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. 2021 May 19;23(5):e25447. doi: 10.2196/25447

Table 1.

Descriptive statistics comparing current users and nonusers of a COVID-19 contact tracing app.

Characteristic Total (N=349) Current app users (n=67) Nonusers (n=282) Statisticsa




Value P value
Sociodemographic data


Age, mean (SD) 35.62 (14.66) 36.62 (14.73) 35.38 (14.66) t333=0.61 .54

Gender (female), n (%) 226 (65.30) 40 (60.60) 186 (67.10) χ21=1.0 .31

Persons per household, mean (SD) 2.53 (1.58) 2.55 (1.40) 2.54 (1.63) t333=0.11 .92

Education, n (%) χ21=2.8 .10


≤Lower secondary 55 (16.50) 15 (23.40) 40 (14.90)



Upper secondary 278 (83.50) 49 (76.60) 229 (85.10)


Income, n (%) χ25=6.3 .28


€0-€500 66 (20.20) 12 (18.8) 54 (20.6)



€501-€1000 70 (21.50) 8 (12.5) 62 (23.7)



€1001-€1500 36 (11.00) 9 (14.1) 27 (10.3)



€1501-€2000 25 (7.70) 8 (12.5) 17 (6.5)



€2001-€2500 46 (14.10) 10 (15.6) 36 (13.7)



€2501 or more 83 (25.50) 17 (26.6) 66 (25.2)


Region, n (%) χ22=8.6 .01


Rural 66 (20.10) 21 (32.8) 45 (17.0)



Urban 143 (43.60) 21 (32.8) 122 (46.2)



Metropolitan 119 (36.30) 22 (34.4) 97 (36.7)


Migration backgroundb, n (%) 76 (21.78) 16 (23.9) 60 (21.5) χ21=0.2 .67
Theory of planned behavior, mean (SD)

Attitudes (range 1-7) 4.19 (1.65) 4.97 (1.34) 4.01 (1.67) t120=5.00 <.001
Subjective norms, mean (SD)

Personal norms (range 1-5) 2.35 (0.87) 2.85 (0.84) 2.23 (0.83) t99=5.43 <.001

Injunctive social norms (range 1-10) 5.62 (3.52) 7.69 (2.64) 5.12 (3.53) t130=6.67 <.001

Descriptive social norms (range 1-10) 4.62 (1.92) 5.19 (1.89) 4.48 (1.90) t101=2.76 .007
Perceived behavioral control, mean (SD)

Self-efficacy (range 1-5) 4.19 (0.85) 4.48 (0.72) 4.12 (0.87) t342=3.12 .002

Perceived controllability (range 1-5) 4.31 (0.87) 4.25 (0.95) 4.33 (0.85) t342=0.63 .53
Unified theory of acceptance and use of technology, mean (SD)

Perceived ease of use (range 1-5) 4.04 (0.91) 4.37 (0.77) 3.95 (0.92) t341=3.45 .001

Perceived usefulness (range 1-5) 3.10 (1.08) 3.54 (0.93) 2.99 (1.09) t113=4.19 <.001

Perceived barriers (range 1-5) 2.53 (0.79) 2.26 (0.75) 2.60 (0.78) t338=3.15 .002

Hedonic motivation (range 1-5) 3.80 (1.31) 4.63 (1.18) 3.60 (1.26) t337=6.02 <.001

Price value (range 1-5) 2.97 (1.08) 3.44 (1.15) 2.86 (1.03) t337=3.95 <.001

Habit (range 1-5) 3.46 (1.08) 3.82 (0.95) 3.40 (1.07) t344=2.97 .003

Experience (ie, hours of app use per day) (range 0-12) 2.63 (1.78) 2.82 (1.34) 2.61 (1.86) t122=1.02 .31
Additional variables

Threat appraisals


Perceived susceptibility (range 1-10), mean (SD) 4.14 (2.18) 4.31 (2.14) 4.10 (2.19) t336=0.68 .50


Anticipatory anxiety (range 1-5), mean (SD) 2.95 (1.03) 3.41 (0.94) 2.85 (1.02) t337=4.02 <.001


Anticipated emotion (range 1-5), mean (SD) 2.52 (0.88) 2.66 (0.91) 2.48 (0.88) t337=1.43 .16

Other variables


Data privacy concerns (range 1-7), mean (SD) 5.71 (0.85) 5.34 (1.08) 5.79 (0.76) t344=4.00 <.001


Personalization (range 1-5), mean (SD) 2.88 (1.15) 3.36 (1.14) 2.76 (1.12) t344=3.89 <.001


Subjective knowledge about COVID-19 tracing apps (range 1-10), mean (SD) 3.69 (2.36) 5.05 (2.41) 3.37 (2.24) t324=5.27 <.001


COVID-19 experience, n (%) 161 (47.60) 23 (35.4) 138 (50.50) χ21=4.8 .03


Exposure (ie, surveyed after the Corona Warn-App launch), n (%) 135 (38.68) 54 (80.6) 81 (29.0) χ21=60.4 <.001


Adoption intentions (range 1-7), mean (SD) 3.66 (2.37) 5.78 (1.94) 3.15 (2.17) t110=9.71 <.001

aTwo-tailed t test or chi-square test results.

bEither the participant, their mother, or their father was not born in Germany.