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. 2022 May 31;55(3):1275–1291. doi: 10.3758/s13428-022-01872-x

Table 5.

Importance of attributes and willingness to participate (both in %) per group of panelists

Importance (%) Willingness (%)
Survey length Incentive level Invitation lifetime Triggering activity Best Avg. Worst
Sociodemographic
Education Low 39.0* 38.7 14.2 8.2* 95.3* 94.4 69.2*
Mid 31.9* 36.5 17.0 14.6* 91.5*† 91.9 54.6*†
High 37.5 37.2 11.7 13.6 95.5† 93.6 77.3†
Gender Male 36.1 35.9 15.6 12.4 94.6 93.2 65.9
Female 37.7 40.0 13.3 8.9 94.6 93.7 72.6
Age 18-34 40.6* 38.2 11.0* 10.2 95.8* 94.3 65.3
35-54 36.8 38.0 13.7 11.6 94.5 93.4 71.2
55-74 32.8* 37.0 18.3* 11.8 92.9* 92.8 66.8
Household size 1 39.0 28.1*† 22.4*† 10.4 96.8*† 94.0 76.2
2-3 37.2 39.1* 13.4* 10.2 94.3* 93.6 72.4
>3 35.8 38.6† 12.7† 12.9 94.2† 92.7 63.2
Attitudes
Social media Low 37.4 39.2 13.7 9.7 94.9 94.3 66.3
High 38.1 37.1 13.9 11.0 95.8 95.9 74.0
Survey privacy Low 37.1 38.1 14.3 10.5 95.2 93.7 69.6
High 37.2 36.7 12.6 13.5 93.0 90.9 62.9
Survey safety Low 35.1 36.8 17.8* 10.3 95.9 94.6 71.6
High 37.8 38.6 13.3* 10.3 94.7 93.2 68.3
“Big 5” personality traits
Agreeableness Negative 38.2 39.6 12.4 9.7 97.6* 96.8* 72.7
Positive 37.7 38.0 14.3 10.1 93.1* 93.1* 68.4
Openness Negative 35.2 38.4 12.2 14.2 94.9 90.5* 63.8
Positive 37.2 38.0 14.7 10.1 94.7 94.3* 74.5
Extraversion Negative 38.0 34.8 16.4 10.7 94.7 92.1* 59.3*
Positive 37.8 38.6 14.4 9.2 94.3 94.8* 75.0*
Stability Negative 42.0* 39.8 10.6 7.7 96.4* 94.6 68.7
Positive 35.4* 38.6 14.0 12.1 94.3* 94.3 73.2
Consciousness Negative 38.4 35.3 13.3 12.9 95.9 94.5 80.6
Positive 37.2 38.6 14.1 10.1 94.3 93.3 69.1
Experience doing surveys
Participations Low 38.8 38.4 11.2* 11.7 94.0 95.1* 76.4
Mid 39.0* 36.8 15.5 8.8 94.8 92.4* 72.9
High 33.5* 38.4 16.2* 11.8 94.4 93.9 70.0

*,†: indicates a significant difference (5%) between two levels of a covariate.