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 7.46 on a scale of 0 (Disagree) to 10 (Agree). 120 responses have been collected (so far) from 2026-06-30 to 2026-09-09.

Descriptive Statistics

Mean7.46
Median8.00
Standard deviation2.05
N120
Standard error0.187

All-Time Distribution

Response 0: 1 Response 1: 0 Response 2: 3 Response 3: 0 Response 4: 3 Response 5: 15 Response 6: 15 Response 7: 14 Response 8: 28 Response 9: 20 Response 10: 21 0 1 2 3 4 5 6 7 8 9 10 0 28 Agreement (0 = maximum disagreement, 10 = maximum agreement) Count

Comparison to Other Items

Based on all-time mean agreement, this item ranks 30 out of 135 qualifying items and is at the 78.4 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: 5.9% 2026-09 response 5: 23.5% 2026-09 response 6: 5.9% 2026-09 response 7: 23.5% 2026-09 response 8: 11.8% 2026-09 response 9: 5.9% 2026-09 response 10: 23.5% 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 2026-09-09. The estimated change over that period is 0.222 points on a 0 to 10 scale. Regression results place a 95% confidence interval around that observed-period change of [-1.057, 1.501].
Regression table

The daily slope annualized over 365.25 days is 1.141 points per year, with a 95% confidence interval of [-5.437, 7.720]. 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 
-7.3585 -1.4273  0.5118  1.5555  2.6509 

Coefficients:
                 Estimate Std. Error t value Pr(>|t|)    
(Intercept)      7.346011   0.376807  19.495   <2e-16 ***
days_since_start 0.003125   0.009095   0.344    0.732    
---
Signif. codes:  0 ‘***’ 0.001 ‘**’ 0.01 ‘*’ 0.05 ‘.’ 0.1 ‘ ’ 1

Residual standard error: 2.053 on 118 degrees of freedom
Multiple R-squared:  0.0009995,	Adjusted R-squared:  -0.007467 
F-statistic: 0.1181 on 1 and 118 DF,  p-value: 0.7318