Ryerson Project Ryerson Project

Ryerson Project Item 145

I think artificial intelligence technology is positive for humanity.

American adults' average (mean) response was 4.78 on a scale of 0 (Disagree) to 10 (Agree). 481 responses have been collected (so far) from 2026-07-08 to 2026-10-27.

Descriptive Statistics

Mean4.78
Median5.00
Standard deviation3.02
N481
Standard error0.138

All-Time Distribution

Response 0: 64 Response 1: 31 Response 2: 36 Response 3: 33 Response 4: 35 Response 5: 66 Response 6: 71 Response 7: 43 Response 8: 51 Response 9: 19 Response 10: 32 0 1 2 3 4 5 6 7 8 9 10 0 71 Agreement (0 = maximum disagreement, 10 = maximum agreement) Count

Comparison to Other Items

Based on all-time mean agreement, this item ranks 107 out of 142 qualifying items and is at the 24.8 percentile.

Qualifying items have 100 or more total observations. Higher means indicate more agreement and therefore a higher rank.

Monthly Trend

0 1 2 3 4 5 6 7 8 9 10 0% 50% 100% 0 5 10 2026-07 response 0: 19.1% 2026-07 response 1: 5.9% 2026-07 response 2: 11.8% 2026-07 response 3: 2.9% 2026-07 response 4: 4.4% 2026-07 response 5: 19.1% 2026-07 response 6: 14.7% 2026-07 response 7: 4.4% 2026-07 response 8: 4.4% 2026-07 response 9: 4.4% 2026-07 response 10: 8.8% 2026-08 response 0: 11.7% 2026-08 response 1: 2.1% 2026-08 response 2: 5.3% 2026-08 response 3: 10.6% 2026-08 response 4: 9.6% 2026-08 response 5: 16.0% 2026-08 response 6: 18.1% 2026-08 response 7: 10.6% 2026-08 response 8: 7.4% 2026-08 response 9: 3.2% 2026-08 response 10: 5.3% 2026-09 response 0: 12.7% 2026-09 response 1: 7.3% 2026-09 response 2: 8.7% 2026-09 response 3: 8.0% 2026-09 response 4: 8.7% 2026-09 response 5: 14.0% 2026-09 response 6: 12.0% 2026-09 response 7: 6.7% 2026-09 response 8: 13.3% 2026-09 response 9: 1.3% 2026-09 response 10: 7.3% 2026-10 response 0: 12.4% 2026-10 response 1: 8.3% 2026-10 response 2: 5.9% 2026-10 response 3: 5.3% 2026-10 response 4: 5.9% 2026-10 response 5: 10.1% 2026-10 response 6: 15.4% 2026-10 response 7: 11.8% 2026-10 response 8: 12.4% 2026-10 response 9: 6.5% 2026-10 response 10: 5.9% Jul 2026 Aug 2026 Sep 2026 Oct 2026 Observation month Percent of responses Monthly mean

Observed Trend

Observations suggest unchanging agreement over the observed period, from 2026-07-08 to 2026-10-27. The estimated change over that period is 0.699 points on a 0 to 10 scale. Regression results place a 95% confidence interval around that observed-period change of [-0.267, 1.665].
Regression table

The daily slope annualized over 365.25 days is 2.300 points per year, with a 95% confidence interval of [-0.880, 5.480]. This short-window annualized number is provided for reference, but the observed-period change above is the primary trend estimate.

Call:
lm(formula = response_value ~ days_since_start, data = model_data)

Residuals:
   Min     1Q Median     3Q    Max 
-5.045 -2.629  0.308  2.213  5.629 

Coefficients:
                 Estimate Std. Error t value Pr(>|t|)    
(Intercept)      4.364537   0.321456  13.577   <2e-16 ***
days_since_start 0.006298   0.004431   1.421    0.156    
---
Signif. codes:  0 ‘***’ 0.001 ‘**’ 0.01 ‘*’ 0.05 ‘.’ 0.1 ‘ ’ 1

Residual standard error: 3.014 on 479 degrees of freedom
Multiple R-squared:  0.004199,	Adjusted R-squared:  0.00212 
F-statistic:  2.02 on 1 and 479 DF,  p-value: 0.1559