Ryerson Project Ryerson Project

Ryerson Project Item 21

I believe artificial intelligence will improve daily life for most people.

American adults' average (mean) response was 5.09 on a scale of 0 (Disagree) to 10 (Agree). 667 responses have been collected (so far) from 2026-05-01 to 2026-10-27.

Descriptive Statistics

Mean5.09
Median5.00
Standard deviation2.91
N667
Standard error0.113

All-Time Distribution

Response 0: 69 Response 1: 35 Response 2: 42 Response 3: 50 Response 4: 53 Response 5: 98 Response 6: 92 Response 7: 75 Response 8: 72 Response 9: 39 Response 10: 42 0 1 2 3 4 5 6 7 8 9 10 0 98 Agreement (0 = maximum disagreement, 10 = maximum agreement) Count

Comparison to Other Items

Based on all-time mean agreement, this item ranks 96 out of 142 qualifying items and is at the 32.6 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 2026-05 response 0: 8.2% 2026-05 response 1: 8.2% 2026-05 response 2: 4.9% 2026-05 response 3: 4.1% 2026-05 response 4: 12.3% 2026-05 response 5: 13.9% 2026-05 response 6: 11.5% 2026-05 response 7: 9.0% 2026-05 response 8: 13.1% 2026-05 response 9: 8.2% 2026-05 response 10: 6.6% 2026-06 response 0: 8.6% 2026-06 response 1: 4.3% 2026-06 response 2: 5.7% 2026-06 response 3: 7.1% 2026-06 response 4: 7.1% 2026-06 response 5: 15.0% 2026-06 response 6: 13.6% 2026-06 response 7: 17.1% 2026-06 response 8: 9.3% 2026-06 response 9: 3.6% 2026-06 response 10: 8.6% 2026-07 response 0: 8.3% 2026-07 response 1: 3.7% 2026-07 response 2: 6.4% 2026-07 response 3: 10.1% 2026-07 response 4: 3.7% 2026-07 response 5: 15.6% 2026-07 response 6: 14.7% 2026-07 response 7: 12.8% 2026-07 response 8: 11.0% 2026-07 response 9: 7.3% 2026-07 response 10: 6.4% 2026-08 response 0: 11.2% 2026-08 response 1: 4.5% 2026-08 response 2: 7.9% 2026-08 response 3: 4.5% 2026-08 response 4: 7.9% 2026-08 response 5: 12.4% 2026-08 response 6: 18.0% 2026-08 response 7: 5.6% 2026-08 response 8: 16.9% 2026-08 response 9: 5.6% 2026-08 response 10: 5.6% 2026-09 response 0: 15.0% 2026-09 response 1: 6.7% 2026-09 response 2: 8.3% 2026-09 response 3: 10.0% 2026-09 response 4: 5.0% 2026-09 response 5: 18.3% 2026-09 response 6: 16.7% 2026-09 response 7: 6.7% 2026-09 response 8: 8.3% 2026-09 response 9: 1.7% 2026-09 response 10: 3.3% 2026-10 response 0: 12.9% 2026-10 response 1: 4.8% 2026-10 response 2: 6.1% 2026-10 response 3: 9.5% 2026-10 response 4: 9.5% 2026-10 response 5: 14.3% 2026-10 response 6: 11.6% 2026-10 response 7: 11.6% 2026-10 response 8: 7.5% 2026-10 response 9: 6.8% 2026-10 response 10: 5.4% May 2026 Jun 2026 Jul 2026 Aug 2026 Sep 2026 Oct 2026 Observation month Percent of responses Monthly mean

Observed Trend

Observations suggest decreasing agreement over the observed period, from 2026-05-01 to 2026-10-27. The estimated change over that period is -0.857 points on a 0 to 10 scale. Regression results place a 95% confidence interval around that observed-period change of [-1.568, -0.147].
Regression table

The daily slope annualized over 365.25 days is -1.750 points per year, with a 95% confidence interval of [-3.199, -0.300]. 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 
-5.4809 -2.1599  0.2712  2.2448  5.3095 

Coefficients:
                  Estimate Std. Error t value Pr(>|t|)    
(Intercept)       5.514393   0.211287   26.10   <2e-16 ***
days_since_start -0.004790   0.002021   -2.37   0.0181 *  
---
Signif. codes:  0 ‘***’ 0.001 ‘**’ 0.01 ‘*’ 0.05 ‘.’ 0.1 ‘ ’ 1

Residual standard error: 2.896 on 665 degrees of freedom
Multiple R-squared:  0.008377,	Adjusted R-squared:  0.006886 
F-statistic: 5.618 on 1 and 665 DF,  p-value: 0.01806