Table 1. Likelihood of nepotism for discipline in Italy.
Disciplines in Italy | People | Last names | Expected | p-value | Given names | Expected | p-value |
Medical Sciences | 10946 | 7547 | 7874.4 | <.001 | 2030 | 2059.1 | 0.173 |
Law | 5124 | 4013 | 4192.7 | <.001 | 1208 | 1229.6 | 0.186 |
Industrial Engineering | 3172 | 2688 | 2752.7 | <.001 | 760 | 895.5 | <.001 |
Geography | 383 | 365 | 374.0 | 0.006 | 221 | 220.0 | 0.573 |
Agriculture | 2360 | 2070 | 2107.8 | 0.008 | 723 | 738.0 | 0.208 |
Education | 676 | 636 | 649.7 | 0.008 | 348 | 324.8 | 0.985 |
Chemistry | 3180 | 2717 | 2758.9 | 0.015 | 866 | 897.0 | 0.063 |
Mathematics | 2551 | 2227 | 2262.4 | 0.016 | 752 | 776.4 | 0.095 |
Civil Engineering | 3831 | 3209 | 3254.6 | 0.019 | 972 | 1013.9 | 0.025 |
Statistics | 1215 | 1123 | 1137.5 | 0.058 | 466 | 478.7 | 0.187 |
History | 1477 | 1350 | 1366.7 | 0.060 | 559 | 543.8 | 0.853 |
Earth Sciences | 1202 | 1112 | 1126.0 | 0.062 | 441 | 475.3 | 0.006 |
Philology | 1809 | 1636 | 1650.8 | 0.122 | 654 | 620.6 | 0.982 |
Political Sciences | 1794 | 1625 | 1638.0 | 0.152 | 646 | 617.2 | 0.966 |
Veterinary | 862 | 814 | 820.7 | 0.170 | 378 | 381.9 | 0.389 |
Informatics | 837 | 792 | 797.9 | 0.193 | 356 | 374.5 | 0.063 |
Life Sciences | 5212 | 4233 | 4254.5 | 0.216 | 1253 | 1244.0 | 0.657 |
Physics | 2499 | 2209 | 2220.4 | 0.243 | 698 | 766.2 | <.001 |
Economics | 3764 | 3193 | 3204.4 | 0.303 | 946 | 1002.2 | 0.004 |
Electronic Engineering | 2068 | 1862 | 1867.7 | 0.348 | 513 | 677.1 | <.001 |
Art History | 827 | 787 | 788.7 | 0.413 | 382 | 371.5 | 0.823 |
Archaeology | 714 | 685 | 684.9 | 0.535 | 357 | 336.9 | 0.968 |
Sports-Related Studies | 134 | 133 | 132.8 | 0.680 | 96 | 100.7 | 0.185 |
Near Eastern Studies | 315 | 310 | 308.9 | 0.729 | 205 | 191.6 | 0.967 |
Psychology | 1246 | 1171 | 1164.9 | 0.768 | 537 | 486.7 | >.999 |
Anthropology | 200 | 199 | 197.4 | 0.918 | 151 | 137.2 | 0.991 |
Linguistics | 2194 | 2017 | 1971.8 | 0.999 | 952 | 703.7 | >.999 |
Philosophy | 1138 | 1119 | 1069.2 | >.999 | 450 | 458.6 | 0.276 |
Results of the Monte Carlo simulation for each discipline (sector) from the Italian dataset of academics. The number of academics in the discipline (People), the number of distinct last and given names (Last names, Given names), the expected number of last and given names (Expected), and the associated p-value, measuring how probable it is to find an equal or lower number of names by chance, are reported. Significant p-values are in bold.