0704-0624_2023 Sofr_ssb_6.29.2023

0704-0624_2023 SOFR_SSB_6.29.2023.docx

Status of the Forces Survey of Reserve Component Members

OMB: 0704-0616

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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



13


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