Polymath Home Page

Langdon Adult Intelligence Test

STATISTICAL REPORT

LAIT NORMING #2, 7/15/79
Copyright © 1979 by Kevin Langdon
Permission to republish granted to Darryl Miyaguchi

 

Introduction by Kevin Langdon (August 22, 2000):

    The second norming of the LAIT was done with what I now regard as very crude statistical methods.  Working with data far from the general-population mean, there were many outlying points, both super-high scores and scores from outside the main, self-selected population taking the test.  I made some assumptions that enabled me to do a reasonably accurate fit of scores on the LAIT to self-reported scores on various tests previously taken.  Later, I realized that the effect of outliers became negligible if I simply equated the means and average deviations (rather than standard deviations) of the two distributions.  I have made a number of other refinements to my norming methods as well.  A new norming study on the LAIT will be released shortly.

 

    This report provides an overview of the norming of the Langdon Adult Intelligence Test completed in July 1979, including 553 testees.  Only a handful of the earliest responses to the test's appearance in the April 1979 issue of Omni are included.  A further norming will be completed after the bulk of the Omni response has been analyzed.

    The norming sample included 207 persons tested on Form A and 346 tested on Form B.  Form A was an early version of the test, now out of print, differing from Form B only in a few items.  Thus, one form cannot be used to obtain an independent measure of intelligence for an individual tested using the other.

    Raw scores of all testees were computed using the appropriate formula for form A or Form B.  Additionally, a score for items unchanged between the two forms, and scores for each of two matched sets of items containing one half of the items on each part of the test, were computed for each testee.

    Correlations between halves of a test (split-test correlations) are generally lower than those which would be obtained if the tests were full length because any chance variation is a larger percentage of the half test.  To compensate for this effect, it is usual to apply the formula formula 1 where r1 is the uncorrected correlation coefficient and r2 is the corrected correlation.  For Form A of the LAIT r1 = .822 and r2 = .902 and for Form B r1 = .815 and r2 = .898.

    Scores on other tests reported by testees were entered into the computer with other data from the answer sheets and paired with LAIT scores.  A table of LAIT-previous score pairs for LAIT total score and each subscore was constructed for each test which was used in the norming (see Table 1) and arranged in LAIT score order (lowest to highest).

MEANS AND STANDARD DEVIATIONS OF
TESTS USED IN NORMING THE LAIT

Test   Test  
  Code  
  Mean     Standard  
  Deviation  
Stanford-Binet S 100    15.80  
Terman Concept Mastery T 67    29.00  
Army General Classification Test A 100    20.00  
California Test of Mental Maturity C 100    16.00  
Miller Analogies M 10    28.00  
Wechsler Adult Intelligence Scale W 100    15.00  
Scholastic Aptitude Test (Total) X 765    255.00  
Graduate Record Exam (Total) G 715    255.00  
Cattell Verbal V 100    23.65  
Harding Skyscraper H 100    16.00  
W87 8 100    16.00  
Bloom Analogies Test B 0    7.75  
Cattell Culture Fair F 100    16.00  
Eysenck E 100    15.00  
RAM R 23    3.00  
ACT 7 23    3.00  
       

Table 1

 

CORRELATIONS BETWEEN LAIT AND VARIOUS STANDARD I.Q. TESTS

  Test  
  Code  
  Total  
  Number  
  Part     Limit  
  Number  
  Limit  
  LAIT  
  Score  
  Limit  
  Correlation  
  Total  
  Correlation  
S 44           0 Verbal 32        594    .330 .136       
      1 Spatial 36        568    .327 .085       
      2 Inductive 44        850    .225 .225       
      3 Total 32        563    .429 .204       
T 10           0 7        665    .295 .169       
      1 7        505    .617 .240       
      2 8        551    .747 .177       
      3 7        599    .522 .273       
A 46           0 27        564    .282 .167       
      1 45        787    .146 .139       
      2 44        766    .138 .107       
      3 46        837    .136 .136       
C 139           0 87        544    .365 -.242       
      1 75        368    .328 -.202       
      2 44           263    .342 .165       
      3 71        422    .305 -.198       
M 37           0 37        818    .338 .338       
      1 36        703    .362 .339       
      2 10        258    .715 .272       
      3 36        710    .441 .410       
W 22           0 22        746    .285 .285       
      1 15        370    .350 .282       
      2 22        783    .271 .271       
      3 22        814    .285 .285       
X 54           0 54        1000    .141 .141       
      1 54        881    .119 .119       
      2 54        913    .140 .140       
      3 54        865    .111 .111       
G 55           0 55        1000    .534 .534       
      1 54        829    .484 .470       
      2 54        775    .457 .447       
      3 55        860    .532 .532       
V 160           0 160        974    .411 .236       
      1 158        838    .412 .229       
      2 158        850    .276 .198       
      3 159        670    .323 .245       
H 18           0 12        597    .571 .096       
      1 9        289    .285 -.150       
      2 7        349    .573 .019       
      3 10        405    .275 -.082       
R 4           0 4        974    .561 .561       
      1 4        838    .204 .204       
      2 4        757    .586 .586       
      3 4        846    .529 .529       
7 4           0 4        949    .617 .617       
      1 4        872    .607 .607       
      2 4        913    .642 .642       
      3 4        907    .617 .617       
             

Table 2

 

    Correlations between the LAIT and previous score distributions for LAIT-previous score pairs from the lowest LAIT score through each LAIT score were calculated and printed out and a cutoff point was determined to maximize r2N, where r is the correlation coefficient and N is the number of score pairs included.  Table 2 shows the total number of previous scores reported, the total falling below the cutoff, the overall correlations, and the correlations for the truncated distributions for each test used.  Scores on each test were weighted by this correlation figure, representing the relationship between the LAIT and the test concerned without the effects of the generally lower effective ceiling of most other tests, in calculating the overall means, standard deviations, and correlations for LAIT and previous score distributions for all tests included in the norming.

    A scatter diagram of LAIT scores against all reported scores on other tests was produced for LAIT total scores and subscores.  Outlying points were identified and were not used in calculating distribution means and standard deviations and correlations between LAIT and previous scores.  Table 3 summarizes the values obtained.

LAIT AND PREVIOUS SCORE MEANS, STANDARD
DEVIATIONS, AND CORRELATIONS

   VERBAL     SPATIAL     INDUCTIVE     TOTAL  
Number of Score Pairs   563 566 564 575
LAIT Mean   442.014 408.889 364.927 466.990
LAIT Standard Deviation   238.188 233.495 221.871 222.501
Previous Mean  
(Z-score form)  
2.63167 2.62932 2.62215 2.64632
Previous Standard  
Deviation  
.517525. .527115 .511561 .533550
Correlation   258021 .479881 .179265 .463281
         

Table 3

 

    A correction for the very tight distribution of previous scores reported due to the bulk of the norming population having been preselected by these scores was applied to the previous score standard deviations by the formula formula 2, where symbol 1 is the uncorrected standard deviation, symbol 2 is the corrected standard deviation, and r is the correlation between LAIT and previous score distributions.

MEAN LAIT SCORES OF SELECTED GROUPS
Group     Number     Verbal     Spatial     Inductive     Total  
All Testees 553       476.262     393.278   414.326   445.333  
Men 455       495.323     410.222   432.530   462.455  
Women 98       387.765     314.612   329.806   365.837  
Mensa Members 442       487.113     397.887   418.570   453.219  
Intertel Members 75       462.920     361.907   375.253   418.653  
ISPE Members 61       519.049     417.590   434.492   475.754  
MM Members 11       622.000     490.364   531.182   553.091  
Four Sigma Members   43       840.023     782.861   757.233   802.093  
Age Under 20 24       424.348     421.261   423.217   438.087  
Age 20-24 52       412.865     385.788   384.846   413.615  
Age 25-29 118       514.492     433.712   457.898   485.025  
Age 30-34 102       500.794     424.461   436.441   470.657  
Age 35-39 61       482.443     413.246   421.869   452.934  
Age 40-44 53       464.792     361.698   397.755   424.283  
Age 45-49 51       472.588     370.490   395.608   432.333  
Age 50-54 37       503.595     383.514   422.811   457.757  
Age 55-59 26       491.731     331.885   394.538   425.462  
Age 60-64 19       371.526     245.947   279.947   315.368  
Age 65+ 10       351.400     245.300   254.300   315.800  
           
Table 4

 

    At this point, the LAIT and previous total score means and standard deviations were equated and I.Q.'s were calculated.  Total and part score means and standard deviations for the entire score distributions were equated to yield subscore I.Q.'s.  General population percentiles were looked up in an internal table and tested population percentiles were calculated directly.

MUTUAL CORRELATIONS OF LAIT
TOTAL SCORES AND SUBSCORES
    SPATIAL     INDUCTIVE     TOTAL  
Verbal .815947 .941721 .946253
Spatial   .939251 .939024
Inductive       .963145
       
Table 5

 

MINIMUM AND MAXIMUM IQ SCORES
ON FORMS A AND B OF THE LAIT
    Form A            Form B  
Subscore             Min     Max       Min     Max  
Verbal   112     169       114     171  
Spatial   118     175       120     178  
Inductive       116     176       118     178  
Total   114     174       116     176  
           
Table 6

 

LAIT SCORE DISTRIBUTIONS FOR TESTED POPULATION
VERBAL
Tested Group  
Percentile
  LAIT
  Scaled Score  
  General Population  
  Percentile
  IQ  
10 138       89 120
20 239       94 126
30 341       97 132
40 402       98 136
50 493       99 141
60 559       99.7 145
70 628       99.8 149
80 706       99.96 154
90 777       99.98 158
95 848       99.99 162
98 899       99.997 165
99 949       99.999 168
       
SPATIAL
Tested Group  
Percentile
  LAIT
  Scaled Score  
  General Population  
  Percentile
  IQ  
10 104       93 124
20 186       96 129
30 232       97 131
40 304       98 136
50 368       99 140
60 445       99.7 144
70 539       99.9 150
80 616       99.96 154
90 703       99.98 159
95 764       99.996 163
98 838       99.998 167
99 872       99.999 169
       
INDUCTIVE
Tested Group  
Percentile
  LAIT
  Scaled Score  
  General Population  
  Percentile
  IQ  
10 133       93 124
20 203       95 128
30 298       98 134
40 352       98 137
50 402       99 141
60 476       99.7 145
70 541       99.8 149
80 616       99.96 154
90 705       99.98 159
95 757       99.996 163
98 827       99.998 167
99 870       99.9995 170
       
TOTAL
Tested Group  
Percentile
  LAIT
  Scaled Score  
  General Population  
  Percentile
  IQ  
10 161       92 123
20 253       96 129
30 324       98 133
40 385       98 137
50 441       99 141
60 501       99.7 144
70 581       99.8 149
80 651       99.96 154
90 720       99.98 158
95 790       99.99 162
98 857       99.998 167
99 870       99.998 167
       
Table 7

 

IQ DISTRIBUTIONS FOR TESTED POPULATIONS
IQ RANGE     VERBAL     SPATIAL     INDUCTIVE     TOTAL  
110 - 114       22       0       0       6
115 - 119       25       18       31       25
120 - 124       48       53       45       36
125 - 129       56       64       55       56
130 - 134       46       78       53       58
135 - 139       69       65       83       79
140 - 144       65       68       60       72
145 - 149       61       44       66       58
150 - 154       63       61       62       62
155 - 159       56       53       50       54
160 - 164       25       27       32       30
165 - 169       16       18       11       15
170 - 174       1       4       4       2
175 - 179       0       0       1       0
         
Table 8