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. 2020 May 14;22(5):e16299. doi: 10.2196/16299

Table 1.

Weighted population estimates for sociodemographic and health-related characteristics by pattern of mobile health use for health and behavioral tracking; HINTS 5, Cycle 1, 2017 and Cycle 2, 2018 (N=6789).

Characteristics Nonowners and nonusers (n=1832; 34.72%) Nontrackers (n=508; 8.8%) Device trackers (n=840; 12.9%) App trackers (n=882; 19.5%) Supertrackers (n=1287; 24.05%) Chi-square (df) P value
Gender, n (%)




21.6 (4) <.001

Male 733 (51.90) 192 (46.4) 381 (58.0) 298 (46.2) 445 (41.93) N/Aa N/A
Female 955 (48.10) 290 (53.6) 396 (42.0) 542 (53.8) 776 (58.07) N/A N/A
Age (years), n (%)




222.5 (12) <.001

18-34 180 (21.25) 61 (22.6) 42 (12.0) 244 (42.1) 216 (27.56) N/A N/A
35-49 355 (28.47) 117 (29.4) 96 (22.1) 267 (33.1) 390 (33.67) N/A N/A
50-64 645 (33.36) 183 (33.5) 289 (37.9) 255 (19.9) 458 (30.76) N/A N/A
≥65 583 (16.92) 133 (14.5) 388 (28.0) 101 (4.9) 203 (8.01) N/A N/A
Race and ethnicity, n (%)


29.3 (12) .004

White, non-Hispanic 1,046 (64.50) 315 (70.7) 538 (75.0) 487 (60.9) 756 (63.92) N/A N/A
Black, non-Hispanic 204 (9.91) 60 (10.5) 87 (6.9) 130 (10.5) 182 (11.60) N/A N/A
Hispanic 272 (17.72) 52 (12.9) 83 (11.0) 148 (19.1) 155 (13.69) N/A N/A
Other 142 (7.87) 45 (5.9) 62 (7.1) 72 (9.5) 123 (10.79) N/A N/A
Education, n (%)




109.9 (8) <.001

High school graduate or less 514 (35.42) 84 (28.5) 170 (26.3) 150 (21.2) 148 (16.37) N/A N/A
Technical, vocational, or some college 566 (38.31) 150 (30.9) 284 (43.2) 259 (38.5) 337 (36.84) N/A N/A
College graduate or postgraduate 705 (26.27) 266 (40.6) 369 (30.5) 466 (40.3) 791 (46.79) N/A N/A
Income in US $, n (%)




106.5 (12) <.001

<20,000 360 (19.04) 45 (9.4) 109 (12.0) 125 (14.9) 104 (10.23) N/A N/A
20,000-49,999 530 (29.04) 111 (18.6) 242 (27.4) 223 (27.7) 214 (14.91) N/A N/A
50,000-74,999 342 (20.76) 100 (19.1) 159 (19.4) 160 (16.9) 243 (19.93) N/A N/A
≥75,000 566 (31.16) 245 (52.9) 316 (41.2) 367 (40.5) 712 (54.93) N/A N/A
Geographical area, n (%)


15.4 (4) .004

Urban 1569 (85.83) 460 (90.2) 709 (82.4) 782 (87.8) 1,170 (90.39) N/A N/A
Rural 263 (14.17) 48 (9.8) 131 (17.6) 100 (12.2) 117 (9.61) N/A N/A
Perceived health status, n (%)

47.4 (12) <.001

Poor or fair 281 (14.70) 58 (8.2) 179 (21.5) 102 (11.7) 141 (9.89) N/A N/A
Good 643 (35.14) 170 (36.5) 315 (38.8) 257 (31.2) 399 (30.42) N/A N/A
Very good 672 (36.92) 206 (41.9) 267 (30.7) 371 (37.4) 551 (45.23) N/A N/A
Excellent 219 (13.24) 70 (13.4) 70 (9.0) 145 (19.7) 189 (14.46) N/A N/A
Health self-efficacy, n (%)

19.4 (12) .08

A little confident or not confident at all 89 (5.11) 15 (2.7) 51 (8.3) 22 (3.2) 35 (3.50) N/A N/A
Somewhat confident 442 (26.83) 112 (25.5) 221 (26.3) 174 (20.1) 276 (23.31) N/A N/A
Very confident 845 (44.51) 237 (46.5) 383 (45.2) 412 (44.9) 634 (48.53) N/A N/A
Completely confident 440 (23.55) 138 (25.3) 178 (20.2) 268 (31.8) 337 (24.66) N/A N/A
Health information seeker, n (%)
66.15 (4) <.001

Yes 1,369 (76.76) 438 (84.2) 712 (82.8) 757 (85.1) 1,191 (92.43) N/A N/A
No 439 (23.24) 59 (15.8) 118 (17.2) 118 (14.9) 84 (7.57) N/A N/A
BMI, n (%)




19.5 (8) .01

Normal (18.5-24.9) 565 (33.11) 195 (41.1) 202 (26.6) 286 (35.1) 344 (28.19) N/A N/A
Overweight (25-29.9) 610 (33.61) 152 (30.2) 298 (31.9) 301 (34.6) 451 (36.19) N/A N/A
Obese (≥30) 561 (33.28) 145 (28.7) 304 (41.5) 269 (30.3) 452 (35.62) N/A N/A
One or more chronic conditions, n (%) 104.0 (4) <.001

Yes 848 (35.71) 213 (34.6) 609 (65.6) 277 (26.5) 594 (39.09) N/A N/A
No 984 (64.29) 295 (65.4) 231 (34.4) 605 (73.5) 693 (60.91) N/A N/A

aN/A: not applicable.