precision of 5% or less (e.g., 80% (+/- 5%) of Army National Guard E1-E4 are satisfied with their job).
d. Unusual problems requiring specialized sampling procedures; and
OPA recognizes the response rates vary for certain domains of interest such as Reserve component and paygrade. To account for this, we average the response rates for the previous three surveys at the stratum level and these response rates are utilized by the sampling tool to adjust the sample and compute expected sample sizes.
e. Use of periodic or cyclical data collections to reduce respondent burden.
To reduce burden on Reservist members, OPA conducts the SOFR survey annually, whereas in the past it was conducted twice per year.
3. Maximization of Response Rates, Non-response, and Reliability
Discuss methods used to maximize response rates and to deal with instances of non-response. Describe any techniques used to ensure the accuracy and reliability of responses is adequate for intended purposes. Additionally, if the collection is based on sampling, ensure that the data can be generalized to the universe under study. If not, provide special justification.
To maximize response rates, OPA offers the survey via the web but respondents can take it on any mobile device (phone, tablet, etc.). Reminder letters and emails to non-respondents are used to maximize response rates. QR codes will also be included on the postal letters for quick access to the survey on mobile devices. To reduce respondent burden, web-based surveys use “smart skip” technology to ensure respondents only answer questions that are applicable to them. To deal with instances of nonresponse, OPA adjusts for nonresponse in the weighting methodology. To ensure the accuracy and reliability of responses, OPA conducts a nonresponse bias (NRB) analysis every third survey cycle and will conduct one in 2023. Historically, OPA has found little evidence of significant NRB during these studies. OPA uses probability sampling and appropriate weighting to ensure the survey data can be generalized to the universe under study.
4. Tests of Procedures
Describe any tests of procedures or methods to be undertaken. Testing of potential respondents (9 or fewer) is encouraged as a means of refining proposed collections to reduce respondent burden, as well as to improve the collection instrument utility. These tests check for internal consistency and the effectiveness of previous similar collection activities.
Not applicable.
5. Statistical Consultation and Information Analysis
a. Provide names and telephone number of individual(s) consulted on statistical aspects of the design.
Mr. Michael Shaw, Branch Chief; Statistical Methods Team, Methods, Analysis, and Systems Support, Office of People Analytics (OPA).
Dr. Matthew Scheidt, Team Lead; Statistical Methods Team, Methods, Analysis, and Systems Support, Office of People Analytics (OPA).
b. Provide name and organization of person(s) who will actually collect and analyze the collected information.
The data will be collected by Data Recognition Corporation (DRC), which is OPA’s operations contractor. Ms. Valerie Waller is the Senior Managing Director at DRC.
The data will be analyzed by OPA analysts Monica Wiedemann and Lindsay Rock and Amy Campbell are the lead operations analysts.
Attachment A. SOFR 2301 - Population and Sample Size by Strata
Stratum |
Stratum Definitions |
Population Size |
Sample Size |
Total |
|
768,687 |
127,001 |
1 |
001 Army National Guard_E1-E4+E0_TPU/Unknown_MALE+UNK_Single with child(ren) |
5,754 |
1,239 |
2 |
002 Army National Guard_E1-E4+E0_TPU/Unknown_MALE+UNK_Single without child(ren) |
95,493 |
21,427 |
3 |
003 Army National Guard_E1-E4+E0_TPU/Unknown_MALE+UNK_Married with child(ren) |
10,102 |
1,827 |
4 |
004 Army National Guard_E1-E4+E0_TPU/Unknown_MALE+UNK_Married without child(ren) |
7,218 |
1,291 |
5 |
005 Army National Guard_E1-E4+E0_TPU/Unknown_FEMALE_Single with child(ren) |
2,644 |
633 |
6 |
006 Army National Guard_E1-E4+E0_TPU/Unknown_FEMALE_Single without child(ren) |
28,716 |
6,330 |
7 |
007 Army National Guard_E1-E4+E0_TPU/Unknown_FEMALE_Married with child(ren) |
1,472 |
295 |
8 |
008 Army National Guard_E1-E4+E0_TPU/Unknown_FEMALE_Married without child(ren) |
1,974 |
378 |
9 |
009 Army National Guard_E1-E4+E0_AGR/TAR_AllGen_All_Family |
342 |
59 |
10 |
010 Army National Guard_E1-E4+E0_Military Technicians_MALE+UNK_Single |
2,194 |
345 |
11 |
011 Army National Guard_E1-E4+E0_Military Technicians_MALE+UNK_Married |
763 |
109 |
12 |
012 Army National Guard_E1-E4+E0_Military Technicians_FEMALE_All_Family |
924 |
131 |
13 |
013 Army National Guard_E5-E9_TPU/Unknown_MALE+UNK_Single with child(ren) |
8,496 |
1,215 |
14 |
014 Army National Guard_E5-E9_TPU/Unknown_MALE+UNK_Single without child(ren) |
27,034 |
4,282 |
15 |
015 Army National Guard_E5-E9_TPU/Unknown_MALE+UNK_Married with child(ren) |
27,795 |
3,319 |
16 |
016 Army National Guard_E5-E9_TPU/Unknown_MALE+UNK_Married without child(ren) |
9,816 |
1,181 |
17 |
017 Army National Guard_E5-E9_TPU/Unknown_FEMALE_Single with child(ren) |
2,211 |
317 |
18 |
018 Army National Guard_E5-E9_TPU/Unknown_FEMALE_Single without child(ren) |
6,558 |
963 |
19 |
019 Army National Guard_E5-E9_TPU/Unknown_FEMALE_Married with child(ren) |
2,267 |
284 |
20 |
020 Army National Guard_E5-E9_TPU/Unknown_FEMALE_Married without child(ren) |
1,919 |
239 |
21 |
021 Army National Guard_E5-E9_AGR/TAR_MALE+UNK_Single with child(ren) |
2,199 |
246 |
22 |
022 Army National Guard_E5-E9_AGR/TAR_MALE+UNK_Single without child(ren) |
2,033 |
244 |
23 |
023 Army National Guard_E5-E9_AGR/TAR_MALE+UNK_Married with child(ren) |
10,547 |
1,047 |
24 |
024 Army National Guard_E5-E9_AGR/TAR_MALE+UNK_Married without child(ren) |
2,156 |
222 |
25 |
025 Army National Guard_E5-E9_AGR/TAR_FEMALE_Single with child(ren) |
1,177 |
140 |
26 |
026 Army National Guard_E5-E9_AGR/TAR_FEMALE_Single without child(ren) |
1,187 |
150 |
27 |
027 Army National Guard_E5-E9_AGR/TAR_FEMALE_Married with child(ren) |
1,536 |
160 |
28 |
028 Army National Guard_E5-E9_AGR/TAR_FEMALE_Married without child(ren) |
683 |
71 |
29 |
029 Army National Guard_E5-E9_Military Technicians_MALE+UNK_Single with child(ren) |
1,567 |
163 |
30 |
030 Army National Guard_E5-E9_Military Technicians_MALE+UNK_Single without child(ren) |
3,287 |
347 |
31 |
031 Army National Guard_E5-E9_Military Technicians_MALE+UNK_Married with child(ren) |
5,654 |
522 |
32 |
032 Army National Guard_E5-E9_Military Technicians_MALE+UNK_Married without child(ren) |
2,301 |
217 |
33 |
033 Army National Guard_E5-E9_Military Technicians_FEMALE_Single with child(ren) |
594 |
71 |
34 |
034 Army National Guard_E5-E9_Military Technicians_FEMALE_Single without child(ren) |
888 |
101 |
35 |
035 Army National Guard_E5-E9_Military Technicians_FEMALE_Married with child(ren) |
557 |
55 |
36 |
036 Army National Guard_E5-E9_Military Technicians_FEMALE_Married without child(ren) |
383 |
36 |
37 |
037 Army National Guard_W1-O3_TPU/Unknown_MALE+UNK_Single with child(ren) |
1,271 |
143 |
38 |
038 Army National Guard_W1-O3_TPU/Unknown_MALE+UNK_Single without child(ren) |
9,717 |
1,076 |
39 |
039 Army National Guard_W1-O3_TPU/Unknown_MALE+UNK_Married with child(ren) |
8,104 |
770 |
40 |
040 Army National Guard_W1-O3_TPU/Unknown_MALE+UNK_Married without child(ren) |
3,568 |
336 |
41 |
041 Army National Guard_W1-O3_TPU/Unknown_FEMALE_Single with child(ren) |
358 |
42 |
42 |
042 Army National Guard_W1-O3_TPU/Unknown_FEMALE_Single without child(ren) |
2,628 |
306 |
43 |
043 Army National Guard_W1-O3_TPU/Unknown_FEMALE_Married with child(ren) |
736 |
79 |
44 |
044 Army National Guard_W1-O3_TPU/Unknown_FEMALE_Married without child(ren) |
890 |
90 |
45 |
045 Army National Guard_W1-O3_AGR/TAR_MALE+UNK_Single |
481 |
46 |
46 |
046 Army National Guard_W1-O3_AGR/TAR_MALE+UNK_Married with child(ren) |
1,752 |
142 |
47 |
047 Army National Guard_W1-O3_AGR/TAR_MALE+UNK_Married without child(ren) |
427 |
36 |
48 |
048 Army National Guard_W1-O3_AGR/TAR_FEMALE_Single |
305 |
30 |
49 |
049 Army National Guard_W1-O3_AGR/TAR_FEMALE_Married |
382 |
34 |
50 |
050 Army National Guard_W1-O3_Military Technicians_MALE+UNK_Single |
803 |
73 |
51 |
051 Army National Guard_W1-O3_Military Technicians_MALE+UNK_Married with child(ren) |
1,991 |
150 |
52 |
052 Army National Guard_W1-O3_Military Technicians_MALE+UNK_Married without child(ren) |
797 |
62 |
53 |
053 Army National Guard_W1-O3_Military Technicians_FEMALE_All_Family |
510 |
50 |
54 |
054 Army National Guard_O4-O6_TPU/Unknown_MALE+UNK_Single with child(ren) |
393 |
40 |
55 |
055 Army National Guard_O4-O6_TPU/Unknown_MALE+UNK_Single without child(ren) |
498 |
49 |
56 |
056 Army National Guard_O4-O6_TPU/Unknown_MALE+UNK_Married with child(ren) |
4,259 |
346 |
57 |
057 Army National Guard_O4-O6_TPU/Unknown_MALE+UNK_Married without child(ren) |
1,028 |
85 |
58 |
058 Army National Guard_O4-O6_TPU/Unknown_FEMALE_Single |
342 |
39 |
59 |
059 Army National Guard_O4-O6_TPU/Unknown_FEMALE_Married |
657 |
57 |
60 |
060 Army National Guard_O4-O6_AGR/TAR_MALE+UNK_Single |
312 |
27 |
61 |
061 Army National Guard_O4-O6_AGR/TAR_MALE+UNK_Married with child(ren) |
2,160 |
152 |
62 |
062 Army National Guard_O4-O6_AGR/TAR_MALE+UNK_Married without child(ren) |
368 |
27 |
63 |
063 Army National Guard_O4-O6_AGR/TAR_FEMALE_All_Family |
435 |
32 |
64 |
064 Army National Guard_O4-O6_Military Technicians_AllGen_All_Family |
1,489 |
100 |
65 |
065 Army Reserve_E1-E4+E0_TPU/Unknown_MALE+UNK_Single with child(ren) |
1,923 |
370 |
66 |
066 Army Reserve_E1-E4+E0_TPU/Unknown_MALE+UNK_Single without child(ren) |
36,827 |
7,537 |
67 |
067 Army Reserve_E1-E4+E0_TPU/Unknown_MALE+UNK_Married with child(ren) |
6,105 |
1,006 |
68 |
068 Army Reserve_E1-E4+E0_TPU/Unknown_MALE+UNK_Married without child(ren) |
5,225 |
904 |
69 |
069 Army Reserve_E1-E4+E0_TPU/Unknown_FEMALE_Single with child(ren) |
2,169 |
423 |
70 |
070 Army Reserve_E1-E4+E0_TPU/Unknown_FEMALE_Single without child(ren) |
13,192 |
2,645 |
71 |
071 Army Reserve_E1-E4+E0_TPU/Unknown_FEMALE_Married with child(ren) |
1,791 |
316 |
72 |
072 Army Reserve_E1-E4+E0_TPU/Unknown_FEMALE_Married without child(ren) |
2,174 |
392 |
73 |
073 Army Reserve_E1-E4+E0_AGR/MIL/IMA_AllGen_All_Family |
824 |
117 |
74 |
074 Army Reserve_E5-E9_TPU/Unknown_MALE+UNK_Single with child(ren) |
3,808 |
481 |
75 |
075 Army Reserve_E5-E9_TPU/Unknown_MALE+UNK_Single without child(ren) |
12,094 |
1,567 |
76 |
076 Army Reserve_E5-E9_TPU/Unknown_MALE+UNK_Married with child(ren) |
16,874 |
1,831 |
77 |
077 Army Reserve_E5-E9_TPU/Unknown_MALE+UNK_Married without child(ren) |
6,508 |
709 |
78 |
078 Army Reserve_E5-E9_TPU/Unknown_FEMALE_Single with child(ren) |
1,713 |
218 |
79 |
079 Army Reserve_E5-E9_TPU/Unknown_FEMALE_Single without child(ren) |
4,266 |
571 |
80 |
080 Army Reserve_E5-E9_TPU/Unknown_FEMALE_Married with child(ren) |
2,507 |
286 |
81 |
081 Army Reserve_E5-E9_TPU/Unknown_FEMALE_Married without child(ren) |
1,872 |
215 |
82 |
082 Army Reserve_E5-E9_AGR/TAR_MALE+UNK_Single with child(ren) |
932 |
102 |
83 |
083 Army Reserve_E5-E9_AGR/TAR_MALE+UNK_Single without child(ren) |
1,129 |
125 |
84 |
084 Army Reserve_E5-E9_AGR/TAR_MALE+UNK_Married with child(ren) |
4,786 |
437 |
85 |
085 Army Reserve_E5-E9_AGR/TAR_MALE+UNK_Married without child(ren) |
1,092 |
102 |
86 |
086 Army Reserve_E5-E9_AGR/TAR_FEMALE_Single with child(ren) |
823 |
93 |
87 |
087 Army Reserve_E5-E9_AGR/TAR_FEMALE_Single without child(ren) |
793 |
91 |
88 |
088 Army Reserve_E5-E9_AGR/TAR_FEMALE_Married with child(ren) |
1,028 |
97 |
89 |
089 Army Reserve_E5-E9_AGR/TAR_FEMALE_Married without child(ren) |
466 |
48 |
90 |
090 Army Reserve_E5-E9_Military Technicians_MALE+UNK_Single with child(ren) |
411 |
43 |
91 |
091 Army Reserve_E5-E9_Military Technicians_MALE+UNK_Single without child(ren) |
729 |
73 |
92 |
092 Army Reserve_E5-E9_Military Technicians_MALE+UNK_Married with child(ren) |
1,850 |
157 |
93 |
093 Army Reserve_E5-E9_Military Technicians_MALE+UNK_Married without child(ren) |
742 |
68 |
94 |
094 Army Reserve_E5-E9_Military Technicians_FEMALE_Single with child(ren) |
419 |
46 |
95 |
095 Army Reserve_E5-E9_Military Technicians_FEMALE_Single without child(ren) |
450 |
49 |
96 |
096 Army Reserve_E5-E9_Military Technicians_FEMALE_Married |
768 |
73 |
97 |
097 Army Reserve_E5-E9_IMA_AllGen_All_Family |
524 |
95 |
98 |
098 Army Reserve_W1-O3_TPU/Unknown_MALE+UNK_Single with child(ren) |
626 |
66 |
99 |
099 Army Reserve_W1-O3_TPU/Unknown_MALE+UNK_Single without child(ren) |
5,538 |
565 |
100 |
100 Army Reserve_W1-O3_TPU/Unknown_MALE+UNK_Married with child(ren) |
4,889 |
429 |
101 |
101 Army Reserve_W1-O3_TPU/Unknown_MALE+UNK_Married without child(ren) |
2,513 |
216 |
102 |
102 Army Reserve_W1-O3_TPU/Unknown_FEMALE_Single with child(ren) |
463 |
49 |
103 |
103 Army Reserve_W1-O3_TPU/Unknown_FEMALE_Single without child(ren) |
2,622 |
277 |
104 |
104 Army Reserve_W1-O3_TPU/Unknown_FEMALE_Married with child(ren) |
1,046 |
96 |
105 |
105 Army Reserve_W1-O3_TPU/Unknown_FEMALE_Married without child(ren) |
1,185 |
114 |
106 |
106 Army Reserve_W1-O3_AGR/TAR_MALE+UNK_All_Family |
1,208 |
93 |
107 |
107 Army Reserve_W1-O3_AGR/TAR_FEMALE_All_Family |
375 |
29 |
108 |
108 Army Reserve_W1-O3_Military Technicians_AllGen_All_Family |
719 |
50 |
109 |
109 Army Reserve_W1-O3_IMA_AllGen_All_Family |
464 |
68 |
110 |
110 Army Reserve_O4-O6_TPU/Unknown_MALE+UNK_Single with child(ren) |
584 |
53 |
111 |
111 Army Reserve_O4-O6_TPU/Unknown_MALE+UNK_Single without child(ren) |
1,143 |
103 |
112 |
112 Army Reserve_O4-O6_TPU/Unknown_MALE+UNK_Married with child(ren) |
6,167 |
467 |
113 |
113 Army Reserve_O4-O6_TPU/Unknown_MALE+UNK_Married without child(ren) |
1,787 |
138 |
114 |
114 Army Reserve_O4-O6_TPU/Unknown_FEMALE_Single |
946 |
87 |
115 |
115 Army Reserve_O4-O6_TPU/Unknown_FEMALE_Married with child(ren) |
1,011 |
82 |
116 |
116 Army Reserve_O4-O6_TPU/Unknown_FEMALE_Married without child(ren) |
655 |
52 |
117 |
117 Army Reserve_O4-O6_AGR/TAR_MALE+UNK_Single |
317 |
26 |
118 |
118 Army Reserve_O4-O6_AGR/TAR_MALE+UNK_Married with child(ren) |
1,434 |
96 |
119 |
119 Army Reserve_O4-O6_AGR/TAR_MALE+UNK_Married without child(ren) |
327 |
24 |
120 |
120 Army Reserve_O4-O6_AGR/TAR_FEMALE_All_Family |
667 |
47 |
121 |
121 Army Reserve_O4-O6_Military Technicians_AllGen_All_Family |
340 |
22 |
122 |
122 Army Reserve_O4-O6_IMA_MALE+UNK_All_Family |
1,340 |
167 |
123 |
123 Army Reserve_O4-O6_IMA_FEMALE_All_Family |
434 |
65 |
124 |
124 Navy Reserve_E1-E4+E0_TPU/Unknown_MALE+UNK_Single |
4,152 |
785 |
125 |
125 Navy Reserve_E1-E4+E0_TPU/Unknown_MALE+UNK_Married with child(ren) |
669 |
115 |
126 |
126 Navy Reserve_E1-E4+E0_TPU/Unknown_MALE+UNK_Married without child(ren) |
778 |
128 |
127 |
127 Navy Reserve_E1-E4+E0_TPU/Unknown_FEMALE_Single |
1,928 |
394 |
128 |
128 Navy Reserve_E1-E4+E0_TPU/Unknown_FEMALE_Married |
677 |
122 |
129 |
129 Navy Reserve_E1-E4+E0_AGR/IMA_MALE+UNK_Single |
1,069 |
206 |
130 |
130 Navy Reserve_E1-E4+E0_AGR/IMA_MALE+UNK_Married |
358 |
52 |
131 |
131 Navy Reserve_E1-E4+E0_AGR/IMA_FEMALE_All_Family |
473 |
95 |
132 |
132 Navy Reserve_E5-E9_TPU/Unknown_MALE+UNK_Single with child(ren) |
1,491 |
184 |
133 |
133 Navy Reserve_E5-E9_TPU/Unknown_MALE+UNK_Single without child(ren) |
6,157 |
775 |
134 |
134 Navy Reserve_E5-E9_TPU/Unknown_MALE+UNK_Married with child(ren) |
7,700 |
832 |
135 |
135 Navy Reserve_E5-E9_TPU/Unknown_MALE+UNK_Married without child(ren) |
2,979 |
324 |
136 |
136 Navy Reserve_E5-E9_TPU/Unknown_FEMALE_Single with child(ren) |
1,130 |
144 |
137 |
137 Navy Reserve_E5-E9_TPU/Unknown_FEMALE_Single without child(ren) |
2,431 |
319 |
138 |
138 Navy Reserve_E5-E9_TPU/Unknown_FEMALE_Married with child(ren) |
1,539 |
182 |
139 |
139 Navy Reserve_E5-E9_TPU/Unknown_FEMALE_Married without child(ren) |
1,084 |
125 |
140 |
140 Navy Reserve_E5-E9_AGR/IMA_MALE+UNK_Single with child(ren) |
322 |
41 |
141 |
141 Navy Reserve_E5-E9_AGR/IMA_MALE+UNK_Single without child(ren) |
1,098 |
153 |
142 |
142 Navy Reserve_E5-E9_AGR/IMA_MALE+UNK_Married with child(ren) |
2,584 |
326 |
143 |
143 Navy Reserve_E5-E9_AGR/IMA_MALE+UNK_Married without child(ren) |
780 |
94 |
144 |
144 Navy Reserve_E5-E9_AGR/IMA_FEMALE_Single with child(ren) |
451 |
51 |
145 |
145 Navy Reserve_E5-E9_AGR/IMA_FEMALE_Single without child(ren) |
442 |
66 |
146 |
146 Navy Reserve_E5-E9_AGR/IMA_FEMALE_Married with child(ren) |
695 |
116 |
147 |
147 Navy Reserve_E5-E9_AGR/IMA_FEMALE_Married without child(ren) |
320 |
45 |
148 |
148 Navy Reserve_W1-O3_TPU/AGR/IMA_MALE+UNK_Single |
1,033 |
167 |
149 |
149 Navy Reserve_W1-O3_TPU/AGR/IMA_MALE+UNK_Married with child(ren) |
1,430 |
194 |
150 |
150 Navy Reserve_W1-O3_TPU/AGR/IMA_MALE+UNK_Married without child(ren) |
568 |
78 |
151 |
151 Navy Reserve_W1-O3_TPU/AGR/IMA_FEMALE_Single |
499 |
85 |
152 |
152 Navy Reserve_W1-O3_TPU/AGR/IMA_FEMALE_Married |
531 |
73 |
153 |
153 Navy Reserve_O4-O6_TPU/Unknown_MALE+UNK_Single with child(ren) |
329 |
46 |
154 |
154 Navy Reserve_O4-O6_TPU/Unknown_MALE+UNK_Single without child(ren) |
869 |
122 |
155 |
155 Navy Reserve_O4-O6_TPU/Unknown_MALE+UNK_Married with child(ren) |
4,324 |
505 |
156 |
156 Navy Reserve_O4-O6_TPU/Unknown_MALE+UNK_Married without child(ren) |
1,125 |
136 |
157 |
157 Navy Reserve_O4-O6_TPU/Unknown_FEMALE_Single |
562 |
77 |
158 |
158 Navy Reserve_O4-O6_TPU/Unknown_FEMALE_Married with child(ren) |
639 |
78 |
159 |
159 Navy Reserve_O4-O6_TPU/Unknown_FEMALE_Married without child(ren) |
341 |
42 |
160 |
160 Navy Reserve_O4-O6_AGR/IMA_AllGen_All_Family |
1,452 |
167 |
161 |
161 Marine Corps Reserve_E1-E4+E0_TPU/Unknown_MALE+UNK_Single |
18,283 |
8,594 |
162 |
162 Marine Corps Reserve_E1-E4+E0_TPU/Unknown_MALE+UNK_Married with child(ren) |
444 |
200 |
163 |
163 Marine Corps Reserve_E1-E4+E0_TPU/Unknown_MALE+UNK_Married without child(ren) |
979 |
416 |
164 |
164 Marine Corps Reserve_E1-E4+E0_TPU/Unknown_FEMALE_All_Family |
474 |
214 |
165 |
165 Marine Corps Reserve_E1-E4+E0_AGR/IMA_AllGen_All_Family |
460 |
196 |
166 |
166 Marine Corps Reserve_E5-E9_TPU/Unknown_AllGen_Single |
3,022 |
997 |
167 |
167 Marine Corps Reserve_E5-E9_TPU/Unknown_AllGen_Married with child(ren) |
1,436 |
390 |
168 |
168 Marine Corps Reserve_E5-E9_TPU/Unknown_AllGen_Married without child(ren) |
894 |
255 |
169 |
169 Marine Corps Reserve_E5-E9_AGR/TAR_AllGen_Single |
452 |
112 |
170 |
170 Marine Corps Reserve_E5-E9_AGR/TAR_AllGen_Married |
1,119 |
276 |
171 |
171 Marine Corps Reserve_E5-E9_IMA_AllGen_All_Family |
677 |
222 |
172 |
172 Marine Corps Reserve_W1-O3_TPU/Unknown_AllGen_Single |
678 |
473 |
173 |
173 Marine Corps Reserve_W1-O3_TPU/Unknown_AllGen_Married with child(ren) |
351 |
208 |
174 |
174 Marine Corps Reserve_W1-O3_TPU/Unknown_AllGen_Married without child(ren) |
307 |
183 |
175 |
175 Marine Corps Reserve_W1-O3_AGR/IMA_AllGen_All_Family |
327 |
224 |
176 |
176 Marine Corps Reserve_O4-O6_TPU/AGR_AllGen_All_Family |
1,351 |
660 |
177 |
177 Marine Corps Reserve_O4-O6_IMA_AllGen_All_Family |
1,367 |
690 |
178 |
178 Air National Guard_E1-E4+E0_TPU/Unknown_MALE+UNK_Single with child(ren) |
429 |
89 |
179 |
179 Air National Guard_E1-E4+E0_TPU/Unknown_MALE+UNK_Single without child(ren) |
12,772 |
2,144 |
180 |
180 Air National Guard_E1-E4+E0_TPU/Unknown_MALE+UNK_Married with child(ren) |
1,797 |
257 |
181 |
181 Air National Guard_E1-E4+E0_TPU/Unknown_MALE+UNK_Married without child(ren) |
1,583 |
225 |
182 |
182 Air National Guard_E1-E4+E0_TPU/Unknown_FEMALE_Single with child(ren) |
387 |
75 |
183 |
183 Air National Guard_E1-E4+E0_TPU/Unknown_FEMALE_Single without child(ren) |
4,655 |
809 |
184 |
184 Air National Guard_E1-E4+E0_TPU/Unknown_FEMALE_Married with child(ren) |
427 |
72 |
185 |
185 Air National Guard_E1-E4+E0_TPU/Unknown_FEMALE_Married without child(ren) |
783 |
127 |
186 |
186 Air National Guard_E1-E4+E0_AGR/TAR_AllGen_All_Family |
900 |
133 |
187 |
187 Air National Guard_E1-E4+E0_Military Technicians_MALE+UNK_All_Family |
1,112 |
144 |
188 |
188 Air National Guard_E1-E4+E0_Military Technicians_FEMALE_All_Family |
400 |
53 |
189 |
189 Air National Guard_E5-E9_TPU/Unknown_MALE+UNK_Single with child(ren) |
1,779 |
194 |
190 |
190 Air National Guard_E5-E9_TPU/Unknown_MALE+UNK_Single without child(ren) |
7,855 |
887 |
191 |
191 Air National Guard_E5-E9_TPU/Unknown_MALE+UNK_Married with child(ren) |
12,681 |
1,216 |
192 |
192 Air National Guard_E5-E9_TPU/Unknown_MALE+UNK_Married without child(ren) |
5,011 |
483 |
193 |
193 Air National Guard_E5-E9_TPU/Unknown_FEMALE_Single with child(ren) |
955 |
111 |
194 |
194 Air National Guard_E5-E9_TPU/Unknown_FEMALE_Single without child(ren) |
2,651 |
311 |
195 |
195 Air National Guard_E5-E9_TPU/Unknown_FEMALE_Married with child(ren) |
2,056 |
207 |
196 |
196 Air National Guard_E5-E9_TPU/Unknown_FEMALE_Married without child(ren) |
1,499 |
157 |
197 |
197 Air National Guard_E5-E9_AGR/TAR_MALE+UNK_Single with child(ren) |
873 |
82 |
198 |
198 Air National Guard_E5-E9_AGR/TAR_MALE+UNK_Single without child(ren) |
1,736 |
168 |
199 |
199 Air National Guard_E5-E9_AGR/TAR_MALE+UNK_Married with child(ren) |
6,539 |
534 |
200 |
200 Air National Guard_E5-E9_AGR/TAR_MALE+UNK_Married without child(ren) |
1,762 |
151 |
201 |
201 Air National Guard_E5-E9_AGR/TAR_FEMALE_Single with child(ren) |
604 |
62 |
202 |
202 Air National Guard_E5-E9_AGR/TAR_FEMALE_Single without child(ren) |
742 |
79 |
203 |
203 Air National Guard_E5-E9_AGR/TAR_FEMALE_Married with child(ren) |
1,359 |
117 |
204 |
204 Air National Guard_E5-E9_AGR/TAR_FEMALE_Married without child(ren) |
682 |
58 |
205 |
205 Air National Guard_E5-E9_Military Technicians_MALE+UNK_Single with child(ren) |
889 |
80 |
206 |
206 Air National Guard_E5-E9_Military Technicians_MALE+UNK_Single without child(ren) |
2,682 |
232 |
207 |
207 Air National Guard_E5-E9_Military Technicians_MALE+UNK_Married with child(ren) |
6,126 |
459 |
208 |
208 Air National Guard_E5-E9_Military Technicians_MALE+UNK_Married without child(ren) |
2,667 |
205 |
209 |
209 Air National Guard_E5-E9_Military Technicians_FEMALE_Single with child(ren) |
381 |
37 |
210 |
210 Air National Guard_E5-E9_Military Technicians_FEMALE_Single without child(ren) |
666 |
61 |
211 |
211 Air National Guard_E5-E9_Military Technicians_FEMALE_Married with child(ren) |
629 |
53 |
212 |
212 Air National Guard_E5-E9_Military Technicians_FEMALE_Married without child(ren) |
451 |
37 |
213 |
213 Air National Guard_W1-O3_TPU/Unknown_MALE+UNK_Single |
1,017 |
120 |
214 |
214 Air National Guard_W1-O3_TPU/Unknown_MALE+UNK_Married with child(ren) |
1,877 |
199 |
215 |
215 Air National Guard_W1-O3_TPU/Unknown_MALE+UNK_Married without child(ren) |
697 |
81 |
216 |
216 Air National Guard_W1-O3_TPU/Unknown_FEMALE_Single |
488 |
60 |
217 |
217 Air National Guard_W1-O3_TPU/Unknown_FEMALE_Married with child(ren) |
369 |
40 |
218 |
218 Air National Guard_W1-O3_TPU/Unknown_FEMALE_Married without child(ren) |
352 |
38 |
219 |
219 Air National Guard_W1-O3_AGR/TAR_AllGen_All_Family |
595 |
62 |
220 |
220 Air National Guard_W1-O3_Military Technicians_AllGen_All_Family |
876 |
84 |
221 |
221 Air National Guard_O4-O6_TPU/Unknown_MALE+UNK_Single |
555 |
59 |
222 |
222 Air National Guard_O4-O6_TPU/Unknown_MALE+UNK_Married with child(ren) |
3,249 |
327 |
223 |
223 Air National Guard_O4-O6_TPU/Unknown_MALE+UNK_Married without child(ren) |
762 |
70 |
224 |
224 Air National Guard_O4-O6_TPU/Unknown_FEMALE_All_Family |
1,142 |
123 |
225 |
225 Air National Guard_O4-O6_AGR/TAR_MALE+UNK_All_Family |
2,069 |
192 |
226 |
226 Air National Guard_O4-O6_AGR/TAR_FEMALE_All_Family |
308 |
27 |
227 |
227 Air National Guard_O4-O6_Military Technicians_MALE+UNK_All_Family |
1,358 |
116 |
228 |
228 Air National Guard_O4-O6_Military Technicians_FEMALE_All_Family |
324 |
29 |
229 |
229 Air Force Reserve_E1-E4+E0_TPU/Unknown_MALE+UNK_Single with child(ren) |
324 |
59 |
230 |
230 Air Force Reserve_E1-E4+E0_TPU/Unknown_MALE+UNK_Single without child(ren) |
6,767 |
1,208 |
231 |
231 Air Force Reserve_E1-E4+E0_TPU/Unknown_MALE+UNK_Married with child(ren) |
1,333 |
211 |
232 |
232 Air Force Reserve_E1-E4+E0_TPU/Unknown_MALE+UNK_Married without child(ren) |
1,280 |
192 |
233 |
233 Air Force Reserve_E1-E4+E0_TPU/Unknown_FEMALE_Single with child(ren) |
444 |
84 |
234 |
234 Air Force Reserve_E1-E4+E0_TPU/Unknown_FEMALE_Single without child(ren) |
3,413 |
633 |
235 |
235 Air Force Reserve_E1-E4+E0_TPU/Unknown_FEMALE_Married with child(ren) |
520 |
96 |
236 |
236 Air Force Reserve_E1-E4+E0_TPU/Unknown_FEMALE_Married without child(ren) |
810 |
126 |
237 |
237 Air Force Reserve_E1-E4+E0_AGR/MIL/IMA_AllGen_All_Family |
586 |
108 |
238 |
238 Air Force Reserve_E5-E9_TPU/Unknown_MALE+UNK_Single with child(ren) |
1,363 |
161 |
239 |
239 Air Force Reserve_E5-E9_TPU/Unknown_MALE+UNK_Single without child(ren) |
5,475 |
659 |
240 |
240 Air Force Reserve_E5-E9_TPU/Unknown_MALE+UNK_Married with child(ren) |
8,511 |
869 |
241 |
241 Air Force Reserve_E5-E9_TPU/Unknown_MALE+UNK_Married without child(ren) |
3,482 |
355 |
242 |
242 Air Force Reserve_E5-E9_TPU/Unknown_FEMALE_Single with child(ren) |
1,080 |
133 |
243 |
243 Air Force Reserve_E5-E9_TPU/Unknown_FEMALE_Single without child(ren) |
2,375 |
294 |
244 |
244 Air Force Reserve_E5-E9_TPU/Unknown_FEMALE_Married with child(ren) |
1,847 |
199 |
245 |
245 Air Force Reserve_E5-E9_TPU/Unknown_FEMALE_Married without child(ren) |
1,319 |
145 |
246 |
246 Air Force Reserve_E5-E9_AGR/TAR_MALE+UNK_Single |
575 |
58 |
247 |
247 Air Force Reserve_E5-E9_AGR/TAR_MALE+UNK_Married with child(ren) |
1,258 |
112 |
248 |
248 Air Force Reserve_E5-E9_AGR/TAR_MALE+UNK_Married without child(ren) |
364 |
35 |
249 |
249 Air Force Reserve_E5-E9_AGR/TAR_FEMALE_Single |
374 |
41 |
250 |
250 Air Force Reserve_E5-E9_AGR/TAR_FEMALE_Married |
465 |
43 |
251 |
251 Air Force Reserve_E5-E9_Military Technicians_MALE+UNK_Single with child(ren) |
427 |
38 |
252 |
252 Air Force Reserve_E5-E9_Military Technicians_MALE+UNK_Single without child(ren) |
1,121 |
105 |
253 |
253 Air Force Reserve_E5-E9_Military Technicians_MALE+UNK_Married with child(ren) |
2,431 |
192 |
254 |
254 Air Force Reserve_E5-E9_Military Technicians_MALE+UNK_Married without child(ren) |
1,063 |
86 |
255 |
255 Air Force Reserve_E5-E9_Military Technicians_FEMALE_Single |
582 |
55 |
256 |
256 Air Force Reserve_E5-E9_Military Technicians_FEMALE_Married |
576 |
48 |
257 |
257 Air Force Reserve_E5-E9_IMA_MALE+UNK_Single |
496 |
105 |
258 |
258 Air Force Reserve_E5-E9_IMA_MALE+UNK_Married with child(ren) |
861 |
147 |
259 |
259 Air Force Reserve_E5-E9_IMA_MALE+UNK_Married without child(ren) |
328 |
60 |
260 |
260 Air Force Reserve_E5-E9_IMA_FEMALE_Single |
378 |
83 |
261 |
261 Air Force Reserve_E5-E9_IMA_FEMALE_Married |
522 |
93 |
262 |
262 Air Force Reserve_W1-O3_TPU/Unknown_MALE+UNK_Single |
678 |
81 |
263 |
263 Air Force Reserve_W1-O3_TPU/Unknown_MALE+UNK_Married with child(ren) |
884 |
93 |
264 |
264 Air Force Reserve_W1-O3_TPU/Unknown_MALE+UNK_Married without child(ren) |
422 |
48 |
265 |
265 Air Force Reserve_W1-O3_TPU/Unknown_FEMALE_Single |
489 |
66 |
266 |
266 Air Force Reserve_W1-O3_TPU/Unknown_FEMALE_Married |
550 |
65 |
267 |
267 Air Force Reserve_W1-O3_AGR/MIL_AllGen_All_Family |
373 |
49 |
268 |
268 Air Force Reserve_W1-O3_IMA_AllGen_All_Family |
897 |
154 |
269 |
269 Air Force Reserve_O4-O6_TPU/Unknown_MALE+UNK_Single |
562 |
59 |
270 |
270 Air Force Reserve_O4-O6_TPU/Unknown_MALE+UNK_Married with child(ren) |
2,579 |
251 |
271 |
271 Air Force Reserve_O4-O6_TPU/Unknown_MALE+UNK_Married without child(ren) |
579 |
55 |
272 |
272 Air Force Reserve_O4-O6_TPU/Unknown_FEMALE_Single |
324 |
38 |
273 |
273 Air Force Reserve_O4-O6_TPU/Unknown_FEMALE_Married |
788 |
73 |
274 |
274 Air Force Reserve_O4-O6_AGR/TAR_AllGen_All_Family |
1,187 |
101 |
275 |
275 Air Force Reserve_O4-O6_Military Technicians_AllGen_All_Family |
959 |
82 |
276 |
276 Air Force Reserve_O4-O6_IMA_MALE+UNK_Single |
343 |
51 |
277 |
277 Air Force Reserve_O4-O6_IMA_MALE+UNK_Married with child(ren) |
1,692 |
221 |
278 |
278 Air Force Reserve_O4-O6_IMA_MALE+UNK_Married without child(ren) |
430 |
58 |
279 |
279 Air Force Reserve_O4-O6_IMA_FEMALE_All_Family |
1,160 |
153 |
280 |
280 Coast Guard Reserve_E1-E4+E0_TPU/Unknown_AllGen_Single |
653 |
653 |
281 |
281 Coast Guard Reserve_E1-E4+E0_TPU/Unknown_AllGen_Married |
404 |
404 |
282 |
282 Coast Guard Reserve_E5-E9_TPU/Unknown_MALE+UNK_Single |
1,009 |
1,009 |
283 |
283 Coast Guard Reserve_E5-E9_TPU/Unknown_MALE+UNK_Married with child(ren) |
1,843 |
1,843 |
284 |
284 Coast Guard Reserve_E5-E9_TPU/Unknown_MALE+UNK_Married without child(ren) |
569 |
569 |
285 |
285 Coast Guard Reserve_E5-E9_TPU/Unknown_FEMALE_All_Family |
621 |
621 |
286 |
286 Coast Guard Reserve_W1-O3_TPU/Unknown_AllGen_All_Family |
603 |
603 |
287 |
287 Coast Guard Reserve_O4-O6_TPU/Unknown_AllGen_All_Family |
435 |
435 |
| File Type | application/vnd.openxmlformats-officedocument.wordprocessingml.document |
| Author | Patricia Toppings |
| File Modified | 0000-00-00 |
| File Created | 2023-11-10 |