Table 2.
Relationship between reported aspect of video analyzed and correctly identifying video authenticity, by video deepfake status.
Adults | Principals | Teachers | Middle school students | CMU students | ||||||
---|---|---|---|---|---|---|---|---|---|---|
Real | Deep fake | Real | Deep fake | Real | Deep fake | Real | Deep fake | Real | Deep fake | |
Familiar with person's views | 0.381** | 0.217 + | 0.479** | 0.223** | 0.389** | 0.101 | 0.409** | − 0.136 | 0.455* | 0.044 |
(0.089) | (0.118) | (0.069) | (0.082) | (0.071) | (0.085) | (0.067) | (0.084) | (0.199) | (0.192) | |
Video quality | − 0.128 | 0.251* | − 0.062 | 0.261** | − 0.134* | 0.210** | 0.020 | 0.085 + | − 0.059 | − 0.124 |
(0.081) | (0.097) | (0.049) | (0.058) | (0.058) | (0.059) | (0.049) | (0.052) | (0.147) | (0.139) | |
Background | − 0.135 | 0.088 | − 0.075 | 0.083 | 0.010 | − 0.023 | 0.003 | 0.126* | − 0.135 | − 0.075 |
(0.125) | (0.102) | (0.053) | (0.070) | (0.062) | (0.076) | (0.046) | (0.055) | (0.152) | (0.156) | |
Facial features | − 0.033 | 0.152 + | 0.063 | 0.154** | 0.011 | 0.133* | 0.090 | 0.197** | − 0.011 | − 0.154 |
(0.069) | (0.082) | (0.047) | (0.057) | (0.058) | (0.061) | (0.056) | (0.055) | (0.163) | (0.134) | |
Audio | 0.222** | − 0.001 | 0.222** | − 0.085 | 0.240** | − 0.102 | 0.133* | − 0.110* | 0.152 | − 0.074 |
(0.076) | (0.084) | (0.052) | (0.058) | (0.060) | (0.065) | (0.054) | (0.051) | (0.163) | (0.123) | |
Credibility of content | 0.157* | − 0.043 | 0.179** | − 0.073 | 0.064 | − 0.091 | 0.093 + | − 0.084 | 0.214 | − 0.065 |
(0.063) | (0.074) | (0.050) | (0.057) | (0.057) | (0.056) | (0.056) | (0.067) | (0.131) | (0.153) | |
N (Respondent-by-video) | 1600 | 1444 | 1514 | 1446 | 1283 | 1285 | 1600 | 1620 | 169 | 179 |
N (Respondent) | 727 | 693 | 692 | 685 | 604 | 596 | 757 | 755 | 82 | 84 |
Each column presents the results of a separate regression of video authenticity on aspects respondents reported analyzing when making their decisions. All models include speaker, video order, and respondent fixed effects. Regressions models used to analyze adult, principal, and teacher panels are weighted to retain national representation. Standard errors are clustered by respondent.
+ indicates p < 0.10; *p < 0.05; **p < 0.01.