outliers
Statistical Outliers
Profiles that sit oddly on the ladder: young accounts at a high rating, high ratings on few duels, extreme average scores, near-perfect win rates.
baseline sanction rate
4.1%
1,767 of 43,182 players on the ladder
signals
4
each measured independently
flagged
339
at most 40 players listed per signal
young account, high rating
Accounts under a year old rated 1200 or above. A talented newcomer lands here too — the numbers cannot tell them apart.
107 players · 22 of them already sanctioned by GeoGuessr (20.6%). The 40 most extreme are listed below. That is 5.0× the baseline rate.
| player | rating | account age | duels | win rate | avg score |
|---|---|---|---|---|---|
| 1,906 | 37 days | 163 | 93.3% | 17,999 | |
| 1,402 | 37 days | 71 | 87.3% | 17,437 | |
| 1,237 | 38 days | 252 | 97.2% | 13,882 | |
| 1,329 | 40 days | 74 | 81.1% | 16,489 | |
| 1,875 | 46 days | 94 | 98.9% | — | |
| 1,230 | 49 days | 136 | 98.5% | 9,528 | |
| 1,581 | 50 days | 77 | 94.8% | 18,526 | |
| 1,404 | 61 days | 220 | 78.2% | 12,819 | |
| 1,239 | 66 days | 191 | 94.2% | 16,324 | |
| 1,376 | 70 days | 316 | 84.8% | 20,862 | |
| 1,809 | 74 days | 344 | 99.1% | 18,056 | |
| 1,260 | 79 days | 155 | 89.7% | 16,139 | |
| 1,460 | 80 days | 627 | 73.4% | 17,416 | |
| 1,430 | 82 days | 353 | 72.0% | 16,356 | |
| 1,356 | 83 days | 415 | 94.7% | 16,720 | |
| 1,624 | 85 days | 72 | 94.4% | 18,101 | |
| 1,649 | 86 days | 506 | 95.7% | 21,541 | |
| 1,389 | 89 days | 248 | 96.8% | 15,972 | |
| 1,700 | 90 days | 112 | 91.1% | 17,736 | |
| 1,373 | 91 days | 299 | 91.6% | 14,210 | |
| 1,224 | 93 days | 351 | 79.2% | 16,339 | |
| 1,209 | 94 days | 184 | 88.6% | 17,531 | |
| 1,280 | 95 days | 423 | 92.9% | 22,569 | |
| 1,286 | 103 days | 134 | 97.0% | 17,818 | |
| 1,314 | 116 days | 371 | 72.5% | 13,641 | |
| 1,201 | 123 days | 56 | 94.6% | 18,461 | |
| 1,306 | 124 days | 182 | 90.7% | 21,572 | |
| 1,277 | 129 days | 145 | 80.7% | 15,793 | |
| 1,229 | 132 days | 94 | 100.0% | 13,970 | |
| 1,431 | 137 days | 419 | 72.8% | 16,871 | |
| 1,200 | 141 days | 329 | 82.7% | 20,997 | |
| 1,452 | 144 days | 220 | 78.6% | 14,241 | |
| 1,221 | 147 days | 376 | 86.2% | 20,598 | |
| 1,223 | 152 days | 155 | 91.6% | 9,474 | |
| 1,716 | 155 days | 765 | 72.7% | — | |
| 1,253 | 160 days | 996 | 63.2% | 13,022 | |
| 1,368 | 161 days | 414 | 79.5% | 20,331 | |
| 1,387 | 161 days | 507 | 76.5% | 12,351 | |
| 1,242 | 164 days | 385 | 81.8% | 14,319 | |
| 1,482 | 167 days | 440 | 85.7% | 15,897 |
high rating, few duels
Rated 1200+ on fewer than 200 duels. The smallest group, because rating normally accrues with volume.
45 players · 7 of them already sanctioned by GeoGuessr (15.6%). The 40 most extreme are listed below. That is 3.8× the baseline rate.
| player | rating | account age | duels | win rate | avg score |
|---|---|---|---|---|---|
| 1,233 | Oct 2023 | 24 | 100.0% | 15,222 | |
| 1,210 | Jan 2025 | 46 | 97.8% | 19,928 | |
| 1,201 | 123 days | 56 | 94.6% | 18,461 | |
| 1,402 | 37 days | 71 | 87.3% | 17,437 | |
| 1,624 | 85 days | 72 | 94.4% | 18,101 | |
| 1,282 | 233 days | 73 | 100.0% | 16,273 | |
| 1,329 | 40 days | 74 | 81.1% | 16,489 | |
| 1,581 | 50 days | 77 | 94.8% | 18,526 | |
| 1,229 | 132 days | 94 | 100.0% | 13,970 | |
| 1,875 | 46 days | 94 | 98.9% | — | |
| 1,700 | 90 days | 112 | 91.1% | 17,736 | |
| 1,425 | Sep 2025 | 113 | 98.2% | 16,862 | |
| 1,509 | 342 days | 115 | 94.8% | 22,201 | |
| 1,227 | Jul 2024 | 117 | 76.9% | 11,112 | |
| 1,304 | Oct 2022 | 124 | 88.7% | 13,555 | |
| 1,303 | Apr 2025 | 126 | 94.4% | 14,418 | |
| 1,366 | Jan 2021 | 130 | 97.7% | 14,262 | |
| 1,286 | 103 days | 134 | 97.0% | 17,818 | |
| 1,230 | 49 days | 136 | 98.5% | 9,528 | |
| 1,372 | 185 days | 145 | 100.0% | 22,181 | |
| 1,277 | 129 days | 145 | 80.7% | 15,793 | |
| 1,648 | 275 days | 149 | 91.9% | 22,897 | |
| 1,358 | May 2023 | 149 | 88.6% | 19,765 | |
| 1,272 | Jun 2023 | 152 | 66.4% | 15,997 | |
| 1,223 | 152 days | 155 | 91.6% | 9,474 | |
| 1,260 | 79 days | 155 | 89.7% | 16,139 | |
| 1,221 | Mar 2025 | 157 | 95.5% | 16,822 | |
| 1,214 | 183 days | 161 | 89.4% | 17,470 | |
| 1,906 | 37 days | 163 | 93.3% | 17,999 | |
| 1,297 | 319 days | 172 | 67.4% | 16,707 | |
| 1,317 | Mar 2022 | 174 | 88.5% | 12,936 | |
| 1,308 | Jan 2023 | 181 | 99.4% | 21,193 | |
| 1,306 | 124 days | 182 | 90.7% | 21,572 | |
| 1,212 | 196 days | 183 | 96.7% | 24,785 | |
| 1,209 | 94 days | 184 | 88.6% | 17,531 | |
| 1,737 | 199 days | 185 | 94.1% | 20,674 | |
| 1,244 | Mar 2020 | 187 | 99.5% | 18,867 | |
| 1,239 | 66 days | 191 | 94.2% | 16,324 | |
| 1,496 | 194 days | 191 | 57.6% | 19,067 | |
| 1,234 | Oct 2022 | 193 | 97.9% | 21,506 |
extreme average game score
An average above 24,000 over 100+ games. A five-round game caps at 25,000.
12 players · 2 of them already sanctioned by GeoGuessr (16.7%). That is 4.1× the baseline rate.
| player | rating | account age | duels | win rate | avg score |
|---|---|---|---|---|---|
| 1,043 | 174 days | 156 | 95.5% | 24,999 | |
| 662 | 293 days | 70 | 50.0% | 24,822 | |
| 468 | Jun 2017 | 107 | 60.7% | 24,710 | |
| 679 | Feb 2021 | 352 | 63.4% | 24,632 | |
| 1,151 | 218 days | 499 | 63.5% | 24,588 | |
| 539 | May 2022 | 325 | 59.7% | 24,498 | |
| 569 | Aug 2025 | 606 | 51.5% | 24,326 | |
| 993 | Feb 2025 | 253 | 77.5% | 24,292 | |
| 468 | Jul 2023 | 503 | 47.9% | 24,147 | |
| 615 | May 2021 | 1,970 | 66.3% | 24,139 | |
| 651 | Feb 2020 | 83 | 78.3% | 24,053 | |
| 352 | Sep 2022 | 301 | 36.2% | 24,037 |
near-perfect win rate
A 90%+ win rate over 100+ duels. Rare even at the very top.
175 players · 17 of them already sanctioned by GeoGuessr (9.7%). The 40 most extreme are listed below. That is 2.4× the baseline rate.
| player | rating | account age | duels | win rate | avg score |
|---|---|---|---|---|---|
| 1,372 | 185 days | 145 | 100.0% | 22,181 | |
| 1,170 | 283 days | 135 | 100.0% | 23,306 | |
| 1,015 | Jan 2025 | 193 | 99.5% | 17,294 | |
| 1,244 | Mar 2020 | 187 | 99.5% | 18,867 | |
| 1,308 | Jan 2023 | 181 | 99.4% | 21,193 | |
| 1,014 | 21 days | 137 | 99.3% | 16,828 | |
| 1,809 | 74 days | 344 | 99.1% | 18,056 | |
| 990 | 337 days | 163 | 98.8% | 21,313 | |
| 1,185 | Feb 2025 | 148 | 98.6% | — | |
| 1,230 | 49 days | 136 | 98.5% | 9,528 | |
| 1,156 | Jun 2021 | 192 | 98.4% | — | |
| 1,096 | 117 days | 123 | 98.4% | 19,159 | |
| 1,096 | 21 days | 119 | 98.3% | — | |
| 1,305 | Aug 2025 | 713 | 98.3% | 20,230 | |
| 1,170 | 27 days | 114 | 98.2% | 11,774 | |
| 1,425 | Sep 2025 | 113 | 98.2% | 16,862 | |
| 1,045 | 41 days | 113 | 98.2% | — | |
| K | 1,089 | 57 days | 166 | 98.2% | 25,000 |
| 1,129 | 35 days | 107 | 98.1% | — | |
| 1,028 | Jan 2025 | 107 | 98.1% | — | |
| 1,032 | 164 days | 104 | 98.1% | — | |
| 1,032 | 248 days | 152 | 98.0% | 15,020 | |
| 1,234 | Oct 2022 | 193 | 97.9% | 21,506 | |
| 1,366 | Jan 2021 | 130 | 97.7% | 14,262 | |
| 1,015 | 74 days | 1,152 | 97.7% | 21,276 | |
| 765 | 151 days | 121 | 97.5% | 22,507 | |
| 1,173 | Mar 2023 | 160 | 97.5% | 13,059 | |
| 671 | Jun 2025 | 298 | 97.3% | 16,116 | |
| 1,237 | 38 days | 252 | 97.2% | 13,882 | |
| 743 | Oct 2025 | 107 | 97.2% | 14,599 | |
| 922 | Dec 2024 | 137 | 97.1% | 20,452 | |
| 1,286 | 103 days | 134 | 97.0% | 17,818 | |
| 1,196 | 33 days | 583 | 96.9% | 21,343 | |
| 782 | 149 days | 126 | 96.8% | 18,655 | |
| 1,389 | 89 days | 248 | 96.8% | 15,972 | |
| 1,212 | 196 days | 183 | 96.7% | 24,785 | |
| 1,120 | 45 days | 122 | 96.7% | 14,073 | |
| 1,130 | Aug 2024 | 334 | 96.7% | — | |
| 1,143 | Apr 2025 | 115 | 96.5% | 18,590 | |
| 937 | 170 days | 225 | 96.4% | 19,902 |
Thresholds were chosen off the distribution: small enough that each group stays readable, wide enough that it clears the baseline by a real margin. A signal running at a multiple of the baseline says something about the group as a whole — it says nothing about any individual in it. The data comes from daily crawls, and an account's standing may have changed since it was read.