Adjustment of the protonorms to norms conversion

© 4 November 2024 Paul Cooijmans

The procedure

A sample of tests is selected by these criteria:

The combined score distribution thus obtained is meant to be representative for candidates on serious high-range intelligence tests that, each on their own, provide a fair indication of one's I.Q. A score distribution is derived, using all of the scores on the selected tests. "Proportions outscored" are computed for each protonorm, within-sex, to the number of decimals needed to retain the information of the distribution. Sex-combined proportions outscored are computed by taking for each protonorm the weighted mean of the female and male proportions outscored, weighted by the numbers of female and male candidates on this sample of tests. The male/female ratio here is 20, while on high-range tests in general it is closer to 11; this is because females avoid heterogeneous tests more than do males.

The Protonorms table shows the resulting norms. Below are the distributions.

Test-combined protonorm frequency table with proportions outscored for females

In parenthesis the proportion outscored value for scores above the present score but lower than the next-higher score in the table.

ScoreProp.# scores (* = 1 score)
1330.0042 (0.0084) *
1500.0126 (0.0168) *
1550.0210 (0.0252) *
1800.0294 (0.0336) *
2550.0378 (0.0420) *
2590.0462 (0.0504) *
2640.0546 (0.0588) *
2680.0630 (0.0672) *
2720.0714 (0.0756) *
2790.0798 (0.0840) *
2800.0882 (0.0924) *
2810.0966 (0.1008) *
2820.1134 (0.1261) ***
2830.1345 (0.1429) **
2840.1471 (0.1513) *
2850.1555 (0.1597) *
2940.1639 (0.1681) *
2980.1723 (0.1765) *
2990.1807 (0.1849) *
3000.1933 (0.2017) **
3010.2059 (0.2101) *
3020.2143 (0.2185) *
3030.2269 (0.2353) **
3040.2395 (0.2437) *
3060.2479 (0.2521) *
3070.2647 (0.2773) ***
3080.2983 (0.3193) *****
3090.3235 (0.3277) *
3100.3319 (0.3361) *
3160.3403 (0.3445) *
3180.3487 (0.3529) *
3310.3571 (0.3613) *
3330.3697 (0.3782) **
3350.3824 (0.3866) *
3400.3908 (0.3950) *
3490.4034 (0.4118) **
3600.4160 (0.4202) *
3610.4244 (0.4286) *
3620.4370 (0.4454) **
3640.4496 (0.4538) *
3670.4706 (0.4874) ****
3680.5000 (0.5126) ***
3720.5168 (0.5210) *
3750.5252 (0.5294) *
3760.5378 (0.5462) **
3790.5504 (0.5546) *
3810.5588 (0.5630) *
3860.5672 (0.5714) *
3870.5756 (0.5798) *
3890.5840 (0.5882) *
3900.5924 (0.5966) *
3930.6050 (0.6134) **
3950.6303 (0.6471) ****
3960.6513 (0.6555) *
3970.6597 (0.6639) *
4040.6723 (0.6807) **
4120.6849 (0.6891) *
4150.6933 (0.6975) *
4200.7017 (0.7059) *
4250.7143 (0.7227) **
4280.7269 (0.7311) *
4340.7353 (0.7395) *
4360.7437 (0.7479) *
4390.7521 (0.7563) *
4400.7605 (0.7647) *
4410.7689 (0.7731) *
4420.7815 (0.7899) **
4460.7983 (0.8067) **
4530.8109 (0.8151) *
4550.8193 (0.8235) *
4570.8319 (0.8403) **
4600.8445 (0.8487) *
4690.8529 (0.8571) *
4790.8613 (0.8655) *
4840.8697 (0.8739) *
4890.8782 (0.8824) *
4930.8866 (0.8908) *
4940.8950 (0.8992) *
4980.9076 (0.9160) **
5200.9202 (0.9244) *
5410.9286 (0.9328) *
5550.9370 (0.9412) *
5630.9454 (0.9496) *
5800.9538 (0.9580) *
5810.9622 (0.9664) *
5880.9706 (0.9748) *
5940.9790 (0.9832) *
6500.9874 (0.9916) *
6590.9958 (1.0000) *

n = 119

Test-combined protonorm frequency table with proportions outscored for males

In parenthesis the proportion outscored value for scores above the present score but lower than the next-higher score in the table.

ScoreProp.# scores (* = 1 score)
770.0002 (0.0004) *
1100.0006 (0.0008) *
1140.0010 (0.0012) *
1410.0015 (0.0017) *
1490.0019 (0.0021) *
1500.0027 (0.0033) ***
1510.0037 (0.0041) **
1530.0044 (0.0046) *
1550.0052 (0.0058) ***
1560.0060 (0.0062) *
1570.0066 (0.0070) **
1610.0073 (0.0075) *
1650.0077 (0.0079) *
1670.0081 (0.0083) *
1900.0087 (0.0091) **
1930.0100 (0.0108) ****
2100.0112 (0.0116) **
2110.0120 (0.0124) **
2150.0126 (0.0129) *
2190.0133 (0.0137) **
2200.0145 (0.0153) ****
2300.0155 (0.0158) *
2330.0170 (0.0182) ******
2340.0184 (0.0187) *
2390.0189 (0.0191) *
2450.0193 (0.0195) *
2480.0197 (0.0199) *
2520.0201 (0.0203) *
2540.0205 (0.0207) *
2550.0214 (0.0220) ***
2570.0222 (0.0224) *
2590.0228 (0.0232) **
2600.0234 (0.0236) *
2610.0253 (0.0269) ********
2620.0272 (0.0274) *
2630.0280 (0.0286) ***
2640.0288 (0.0290) *
2650.0292 (0.0294) *
2660.0296 (0.0299) *
2680.0309 (0.0319) *****
2690.0323 (0.0328) **
2700.0330 (0.0332) *
2710.0334 (0.0336) *
2720.0344 (0.0352) ****
2730.0354 (0.0357) *
2750.0367 (0.0377) *****
2760.0379 (0.0381) *
2780.0404 (0.0427) ***********
2790.0431 (0.0435) **
2800.0462 (0.0489) *************
2810.0493 (0.0498) **
2820.0516 (0.0535) *********
2830.0560 (0.0585) ************
2850.0595 (0.0605) *****
2860.0614 (0.0622) ****
2870.0624 (0.0626) *
2900.0628 (0.0630) *
2920.0634 (0.0638) **
2930.0645 (0.0651) ***
2940.0653 (0.0655) *
2950.0659 (0.0663) **
2960.0667 (0.0672) **
2970.0682 (0.0692) *****
2980.0697 (0.0701) **
2990.0715 (0.0730) *******
3000.0755 (0.0779) ************
3020.0788 (0.0796) ****
3030.0802 (0.0808) ***
3050.0815 (0.0821) ***
3060.0825 (0.0829) **
3070.0856 (0.0883) *************
3080.0929 (0.0974) **********************
3090.1001 (0.1028) *************
3100.1034 (0.1041) ***
3110.1045 (0.1049) **
3120.1053 (0.1057) **
3140.1063 (0.1070) ***
3150.1113 (0.1157) *********************
3160.1177 (0.1198) **********
3170.1209 (0.1219) *****
3180.1225 (0.1231) ***
3190.1233 (0.1235) *
3200.1242 (0.1248) ***
3230.1254 (0.1260) ***
3250.1265 (0.1269) **
3260.1281 (0.1294) ******
3270.1304 (0.1314) *****
3300.1318 (0.1323) **
3310.1333 (0.1343) *****
3320.1350 (0.1356) ***
3330.1389 (0.1422) ****************
3350.1439 (0.1455) ********
3360.1466 (0.1476) *****
3370.1495 (0.1513) *********
3380.1519 (0.1526) ***
3390.1551 (0.1575) ************
3400.1615 (0.1654) *******************
3410.1675 (0.1696) **********
3420.1708 (0.1721) ******
3440.1723 (0.1725) *
3450.1733 (0.1741) ****
3460.1768 (0.1795) *************
3470.1806 (0.1816) *****
3480.1828 (0.1841) ******
3490.1886 (0.1932) **********************
3500.1992 (0.2052) *****************************
3510.2056 (0.2061) **
3530.2077 (0.2094) ********
3540.2110 (0.2127) ********
3550.2150 (0.2172) ***********
3560.2177 (0.2181) **
3570.2191 (0.2201) *****
3580.2208 (0.2214) ***
3590.2231 (0.2247) ********
3600.2272 (0.2297) ************
3610.2309 (0.2322) ******
3620.2355 (0.2388) ****************
3630.2398 (0.2409) *****
3640.2432 (0.2454) ***********
3650.2479 (0.2504) ************
3660.2533 (0.2562) **************
3670.2653 (0.2745) ********************************************
3680.2811 (0.2877) ********************************
3690.2919 (0.2960) ********************
3700.2981 (0.3002) **********
3710.3027 (0.3051) ************
3720.3068 (0.3085) ********
3730.3093 (0.3101) ****
3740.3126 (0.3151) ************
3750.3157 (0.3163) ***
3760.3215 (0.3267) *************************
3770.3288 (0.3308) **********
3780.3360 (0.3412) *************************
3790.3470 (0.3528) ****************************
3800.3543 (0.3557) *******
3810.3597 (0.3636) *******************
3820.3659 (0.3682) ***********
3830.3702 (0.3723) **********
3840.3731 (0.3740) ****
3850.3762 (0.3785) ***********
3860.3835 (0.3885) ************************
3870.3951 (0.4017) ********************************
3880.4034 (0.4051) ********
3890.4086 (0.4121) *****************
3900.4163 (0.4204) ********************
3910.4208 (0.4212) **
3920.4231 (0.4250) *********
3930.4310 (0.4370) *****************************
3940.4411 (0.4453) ********************
3950.4552 (0.4652) ************************************************
3960.4672 (0.4693) **********
3970.4699 (0.4706) ***
3980.4753 (0.4801) ***********************
3990.4803 (0.4805) *
4000.4816 (0.4826) *****
4010.4845 (0.4863) *********
4020.4888 (0.4913) ************
4030.4936 (0.4959) ***********
4040.4967 (0.4975) ****
4050.4985 (0.4996) *****
4060.5029 (0.5062) ****************
4070.5073 (0.5083) *****
4080.5145 (0.5207) ******************************
4090.5214 (0.5220) ***
4100.5263 (0.5307) *********************
4110.5315 (0.5323) ****
4120.5371 (0.5419) ***********************
4130.5477 (0.5535) ****************************
4140.5553 (0.5572) *********
4150.5641 (0.5709) *********************************
4160.5715 (0.5721) ***
4170.5730 (0.5738) ****
4180.5750 (0.5763) ******
4190.5771 (0.5779) ****
4200.5840 (0.5900) *****************************
4210.5906 (0.5912) ***
4220.5927 (0.5941) *******
4230.5960 (0.5978) *********
4250.5993 (0.6007) *******
4260.6012 (0.6016) **
4270.6068 (0.6119) *************************
4280.6148 (0.6177) **************
4290.6190 (0.6202) ******
4300.6256 (0.6310) **************************
4310.6316 (0.6323) ***
4320.6335 (0.6347) ******
4330.6420 (0.6493) ***********************************
4340.6503 (0.6513) *****
4350.6519 (0.6526) ***
4360.6532 (0.6538) ***
4370.6551 (0.6563) ******
4390.6588 (0.6613) ************
4400.6658 (0.6704) **********************
4410.6708 (0.6712) **
4420.6737 (0.6762) ************
4430.6810 (0.6857) ***********************
4440.6859 (0.6862) *
4450.6870 (0.6878) ****
4460.6888 (0.6899) *****
4470.6953 (0.7007) **************************
4480.7025 (0.7044) *********
4490.7100 (0.7156) ***************************
4500.7166 (0.7177) *****
4510.7214 (0.7251) ******************
4520.7253 (0.7255) *
4530.7276 (0.7297) **********
4540.7320 (0.7342) ***********
4550.7351 (0.7359) ****
4560.7361 (0.7363) *
4570.7371 (0.7380) ****
4580.7398 (0.7417) *********
4590.7427 (0.7438) *****
4600.7467 (0.7496) **************
4610.7512 (0.7529) ********
4620.7539 (0.7550) *****
4630.7560 (0.7570) *****
4640.7616 (0.7662) **********************
4650.7687 (0.7711) ************
4660.7716 (0.7720) **
4670.7734 (0.7749) *******
4680.7757 (0.7765) ****
4690.7772 (0.7778) ***
4700.7780 (0.7782) *
4710.7786 (0.7790) **
4720.7792 (0.7794) *
4730.7796 (0.7799) *
4740.7809 (0.7819) *****
4760.7840 (0.7861) **********
4770.7883 (0.7906) ***********
4780.7908 (0.7910) *
4790.7923 (0.7935) ******
4800.7954 (0.7973) *********
4810.7977 (0.7981) **
4820.8041 (0.8101) *****************************
4830.8103 (0.8105) *
4850.8122 (0.8138) ********
4860.8151 (0.8163) ******
4870.8167 (0.8172) **
4880.8174 (0.8176) *
4890.8194 (0.8213) *********
4900.8223 (0.8234) *****
4920.8252 (0.8271) *********
4930.8284 (0.8296) ******
4940.8300 (0.8304) **
4950.8308 (0.8313) **
4960.8329 (0.8346) ********
4970.8379 (0.8412) ****************
4980.8443 (0.8474) ***************
4990.8481 (0.8487) ***
5000.8493 (0.8499) ***
5020.8512 (0.8524) ******
5040.8528 (0.8532) **
5050.8545 (0.8557) ******
5070.8561 (0.8566) **
5080.8576 (0.8586) *****
5090.8595 (0.8603) ****
5100.8613 (0.8624) *****
5120.8634 (0.8644) *****
5140.8653 (0.8661) ****
5160.8667 (0.8673) ***
5170.8688 (0.8702) *******
5180.8727 (0.8752) ************
5190.8754 (0.8756) *
5200.8794 (0.8831) ******************
5220.8845 (0.8860) *******
5230.8862 (0.8864) *
5260.8872 (0.8881) ****
5270.8883 (0.8885) *
5280.8887 (0.8889) *
5290.8895 (0.8901) ***
5320.8908 (0.8914) ***
5330.8922 (0.8930) ****
5340.8943 (0.8955) ******
5350.8957 (0.8959) *
5360.8961 (0.8964) *
5380.8966 (0.8968) *
5400.8995 (0.9022) *************
5410.9046 (0.9071) ************
5420.9080 (0.9088) ****
5440.9092 (0.9096) **
5460.9100 (0.9104) **
5470.9125 (0.9146) **********
5490.9148 (0.9150) *
5500.9152 (0.9154) *
5520.9158 (0.9163) **
5530.9167 (0.9171) **
5550.9175 (0.9179) **
5570.9187 (0.9196) ****
5580.9198 (0.9200) *
5590.9204 (0.9208) **
5600.9229 (0.9250) **********
5610.9252 (0.9254) *
5620.9256 (0.9258) *
5630.9262 (0.9266) **
5640.9268 (0.9270) *
5660.9272 (0.9274) *
5670.9277 (0.9279) *
5680.9281 (0.9283) *
5690.9285 (0.9287) *
5700.9291 (0.9295) **
5710.9297 (0.9299) *
5730.9301 (0.9303) *
5740.9306 (0.9308) *
5770.9310 (0.9312) *
5780.9314 (0.9316) *
5790.9320 (0.9324) **
5800.9335 (0.9345) *****
5810.9349 (0.9353) **
5830.9355 (0.9357) *
5850.9384 (0.9411) *************
5880.9424 (0.9436) ******
5900.9451 (0.9465) *******
5940.9471 (0.9478) ***
5950.9492 (0.9507) *******
5960.9513 (0.9519) ***
5970.9521 (0.9523) *
5980.9525 (0.9527) *
5990.9529 (0.9532) *
6000.9538 (0.9544) ***
6010.9546 (0.9548) *
6020.9554 (0.9561) ***
6030.9567 (0.9573) ***
6050.9575 (0.9577) *
6060.9587 (0.9598) *****
6070.9602 (0.9606) **
6100.9612 (0.9619) ***
6120.9621 (0.9623) *
6140.9629 (0.9635) ***
6150.9637 (0.9639) *
6160.9646 (0.9652) ***
6190.9654 (0.9656) *
6200.9658 (0.9660) *
6210.9666 (0.9672) ***
6220.9679 (0.9685) ***
6230.9687 (0.9689) *
6240.9691 (0.9693) *
6250.9697 (0.9701) **
6280.9708 (0.9714) ***
6300.9718 (0.9722) **
6310.9726 (0.9731) **
6330.9735 (0.9739) **
6400.9747 (0.9755) ****
6410.9760 (0.9764) **
6450.9766 (0.9768) *
6460.9770 (0.9772) *
6470.9774 (0.9776) *
6500.9784 (0.9793) ****
6510.9795 (0.9797) *
6520.9799 (0.9801) *
6530.9809 (0.9818) ****
6550.9826 (0.9834) ****
6560.9836 (0.9838) *
6570.9842 (0.9847) **
6580.9851 (0.9855) **
6590.9859 (0.9863) **
6600.9865 (0.9867) *
6620.9869 (0.9871) *
6630.9874 (0.9876) *
6650.9882 (0.9888) ***
6680.9896 (0.9905) ****
6700.9907 (0.9909) *
6710.9917 (0.9925) ****
6770.9927 (0.9930) *
6810.9936 (0.9942) ***
6860.9944 (0.9946) *
6870.9950 (0.9954) **
6880.9956 (0.9959) *
6910.9961 (0.9963) *
6970.9965 (0.9967) *
7050.9969 (0.9971) *
7100.9973 (0.9975) *
7300.9983 (0.9992) ****
7530.9994 (0.9996) *
7710.9998 (1.0000) *

n = 2412

Tests used

  1. Test of the Beheaded Man
  2. Cooijmans Intelligence Test - Form 3
  3. A Paranoiac's Torture: Intelligence Test Utilizing Diabolic Exactitude
  4. Cooijmans On-Line Test - Two-barrelled version
  5. Laaglandse Aanlegtest - Herziening 2016
  6. The Nemesis Test
  7. De Golfstroomtest - Herziening 2019
  8. The Sargasso Test
  9. Only idiots
  10. Reflections In Peroxide
  11. Problems In Gentle Slopes of the third degree
  12. Random Feickery (Brandon Feick)
  13. Combined Numerical and Spatial sections of Test For Genius - Revision 2010
  14. Reason Behind Multiple-Choice - Revision 2008
  15. The Marathon Test
  16. Test For Genius - Revision 2010
  17. Associative LIMIT
  18. Numerical and spatial sections of The Marathon Test
  19. Labyrinthine LIMIT
  20. Psychometrically Activated Grids Acerbate Neuroticism
  21. Narcissus' last stand
  22. The Gate
  23. Problems In Gentle Slopes of the second degree
  24. Cooijmans Intelligence Test - Form 4
  25. The Alchemist Test (Anas El Husseini)
  26. The Bonsai Test - Revision 2016
  27. Cooijmans Intelligence Test 5
  28. Test For Genius - Revision 2016
  29. Combined Numerical and Spatial sections of Test For Genius - Revision 2016
  30. The Piper's Test
  31. Dicing with death
  32. De Laatste Test - Herziening 2019
  33. Divine Psychometry (Matthew Scillitani)
  34. A Relaxing Test (David Miller)
  35. Cartoons of Shock
  36. Female Intelligence Test
  37. Low Countries Aptitude Test
  38. Problems In Gentle Slopes of the first degree
  39. The Hammer Of Test-Hungry
  40. Test of Shock and Awe
  41. Short Test For Genius
  42. Reason Behind Multiple-Choice
  43. Long Test For Genius
  44. Long Test For Genius (French)
  45. Long Test For Genius (Netherlandic)
  46. Test For Genius - Revision 2004
  47. Cooijmans On-Line Test
  48. Bonsai Test
  49. Cooijmans Intelligence Test - Form 1
  50. Cooijmans Intelligence Test - Form 2
  51. Giga Test
  52. Grail Test
  53. The Hammer Of Test-Hungry - Revision 2013
  54. The Smell Test
  55. Gliaweb Recycled Intelligence Test
  56. The Marathon Test - Revision 2024