Research Article

Transparency Enhances Positive Perceptions of Social Artificial Intelligence

Table 2

Participant background information.

Overall sampleHuman controlNontransparent intelligentNontransparent machineTransparent intelligentTransparent machineANOVA/Chi2

Age36.85 (10.51)37.42 (10.58)36.26 (10.61)36.79 (10.21)36.36 (10.6)37.46 (10.65),
Prior AI knowledge10.32 (6.05)10.13 (5.96)10.78 (6.19)10.32 (5.89)10.15 (5.83)10.25 (6.41),
Gender,
 Female35.40%30.94%37.16%38.17%34.05%36.87%
 Male64.20%69.06%62.30%61.29%65.41%63.13%
 Non-binary0.30%0.00%0.55%0.54%0.54%0.00%
Race/ethnicity,
 American Indian/native0.66%0.00%0.00%1.61%0.54%1.12%
 Asian or Pacific Islander4.49%5.52%3.83%3.23%6.49%3.35%
 Black or African American7.77%11.05%8.20%5.91%5.41%8.38%
 Hispanic or Latino2.30%3.31%2.19%2.15%2.16%1.68%
 Multiracial1.86%1.66%2.19%2.69%0.54%2.23%
 White82.82%78.45%83.06%84.41%84.86%83.24%
 Other0.11%0.00%0.55%0.00%0.00%0.00%
Education level,
 Graduate degree17.07%18.78%16.39%20.43%14.05%15.64%
 4-year college degree58.21%57.46%61.20%53.76%61.62%56.98%
 Some college or vocational15.32%15.47%12.57%12.90%17.30%18.44%
 High school graduate9.08%8.29%9.84%12.37%7.03%7.82%
 No high school degree0.33%0.00%0.00%0.54%0.00%1.12%
Income,
 $150,000 or more1.75%0.55%2.73%2.73%1.08%1.68%
 $100,000 to $149,99911.27%13.81%10.38%10.38%10.81%12.85%
 $50,000 to $99,99945.07%43.65%42.62%42.62%48.11%45.81%
 $25,000 to $49,99928.23%26.52%30.60%30.60%27.57%26.82%
 Less than $25,00013.68%15.47%13.66%13.66%12.43%12.85%
AI-related occupations,
 No41.36%38.67%40.44%40.86%45.95%40.78%
 Yes58.64%61.33%59.56%59.14%54.05%59.22%
Chatbot use frequency,
 Never1.97%0.55%3.27%2.69%0.00%3.35%
 Less than monthly13.12%16.02%13.66%12.90%9.19%13.97%
 Monthly35.23%34.81%33.87%34.95%37.30%34.80%
 More than weekly49.67%48.62%49.18%49.46%53.51%47.49%
Observations ()914181183186185179

Note. For numeric variables such as age and prior AI knowledge, the standard deviation is in parentheses. Prior AI knowledge was measured based on participants’ self-reported familiarity with seven AI-related terminologies on a scale from 0 (“I’ve never heard of this term”) to 3 (“I have a good understanding of how it works”), with a maximum score of 21.