Ethos-1.4M Baseline Report • IPIP-NEO-120 Standard
Analyzing longitudinal psychological shifts pre-, during, and post-COVID across 1.41 million global respondents.
The 1.41 million respondent Ethos-1.4M Baseline dataset represents one of the largest continuous web assessments of human personality ever recorded using the 120-item IPIP-NEO psychometric standard. Spanning 13 years from 2011 through 2023, it offers an unprecedented lens into how population-level personality traits shifted before, during, and after the global COVID-19 pandemic.
| Year | Submissions (N) | Openness | Conscientiousness | Extraversion | Agreeableness | Neuroticism |
|---|---|---|---|---|---|---|
| 2011 | 19,511 | 81.68 | 89.34 | 82.5 | 88.99 | 66.45 |
| 2012 | 30,794 | 81.16 | 88.93 | 82.49 | 88.47 | 66.81 |
| 2013 | 31,533 | 81.12 | 89.02 | 82.45 | 88.76 | 66.86 |
| 2014 | 38,665 | 81.82 | 88.4 | 81.19 | 88.84 | 68.23 |
| 2015 | 75,920 | 83.7 | 86.48 | 78.18 | 87.47 | 70.14 |
| 2016 | 304,376 | 84.5 | 82.11 | 73.76 | 86.54 | 78.51 |
| 2017 | 149,790 | 84.04 | 86.12 | 77.95 | 87.99 | 71.6 |
| 2018 | 188,429 | 84.3 | 85.85 | 77.29 | 88 | 71.69 |
| 2019 | 131,893 | 83.23 | 86.91 | 78.43 | 88.96 | 71.24 |
| 2020 | 118,277 | 83.53 | 86.97 | 78.43 | 88.99 | 71.64 |
| 2021 | 116,487 | 83.15 | 87.12 | 78.19 | 89.03 | 71.81 |
| 2022 | 128,950 | 82.87 | 86.68 | 77.94 | 88.51 | 72.09 |
| 2023 | 75,927 | 82.85 | 86.92 | 77.48 | 88.32 | 72 |