Ryerson Project Ryerson Project

Ryerson Project Item 117

I believe people should be more willing to change their minds.

American adults' average (mean) response was 7.48 on a scale of 0 (Disagree) to 10 (Agree). 130 responses have been collected (so far) from 2026-06-30 to 2026-09-15.

Descriptive Statistics

Mean7.48
Median8.00
Standard deviation2.00
N130
Standard error0.175

All-Time Distribution

Response 0: 1 Response 1: 0 Response 2: 3 Response 3: 0 Response 4: 3 Response 5: 15 Response 6: 17 Response 7: 16 Response 8: 32 Response 9: 20 Response 10: 23 0 1 2 3 4 5 6 7 8 9 10 0 32 Agreement (0 = maximum disagreement, 10 = maximum agreement) Count

Comparison to Other Items

Based on all-time mean agreement, this item ranks 29 out of 135 qualifying items and is at the 79.1 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 2026-06 response 0: 0.0% 2026-06 response 1: 0.0% 2026-06 response 2: 0.0% 2026-06 response 3: 0.0% 2026-06 response 4: 0.0% 2026-06 response 5: 0.0% 2026-06 response 6: 66.7% 2026-06 response 7: 0.0% 2026-06 response 8: 33.3% 2026-06 response 9: 0.0% 2026-06 response 10: 0.0% 2026-07 response 0: 2.0% 2026-07 response 1: 0.0% 2026-07 response 2: 4.1% 2026-07 response 3: 0.0% 2026-07 response 4: 2.0% 2026-07 response 5: 10.2% 2026-07 response 6: 16.3% 2026-07 response 7: 10.2% 2026-07 response 8: 18.4% 2026-07 response 9: 18.4% 2026-07 response 10: 18.4% 2026-08 response 0: 0.0% 2026-08 response 1: 0.0% 2026-08 response 2: 2.0% 2026-08 response 3: 0.0% 2026-08 response 4: 2.0% 2026-08 response 5: 11.8% 2026-08 response 6: 7.8% 2026-08 response 7: 9.8% 2026-08 response 8: 31.4% 2026-08 response 9: 19.6% 2026-08 response 10: 15.7% 2026-09 response 0: 0.0% 2026-09 response 1: 0.0% 2026-09 response 2: 0.0% 2026-09 response 3: 0.0% 2026-09 response 4: 3.7% 2026-09 response 5: 14.8% 2026-09 response 6: 11.1% 2026-09 response 7: 22.2% 2026-09 response 8: 22.2% 2026-09 response 9: 3.7% 2026-09 response 10: 22.2% Jun 2026 Jul 2026 Aug 2026 Sep 2026 Observation month Percent of responses Monthly mean

Observed Trend

Observations suggest unchanging agreement over the observed period, from 2026-06-30 to 2026-09-15. The estimated change over that period is 0.334 points on a 0 to 10 scale. Regression results place a 95% confidence interval around that observed-period change of [-0.862, 1.530].
Regression table

The daily slope annualized over 365.25 days is 1.585 points per year, with a 95% confidence interval of [-4.088, 7.257]. 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 
-7.3329 -1.4229  0.4654  1.5348  2.6801 

Coefficients:
                 Estimate Std. Error t value Pr(>|t|)    
(Intercept)      7.315515   0.352934  20.728   <2e-16 ***
days_since_start 0.004338   0.007849   0.553    0.581    
---
Signif. codes:  0 ‘***’ 0.001 ‘**’ 0.01 ‘*’ 0.05 ‘.’ 0.1 ‘ ’ 1

Residual standard error: 2.006 on 128 degrees of freedom
Multiple R-squared:  0.002381,	Adjusted R-squared:  -0.005413 
F-statistic: 0.3055 on 1 and 128 DF,  p-value: 0.5814