Aon plc showed little relationship between MD&A tone and quarterly net income.
Does not remain notable after adjusting for hundreds of tests. Why?
The analysis measures a same-filing relationship, not a forecast. Limitations
Each dot represents one 10-Q filing. Points farther right have more positive MD&A tone. Points higher on the chart had stronger year-over-year net income growth, after extreme percent changes are capped. Upper-right and lower-left points indicate tone and earnings moving in the same direction. How to read this chart
Tone and earnings moved in the same direction in 9 of 13 comparable quarters.
9 / 13 direction agreement
How is agreement calculated?| Spearman ρ (exact) | -0.059 (p=0.840) |
|---|---|
| Pearson r | -0.413 (p=0.142) |
| 95% CI (Pearson) | [-0.77, 0.15] |
| FDR q | 0.396 |
| Sample size (n) | 14 · More established sample |
| Agreement | 9 / 13 (9 / 13) |
Secondary to net income because revenue concepts are less comparable across some industries.
Revenue comparison is not used for this industry because companies report revenue-like concepts differently.
Why?Annual samples are shorter and are not mixed into the default quarterly board.
Tone shown to three decimals so small nonzero values stay visible.
| Date | Form | Tone | Net income YoY | Revenue YoY |
|---|---|---|---|---|
| Jul 29, 2026 | 10-Q | +0.180 | -4.8% | n/a |
| May 1, 2026 | 10-Q | +0.125 | +25.6% | n/a |
| Oct 31, 2025 | 10-Q | +0.192 | +33.5% | n/a |
| Jul 25, 2025 | 10-Q | +0.235 | +10.5% | n/a |
| Apr 25, 2025 | 10-Q | +0.108 | -9.9% | n/a |
| Oct 25, 2024 | 10-Q | +0.105 | -24.8% | n/a |
| Jul 26, 2024 | 10-Q | +0.135 | -6.4% | n/a |
| Apr 26, 2024 | 10-Q | +0.091 | +2.0% | n/a |
| Oct 27, 2023 | 10-Q | +0.206 | +11.8% | n/a |
| Jul 28, 2023 | 10-Q | +0.158 | +11.8% | n/a |
| Apr 28, 2023 | 10-Q | +0.130 | +2.6% | n/a |
| Oct 28, 2022 | 10-Q | +0.041 | +145.3% | n/a |
| Jul 29, 2022 | 10-Q | +0.085 | +32.2% | n/a |
| Apr 29, 2022 | 10-Q | +0.133 | +12.0% | n/a |
| Oct 29, 2021 | 10-Q | +0.119 | n/a | n/a |
| Date | Form | Tone | Net income YoY | Revenue YoY |
|---|---|---|---|---|
| Feb 13, 2026 | 10-K | +0.068 | +39.2% | n/a |
| Feb 18, 2025 | 10-K | +0.095 | +3.5% | n/a |
| Feb 16, 2024 | 10-K | +0.080 | -1.0% | n/a |
| Feb 17, 2023 | 10-K | +0.109 | +106.3% | n/a |
| Feb 18, 2022 | 10-K | +0.050 | n/a | n/a |