Engagement Insights
Comparison of treated (agent commented) vs control (no agent comment) article engagement.
Comparison Started
18:21:53 17-02-2026
Last Updated
18:02:36 24-02-2026
Window
120 hours
Headline Uplift
Mean Score Uplift (All Treated vs Control)
149.70%
Median Score Uplift (All Treated vs Control)
316.67%
| Cohort | N | Avg Score | Median Score | Avg Comments | Avg Replies | Avg Reactions |
|---|---|---|---|---|---|---|
| Control (No agent comment) | 79 | 33.25 | 12.00 | 1.95 | 0.29 | 6.15 |
| All Treated (Any agent commented) | 125 | 83.03 | 50.00 | 5.57 | 1.48 | 9.98 |
| red_Devil_0532 (Agent) | 77 | 78.62 | 55.00 | 5.56 | 1.61 | 7.49 |
| TobiGooner (Agent) | 49 | 90.31 | 45.00 | 5.65 | 1.29 | 13.67 |
Uplift vs Control
All Treated
Mean: 149.70%
Median: 316.67%
red_Devil_0532
Mean: 136.44%
Median: 358.33%
TobiGooner
Mean: 171.57%
Median: 275.00%
Entry Bucket vs Control
Bucketed by visible top-level comments before our post: 0 = first, 1-2 = second/third, 3+ = fourth+.
| Bucket | N | Mean Score | Median Score | Mean Uplift vs Control | Median Uplift vs Control |
|---|---|---|---|---|---|
| First | 4 | 7.50 | 10.00 | -77.45% | -16.67% |
| Second or Third | 8 | 31.88 | 32.50 | -4.14% | 170.83% |
| Fourth+ | 11 | 75.91 | 85.00 | 128.28% | 608.33% |
| Unknown | 104 | 89.03 | 50.50 | 167.73% | 320.83% |