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CIA-RDP96-00787R000200150011-4
Opens with: ANALYSIS OF THE SUBJECT-MACHINE RELATIONSHIP
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Approved For Release 2003/04/18 : CIA-RDP96-00787R000200150011-4 Thruandy afternon ANALYSIS OF THE SUBJECT-MACHINE RELATIONSHIP Approved For Release 2003/04/18 : CIA-RDP96-00787R000200150011-4
Approved For Release 2003/04/18 : CIA-RDP96-00787R000200150011-4 TABLE OF CONTENTS Page Overview I. Statistical Analysis of the Machine Experimental Data 1 Forward-Bakcward State Transition Analysis 7 Experimental Data Randomness Analysis 4 Best Strategy 15 II. Analysis of S2 Data Responses 16 Strategy of S2 16 Total Color Choices 16 State Transition Color Choice 19 Hit Analysis 21 Learning from Trial to Trial 21 Learning Within a Trial 20 III. Miscellaneous 30 General Trial Information 31 Machine States 31 Plots of Passes 31 Subject - Future Machine State Transition 40 Distribution of Machine State Colors for Machine 2 41 Approved For Release 2003/04/18 : CIA-RDP96-00787R000200150011-4
Approved For Release 2003/04/18 : CIA-RDP96-00787R000200150011-4 Page Figure 1.1.a Distribution of Machine Yellows Over Trials 6 1.1.b Distribution of Machine Greens Over Trials 7 1.1.c Distribution of Blues Over Trials 8 1.1.d Distribution of Machine Reds Over Trials 9 Figure 1.2 Distribution of Machine Colors When Samples are Taken Five at a Time 10 Figure 1.3 Distribution of Machine Colors When Samples are Taken 100 at a Time 11 Figure 1.4 Distribution of Machine Reds When the Samples are Taken 100 at a Time 12 Figure 1.5 Machine Color Distribution for Machine 1 and Machine 2 on a Trial to Trial Basis 14 Figure 2.1 S2 Color Choices 17 Figure 2.2 Plot of Number of Hits/Trial 22 Figure 2.3 Frequence Plot of Number of Hits 22 Figure 2.4 Cumulative Success Ratio of Subject (both machines used) 23 Figure 2.5 Accumulative Probability of Success on Machine 1 24 Figure 2.6 Accumulative Probability of Success on Machine 2 25 Figure 2.7 Hits vs Trial Number for Machine 2 27 . . Figure 2.8 Total Number of Hits Within a Trial 29 Figure 3.1 Selected Parameter Totals Listed by Trial Number 32 Figure 3.2 Color States of Machine 1 During the Experiment 34 Figure 3.3 Color States of Machine 2 During the Experiment 35 Figure 3.4 Total Number of Passes of a Trial 36 Figure 3.5 Total Number of Passes Summed of Sample Number 37 Figure 3.6 Plot of Number of Hits per Trial and Number of Passes per Trial 39 Approved For Release 2003/04/18 : CIA-RDP96-00787R000200150011-4
Approved For Release 2003/04/18 : CIA-RDP96-00787R000200150011-4 Page Figure 3.7 State Transitions From Subject Choice to Future Machine State 40 Figure 3.8 Distribution of Yellows for Machine 2 42 Figure 3.9 Distribution of Greens for Machine 2 42 Figure 4.0 Distribution of Blues for Machine 2 43 Figure 4.1 Distribution of Reds for Machine 2 43 Approved For Release 2003/04/18 : CIA-RDP96-00787R000200150011-4
Approved For Release 2003/04/18 : CIA-RDP96-00787R000200150011-4 Overview An apparent phenomenon which defies the theory of probability occurs when Subject 2 plays this experimental game. He significantly exceeds his probability of success, .25, by scoring over .29. The question that this report addresses is: Is there a statistical or logical reason why he did so well? The methodology used to attack this problem and the resulting conclusions are summarized below. This summary can also serve as an outline to this detailed report. I. Statistical Analysis of the Machine Experimental Data Pre-experiment data analysis discovered a non-random characteristic through the examination of forward-backward state transitions (i.e., Red-Blue, Blue-Red). However, the coefficient of correlation between the forward and backward states of .58 for the experimental data, .49 for Machine 1 data and .48 for Machine 2 data were considered low enough that this approach was dropped. Pre-experiment state transitions had a coefficient of correlation of .93. The experimental data randomness analysis consisted of examining the distribution of color totals and the distribution of each color taken over various combinations and permutations of the data. No evidence of non-randomness was discovered. II. Analysis of the Subjects' Data Responses The subject's responses were analyzed with the emphasis on the discovery of his strategy or the unveiling of a trend which would give him a statistical advantage. The possibilities investigated produces no solid reason how he was able to be so successful. However, in one case there is a strong indication why he was able to succeed. It appears that he was learning the states of Machine 2. The details of this are in Approved For Release 2003/04/18 : CIA-RDP96-00787R000200150011-4
Approved For Release 2003/04/18 : CIA-RDP96-00787R000200150011-4 the remainder of the report. Miscellaneous The report contains a section entitled "Miscellaneous" for the purpose of displaying detailed data which wasn't directly required by the above more general analysis. Details such as how many successful choices in the color red during the 50th trial were there, or what was the relationship of the number of passes to the number of successes. The terminology used is as follows: the term "trial" refers to the string of machine states and corresponding choices from the time the subject begins until he makes 25. non-passing choices. A sample is a machine state and/or subject choice (including passes). There are (25 + # passes/trial) samples in each trial. Approved For Release 2003/04/18 : CIA-RDP96-00787R000200150011-4
Approved For Release 2003/04/18 : CIA-RDP96-00787R000200150011-4 I. Statistical Analysis of the Machine Experimental Data Forward-backward State Transition Analysis SG11 In a previous memorandum (Memo ORD 2240-75, 12 June 1975 to the question of randomness with the emphasis on state transitions as an indication of non-randomness was addressed. The data used in the investigation consisted of pre-experiment trials. The purpose of this section is to do a similar investigation using the actual data which occurred during S2's experiment. Table 1 presents all possible transition frequencies. All transitions should have equal probability. YELLOW GREEN BLUE RED YELLOW 204 199 199 216 GREEN 192 218 222 207 BLUE 211 206 228 222 RED 209 206 223 221 Restructuring into a two-by-six table as in Ref 1 produces: Y/G Y/B Y/R G/B G/R B/R FORWARD 199 199 216 222 207 222 BACKWARD 192 211 209 206 206 223 The conclusion based on pre-experimental data was that these state-pairs show a very strong relationship between forward and backward transition : frequencies (coefficient of correlation =. 93). However, computing the coefficient of correlation, Ps2 actual data = . 58, it becomes apparent that the degree of dependence is slightly reduced. Therefore the dependence of forward to backward states can no longer be considered as a strong indicator of non-randomness. Approved For Release 2003/04/18 : CIA-RDP96-00787R000200150011-4
Approved For Release 2003/04/18 : CIA-RDP96-00787R000200150011-4 The data used in the above discussion consisted of trials from both machine 1 and machine 2. Since non-randomness, made apparent by the state transitions, clearly existed for pre-experimental data, the investigation of the experimental data continued to include a search for this trend in the individual machines. The transitions (including identity) are as follows: Machine 1 YELLOW GREEN BLUE RED YELLOW 96 79 88 92 GREEN 85 87 86 88 BLUE 85 82 90 87 RED 91 91 83 92 Machine 2 YELLOW GREEN BLUE RED YELLOW 108 120 111 124 GREEN 107 131 136 119 BLUE 126 124 138 135 RED 118 115 140 129 Computing the two coefficients of correlation, = .4934 machine 1 s2 data and = . 4838 a machine 2 s2 data it is obvious that the forward and backward transitions are even less dependent than in the combined case. Thus ended the search for non-randomness through state transition. Approved For Release 2003/04/18 : CIA-RDP96-00787R000200150011-4 2.
Approved For Release 2003/04/18 : CIA-RDP96-00787R000200150011-4 As a by-product the following table is produced for general information. BOTH MACHINES MACHINE 1 MEAN SD MEAN SD MACHINE 2 MEAN SD FORWARD 210.8 10.7 86.6 4.27 124 9.74 BACKWARD 207.8 9.00 86.2 3.92 121 11.25 TOTAL DATA POINTS 3483 1446 2037 COEFF OF COV .5843 .4934 .4838 Approved For Release 2003/04/18 : CIA-RDP96-00787R000200150011-4 3
Approved For Release 2003/04/18 : CIA-RDP96-00787R000200150011-4 3191. 2702 3650 Experimental Data Randomness Analysis The machine data used during the S2 experiment has been combined, summarized and/or permuted in an attempt to establish evidence or randomness or non- randomness. If an obvious indication of non-randomness would have evolved this task would be simplified because it would have become a closed form frased problem (i.e., the solution would be - the data has non-random characteristics). However, what has resulted is that various forms of the data have been examined with all indicating that the data is random. Tables, plots and commentary are presented in this section to demonstrate randomness and in some cases just to provide general information concerning the machines data. The distribution of the colors collectively and for each machine is as follows: Yellow Green Blue Red Total Mean Machine 1 365 353 356 372 1446 361.5 Machine 2 475 505 538 519 2037 509.25 TOTAL 840 858 891 891 3483 870.75 Machine 1 was not used in as many trials as machine 2 (44 trials to 56 for machine 2), thus the difference in totals. The standard deviation of binomial distribution with n=3483 and p=1/4 is 25.56 which would imply that each separate number is reasonably close to the mean. Accepting the distribution of the totals consider the distribution of the colors throughout the experiment. The popluations used for this investigation consisted of the first 25 samples of each trial (100 trials total). This population is acceptable since the distribution of its totals was reasonable and since the performance of $2 was approximately the same (success-29.61%) for this subset. Approved For Release 2003/04/18 : CIA-RDP96-00787R000200150011-4 4
Approved For Release 2003/04/18 : CIA-RDP96-00787R000200150011-4 The following three approaches comprise the strategy used to attack the question of color distribution. 1. Each trial (abbreviated to 25 samples) as analyzed separate interval. Obviously this will indicate any bias within each trial. 2. The data (2500 samples) is divided into intervals of five samples each. This will indicate unusual repetitions either within the interval or interval-by-interval. 3. The data is reformatted into 25 intervals of 100 samples, where the nth interval consists of the nth sample in each trial. The results of approach 1 is shown in Figures 1.1.a, 1.1.b, 1.1.c, and 1.1.d. The binomial distribution for this strategy (n=25 p=1/4) is mean 6.25 and the variance 4.69. The plots indicate randomness throughout the 100 trials. , The results of approach 2 are similar to approach 1 and are shown in the four tables in Figure 1.2. The plots indicated randomness but are not . shown because of monotomy. The binomial distribution mean is 1.25 and the variance .94. 1 The binomial distribution mean and variance for approach 3 is 25 and 18.75 respectively (Figure 1.3). A plot of the data (Figure 1.4) for the "RED" case because of the concern for the higher variance and ranges. The 13th sample seems to have an unusually high frequency of "RED" (44%). However in general this investigation has not produced a significant non-random characteristic. Approved For Release 2003/04/18 : CIA-RDP96-00787R000200150011-4 5
Approved For Release 2003/04/18 : CIA-RDP96-00787R000200150011-4 sample size 100 maximum 12 minimum range 3 9 mean variance 4.239494949 standard deviation 2.059003387 mean deviation 1.6314 6 median mode 6 15M M M M M () 0 0 0 1 OM M () 0.0 () M. 0 0 0 () . 00 0) () 0 0 0 0 MO 0 MO 0 0 000 0 :0 0 00 0 0 00 0 0) 0 000 0 () 0 0 00 000 5M0 0 0 0 () 0 00 0 0000 0 () 0 0000 () 0) 0 0 M () 0 0) () M M OM M M 20 M M M M M M 80 M M 100 40 6.0 1 Trial Number Figure 1.1.a Distribution of Machine Yellows Over Trials Approved For Release 2003/04/18 : CIA-RDP96-00787R000200150011-4 6 Number of Yellow per Trial 0 0 00 . M () 0 00 () 0 0 C C 0 0 6.23
Approved For Release 2003/04/18 : CIA-RDP96-00787R000200150011-4 sample size 100 maximum 12 minimum 0 range 12 mean 6.13 variance 5.851616162 standard deviation mean deviation median. 2.419011402 1.9404 6 mode 5 7 15M M. M M 0 M 0) 0 10M MO 00:00 00 00 00) M O () 00 () () 0) () 00 M 0 0 00 0 () 0) 00 0) 0.000 0 0 0 MO 0 0 00 00 000 00 5M 0 0 0 0000 0 0 0 0 0 0 00 0 () () () 0 0. 0) M 0 0 00 C M () OM M M 20 0) MOM 40 M M M M M M 0 80 100 Trial Number Number of Green per Trial 0 00.00 MO 0) M () 0 60 () 0 0 0) Figure 1.1.b Distribution of Machine Greens Over Trials Approved For Release 2003/04/18 : CIA-RDP96-00787R000200150011-4 7
Approved For Release 2003/04/18 : CIA-RDP96-00787R000200150011-4 sample size 1 00 maximum 11 minimum 1 range 10 mean 6.21 variance 5.218080808 standard deviation mean deviation median mode 2.284311889 1.8194 6 5 15M M M M M 0 0 Number 1 OM 0 () .0 0 00 0) () of Blue M () 0 0 () 0 00 00 0 () Per Trial M 0) 000 0000 0 C () 000 0 0 0000 0) 0 0 0 0 M OM M M 20 M M 40 M 60 M 80 M M 0 100 () 0 0 () M 0 0 00 () 000 () 0 () 000 0) 00 () 5M MO M MO 00 C 0 () : () 0) M M () Trial Number ApproveNingarRelease2003041ButGIARDP96-20787000209150011-4 8 M () 0 00 0 0 000000
Approved For Release 2003/04/18 : CIA-RDP96-00787R000200150011-4 sample size 100 maximum 12 minimum 1 range 11 mean 6.43 variance 4.631414141 standard deviation 2.152072058 mean deviation median 1.7158 6 mode 6 15M M M () M 0 MO) 1 OM 00 0) () M 00 00 000 00 ( 00 0 00 MO) 0 0000 0 0 00 0 0 0 0 00 00 00 00 0 0 M 5M 00 00 0 () 0) 0 () 0) MO () () 0 00 () 0) 0) () M M 20 M M 40 M M 60 M M 80 M M 100 0 Trial Number Approved Fjor Release 2003/04/18 : CIA-RDP96-00787R000200150011-4 Distribution of Machine Reds Over Trials 9 Number of Red Per Trial 0 () 0 0 0 0 000 0 M. 0000 () 00 0 0 0 0 0 0 0) M M OM 0)
Approved storiRelease 2003/04/ 08 : CIA-RDP96-00787R000200150011-4 sample size 500 5 maximum minimum 0 range mean variance standard deviation mean deviation median mode 5 1.246 0.9594028056 0.9794910952 0.784848 1 1 Distribution of Green 500 sample size 5 maximum 0 minimum 5 range 1.226 mean 0.9969178357 variance standard deviation 0.9984577285 mean deviation 1 mode 1 Distribution of Blue dstat grp ;< 3: sample size 4 minimum 4 range 1.242 mean 0.95/3507014 variance standard deviation . 0.9784429985 0.792/92 mean deviation median mode Distribution of Red sample size 500 maximum 5 minimum 0 range 5 mean 1.286 variance 1.026256513 standard deviation 1.013043194 mean deviation 0.823216 median mode 1 1 0.804512 median 500 maximum U Figure 1.Appisted MoriRelease03/8HARD Time 10
Approved For Release 2003/04 98 Yellow Distrib CIA-RDP96-00787R000200150011-4 maximum 31 minimum 19 range 12 24.92 mean variance 10.57666667 standard deviation 3.252178757 2.6304 mean deviation median mode 24 24 Green Distribution sample size 25 maximum 35 minimum 15 range 20 mean 24.52 variance 24.59333333 standard deviation 4.959166597 mean deviation 3.9392 median 25 mode 22 25 Blue Distribution sample size 25 maximum 34 minimum 19 range 15 mean 24.84 variance 14.47333333 standard deviation 3.804383437 mean deviation 2.9664 median 25 mode 26 Red Distribution sample size 25 maximum 44 minimum 16 range 28 mean 25.72 variance 26.71 standard deviation 5.168171824 mean deviation 3.3664 median 25 mode 25 Figure 1.3 Distribution of Machine Colors When Samples are Taken 100 at a Time (One From Each Trial) Approved For Release 2003/04/18 : CIA-RDP96-00787R000200150011-4 n
Approved For Release 2003/04/18 : CIA-RDP96-00787R000200150011-4 45M 0) M M M 40M M M M M 35M M M M M () 30M () M 0) 0 M Number M O 00 of Reds 25MO 0) 00 .0) M () () M 0 M () 0) () M 20M 0) () M M M M () 1.5M M M M M M M 0 10 20 30 Sample Number Figure 1.4 Distribution of Machine "Reds" when the Samples are taken 100 at a time (one from each trial) Approved For Release 2003/04/18 : CIA-RDP96-00787R000200150011-4 12 M () 0 M
Approved For Release 2003/04/18 : CIA-RDP96-00787R000200150011-4 Approach 1 has been repeated for Machine 1 and Machine 2 separately to check for abnormalities. The binomial distribution mean and variance are as follows : Trials Mean Variance Machine 1 44 11 8.25 Machine 2 56 14 10.5 Approved For Release 2003/04/18 : CIA-RDP96-00787R000200150011-4 13
Approved For Release 2003/04/18 : CIA-RDP96-00787R000200150011-4 Machine 1 Machine 2 'Yellow sample size 25 maximum 19 7 minimum 7 9 range 12 11.4 mean variance 7.51 2.783882181 standard deviation 2.740437921 2.224 mean deviation 2.176 14 median mode 15 sample size 25 sample size 25 maximum 17 maximum 24 minimum 4 minimum ( range 13 range 16 mean variance 10.68 mean 12.72333333 standard deviation 3.118760438 standard deviation 3.56697818 mean deviation 2.3584 mean deviation 2.7808 median 1.1 median 13 mode 1 mode 13 sample size 25 sample size 25 maximum 15 maximum 25 minimum 3 minimum 10 range 12 range 15 mean variance 7.726666667 variance 8.943333333 standard deviation 2.779688232 standard deviation 2.990540642 mean deviation 2.3072 mean deviation 1.984 median mode 8.12 mode 15 sample size 25 Red sample size 25 maximum 19 maximum 21 minimum 4 minimum 11 range mean 15 range mean 10 variance 10.5 variance 10.01 mean deviation 2.4 mean deviation 3.163858404 2.6624 median 1.2 median 13 mode 12 mode 11 13 standard deviation 3.240370349 standard deviation 14.52 10.32 mean 14,12 11 median 14 12 1.2 Green 8 13.84 9.726666667 variance 13.52 7.75 sample size maximum minimum range mean variance standard deviation mean deviation median mode 25 16 Figure 1. ApprevedeF06 Release, 2003/04/18 : CIA-RDP96-00787R000200150011-4 tribution for Machine 1 and Machine 2 on a Trial To Tr Trial Basic (14) .. 11.6 Blue
1 Approved For Release 2003/04/18 : CIA-RDP96-00787R000200150011-4 Best Strategy Based on the above analysis what is the best strategy to pursue? No good strategy is available based on the randomness of the data. The best possible strategy based on the above transition matrices is: 1. If the subject can't distinguish between machine then press blue when blue appears, else pass. 2. If the subject can distinguish them on Machine 1, press yellow when yellow occurs, and on Machine 2 press blue when red occurs. For all its worth, of the existing data the following success would result - 26%, 26%, and 27%. Approved For Release 2003/04/18 : CIA-RDP96-00787R000200150011-4 15
Approved For Release 2003/04/18 : CIA-RDP96-00787R000200150011-4 Analysis of S2 Data Responses The attempt here is to discover a reason for S2's success at responding. The investigation was unable to give a definitive reason for his success. Although no strategies were uncovered there was in one case a indication that the subject was learning. Two major approaches have been taken in this investigation. They are . as follows : Ther detine 1. Strategy of S2 - Was there any trends in the way he guessed? Did, he respond based on the previous state of the machine? 2. Hit analysis - Did the subjects' hits (correct choices) increase within a run; did it increase from run to run (i.e., was he learning?) Strategy of S2 For general information and future reference the first figure (Figure 2.1) presented is the actual choices. One item of curiosity from this is that when he passes, he tends to do it in strings. This characteristic of course wasn't pursued because of its insignificance to this report; however, observations like that are pointed out throughout the report as possible importance to those in the field. Total Color Choices The distribution of $2's color choice totals are shown below. Approved For Release 2003/04/18 : C6A-RDP96-00787R000200150011-4
Approved For Release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igure 2.1 Subject 2 Color Choices for First Fifty Trials (0-yellow, 1-green, 2-blue, 3-red, 7-pass) Approved For Release 2003/04/18 : CIA-RDP96-00787R000200150011-4 17
323031301202137077123217 Release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igure 2.1 (Continued) S2 Color Choices for Last 50 Trials Approved For Release 2003/04/18 : CIA-RDP96-00787R000200150011-4 18
Approved For Release 2003/04/18 : CIA-RDP96-00787R000200150011-4 Yellow Green Blue Red Total Times Chosen 881 411 237 971 % of Total 35% 16.5% 9.5% 39% The first inclination is to try and determine how his strategy of choosing so many yellows and reds benefitted him. Examine the following table: Yellow Green Blue Red Total Number of Hits 255 127 60 50 292 % of Total Hits 35% 17% 8% 40% % of Success in Color 29% (Hits - Correct Choices) 31% 25% 30% As can be seen his results with blue are significantly lower than the others. However, assuming the probability of success to be .25 and using the binomial distribution the expected value =69 and the standard deviation = 7. The inference from this is that the 60 Blue hits are not a statistical abnormality. However, it is curious that he did so much worse on his lowest preference. State Transition Color Choice This investigation consists of examining the states of the machine verses the choice on the next sample of the subject (i.e., if the machine shows "red" does the subject consistently choose one color on the next turn). Consider the following table: SUBS Machine MACH Yellow Green Blue Red Pass % Pass S Yellow 106 119 69 314 210 26% U B Green 177 2,5 69 316 252 30% J E Blue 241 99 27 198 302 35% C T Red 322 157 65 97 218 25% V: , 30 Approved For Release 2003/04/18 : CIA-RDP96-00787R000200150011-4 19
Approved For Release 2003/04/18 : CIA-RDP96-00787R000200150011-4 The subject obviously avoids repeats (i.e., he assumes the machine Won't repeat a color) which, based on the machine data analysis, isn't a strategy which would give him a statistical advantage. Previous analysis showed that identity transitions are approximately equally probable as nonidentity. Notice also that he passes 35% of the time after seeing a blue. The same state transitions are shown below separated by machine. Yellow Green Blue Red Pass M Yellow 48 49 25 150 83 A Green 62 13 35 153 83 H I Blue 105 36 10 78 115 E Red 133 72 30 58 64 1 W2.94 M A C Yellow 58 70 44 164 127 Green 115 12 34 163 169 I. N Blue 136 63 17 120 187 E 2 Red 189 85 35 39 154 The negative state transition (i.e., relationship of the subject color choice to the machine state on the next sample) is considered too bizarre of a concept to be presented in this section. Results of that investigation is found in the section entitled "miscellaneous" Approved For Release 2003/04/18 : CIA-RDP96-00787R000200150011-4 20 C N
Approved For Release 2003/04/18 : CIA-RDP96-00787R000200150011-4 Hit Analysis This section is significantly more important than the randomization analysis of the machine data. The reason is that if he is not learning from the machine or he is not taking advantage of biases then the discovery of such non-randomness is of little value to the overall analysis. Learning from Trial to Trial The question of whether the subject learned from trial to trial can best be answered by examining the following three plots .. The first is the number of hits vs. the trial number, the second is a frequency distribution of the number of trials vs. number of hits, the third is the accumulated probability vs. the trial number. Approved For Release 2003/04/1821CIA-RDP96-00787R000200150011-4
Approved For Release 2003/04/18 : CIA-RDP96-00787R000200150011-4 15M M EE EE 0 0 0 1 0M M 00 I 00 M. O 0 0 000000 000 0 00 MO 0 00 00 0 0 0 .000 M. 0 0 000 000 0 00 5MO 0 0 0 M C M M 0 M OM M M 20 M M M: . M E M M M 0 40 60 80 100 Trial Number Figure 2.2 Plot of number of hits/trial 25M M M M M 20M E M M M 15M M M of Hits M per Trial M M M M 5M M M 0 C M M 0 OM O M M M M MO 0 0 0 OMO 0 0 0 0MJ 0 0 0 5 10 15 20 25 Figure 2.3 Frequency plot of Number of Hits Approved For Release 2003/04/18 : CIA-RDP96-00787R000200150011-4 22 Number of Hits Frequency 10M
Approved For Release 2003/04/18 : CIA-RDP96-00787R000200150011-4 0.30M M 0.0 () 0 0 00 () 000 0.29M 0 000 () 000 () 0 00 00 () 0 00 () () 0 000000 0000 C 0000000 00 () 0000 0) 0 0) 0 () M () M M 0.28MO 0 () 0) () 0.27M 0.26M 0) M M M 0.25M M 0) M M M 0.24M00 M M M 40 M M 60 M M 80 M M 0 100 : Trial Number Figure 2.4 Cumulative Success Ratio of Subject (both machines used) Approved For Release 2003/04/18 : CIA-RDP96-00787R000200150011-4 23 Cumulative Probability of Success M M M 0 0 0 M M M M M M M M M M () M 20
Approved For Release 2003/04/18 : CIA-RDP96-00787R000200150011-4 M M M M 0.31M M M M M 0 0.30M M M M () () M 0.29M () M () () 00 Probability M .. 00 00 00 00000 M () M 0 0 0.28MO 00 M 0 M M M 0.27M M M M M 0.26M M M M M 0.25M M M M M 0.24M OOM M M M M M M M M M 0 10 20 30 40 50 Trial Number Figure 2.5 Accumulative Probability of Success on Machine 1 1 Approved For Release 2003/04/18 : CIA-RDP96-00787R000200150011-4 24 Accumulative 00 1
Approved For Release 2003/04/18 : CIA-RDP96-00787R000200150011-4 0.30M M M Q000 M 00000 00 M 00 0.29M ,00 () M M 00 M M 0.28MQ M M () M 0) M 0.27M M M M M 0.26M M Accumulative M M M 0.25M M M M M V V 0.24M 00 M M M M M M M M ME 0 10 20 30 40 M 50 M 60 Trial Number Note: V - Points at which he switches machines Figure 2.6 Accumulative Probability of Success on Machine 2 > L Approved For Release 2003/04/18 : CIA-RDP96-00787R000200150011-4 25
Approved For Release 2003/04/18 : CIA-RDP96-00787R000200150011-4 The first plot (Figure 2.2) demonstrates the randomness of the number of hits while the second plot (Figure 2.3) demonstrates the frequency distribution takes on a "normal" appearance. The accumulative probability plots, at first glance, indicates that the subject was in a learning mode for the first five trials. A closer examination of the data indicates that this can occur naturally as part of the statistical distribution. The first three number of hits points are 7, 5, and 6 considering the first 75 points as the population with probability of success = . 2936 (the final probability) then the expected value is 22 (using binomial distribution) and the variance is 15.55 (S.D=3.9). As a normal deviation from the mean (i.e., using normal distribution approximation P(x<18) =. 13. Although the observed learning can be rationalized as a natural statistical deviation it warranted further investigation. The plots of the accumulative probability of success for machine 1 and machine 2 are presented in Figure 2.5 and Figure 2.6. The plot for machine 1 (Figure 2,5) is a typical sinesodial decreasing amplitude convergent curve. The plot for machine 2 however, is very suspicious in terms of learning. The major peaks of the curve (at approximately trial 10, 23, 40 and 56) are increasing which implies his probability of success is continuing to increase instead of converging on one point. Another interesting pointsis that the points at which he switches onto machine 2 are 1, 9, and 36. Also of concern is the sharp upward turn during the last 8 samples. The hits totals for this period, starting at sample 49 is 10, 10, 8 11, 6, 8, 7, and 11 for a total of 71 hits out of a possible 200 for a probability of success of .36. Once again using the binomial distribution and using the probability of success of .29 (the cumulative probability up to the 49th point) the expected mean is 58 and the standard deviation 6.42. Using the Approved For Release 2003/04/18 : CIA-RDP96-00787R000200150011-4 26
Approved For Release 2003/04/18 : CIA-RDP96-00787R000200150011-4 12.5M M 0 () M M M M () M M M 0 0 0 () 0 C 0 00 0 00 0 0) () 7.5M MO) 00. () 00 0 0 0 0 () M M : 0) M () 0) () 0000 () 5.0M 0 0 () () () M M M M 2.5M M () M M M 0.OM M M 10 M M M M M M M M 50 60 0 20 30 40 Trial Figure 2.7 Plot of Number of Hits on Machine 1 Approved For Release 2003/04/18 : CIA-RDP96-00787R000200150011-4 27 Number of Hits () C 10.OM () 00 0. 00 () M M
Approved For Release 2003/04/18 : CIA-RDP96-00787R000200150011-4 normal approximation the probability P(X 71) =. 02 of such an occurrence is quite low. Although there are only 56 data points in this population and the apparent abnormalities are statistically possible (with low probability) this investigation concludes that the subject's learning for this case must be flagged as a real possibility. Figure 2.7 (Number of hits on Machine 1) has been added to provide clarity. It appears that the subject just didn't have "low hit" days toward the end. Learning within a Trial The question of learning within a trial or run has been investigated bath machines? by summing the number of hits of the Ith sample for the run. The results are somewhat distorted because of the inequitable distribution of passes. The lower numbered samples have significantly more hits because of this. 2,5? A plot of the number of hits per sample vs. sample number is shown in Figure 2.7. Notice that the first sample has a value of 34 hits. This means that everytime he ists down for a new 25 sample trial he hits 34% of the time on his first try. With this in mind along with the rest of the data points, it is obvious that the subject doesn't learn throughout the trial. Approved For Release 2003/04/18 : CiA-RDP96-00787R000200150011-4
Approved For Release 2003/04/18 : CIA-RDP96-00787R000200150011-4 40M M M MO M 30M () () M. M C 0 0 MOO 00 M 000 0 00 Number of Hits 20M () M 00 0 00.0 C M () M 0 0 M 1 OM 000 () 0 M 0 00 M 00 00000 M M M M MO 0000000000000 0 M 20 40 60 80 Sample Number Figure 2.8 Total Number of Hits Within a Trial Approved For Release 2003/04/18 : CIA-RDP96-00787R000200150011-4 29 M () 00 00 OM
Approved For Release 2003/04/18 : CIA-RDP96-00787R000200150011-4 Miscellaneous Numerous arrays of data have been examined for the purpose of obtaining some insight into the data. Some of the data is being printed herein so that the data can be examined more closely if desired. This first table is presented for use as a quick reference. Day Last Trial Number of Tracks Machine Used 1 8 8 2 2 16 8 1 3 24 8 2 4 36 12 2 5 44 8 2 6 52 8 1 7 56 4 1 8 64 8 1 9 68 4 1 10 72 4 1 11 76 4 1 12 80 4 1 13 84 4 2 14 88 4 2 15 100 12 2 Approved For Release 2003/04/18 : CIA-RDP96-00787R000200150011-4 30
Approved For Release 2003/04/18 : CIA-RDP96-00787R000200150011-4 The following displays are presented below with little commentary. I. General trial summary (Figure 3.1). Each trial (25 choices) is listed with the following information. A. Machine used (1 or 2) B. Total number of machine states in each color (i.e., 6 yellow, 6 green .. .) for each trial. C. Total number of subject choices for each color for each trial. D. Total number of hits for each trial. E. Total number of passes for each trial. F. Breakdown of hits by color. II. Machine data for machine 1 and machine 2 separately (Figures 3.2, 3.3) Just by examining these displays it may be possible to glean meaningful information. For example, machine 1 was used for the first 8 trials during which the first state of each trial was a yellow or red. If the first sample of each trial is most memorable, perhaps this is responsible for the subject's obvious preference of yellow and red (see Section 2 - Analysis of S2 Data Responses). 7 III. Plots of the number of passes made. A. Number of passes vs. trial number (i.e., trial is 25 or more samples) (Figure 3.4) B. Number of passes vs. sample number (Figure 3.5) 31 Approved For Release 2003/04/18 : CIA-RDP96-00787R000200150011-4
Approved For Release 2003/04/18 : CIA-RDP96-00787R000200150011-4 yel arn blu red hits pas yel grn blu red mach mach mach mach sub sub sub sub numb num hit hit hit hit trial mach yell gren blue red 1 2 0 00 24 11 - 3 5 6 7 0 3 0 4 2 2 5 2 1 8 7 2 2 5 6 4 10 4 7 10 4 3 4 8 8 0 4 1 1 2 1 7 2 m 0 5 7 7 6 5 4 3 a 10 3 2 10 5 0 0 0 0 3 2 4 3 0 3 0 0 0 2 12 V 1 7 2 7 9 9 10 10 2 2. - 0 0 1 2 0 4 3 3 5 19 N 8 9 10 - 11 3 a 0 00 - - 8 13 8 1.0 18 20 14 + a 16 4 1 3 3 w 0 2 3 1 4 6 2 1 1 0 1 2 20 21 CV 7 13 5 8 - 1 4 9 0 13 7 0 5 7 8 2 a 7 28 40' 23 27 30 13 17 3 2 N N 2 3 1 0 1 0 1 0 1 5 32 2 12 19 C 20 10 a 5 3 8 3 6 7 7 47 20 2 0 4 3 3 4 1 - 0 0 O 2 42 N 11 - 7 0 7 3 11 43 ~ 15 04 11 a 8 45 - 12 00 a 7 4 + 6 11 0 N 0 2 4 47 1 a 0 0 4 8 6 2 9 8 3 2 0 1 48 - 9 10 7 6 8 3 4 10 7 2 1 1 2 49 1 7 10 0 2 4 0 6 9 7 0 0 5 1 1 50 - 9 12 - 7 9 3 4 9 0 4 3 0 0 3 7 10 m 4 8 5 0 2 1 0 0 2 6 8 0 0 2 2 1 0 - - - 2 - - 8 a 3 2 U 2 0 1 10 10 O a a 1 4 10 1 5 6 1 5 7 5 4 11 Inno 10 8 12 10 3 5 2 2 1 4 1 2 2 8 10 11 8 a 5 7 CO 0 3 2 1 6 3 16 17 2 10 1.2 9 7 a 7 11 a - 0 22 2 13 2 NOO 9 8 - 24 2 10 a 11 25 N w - to 15 a = 1 28 2 5 0 10 - 14 8 4 3 0 30 N 0 19 18 60 12 8 0 6 5 7 + 1 1 3 2 10 0 7 10 8 9 NON 5 2 0 1 1 4 2 4 37 2 5 16 13 ( - 9 மி 2 9 6 8 10 40 N 10 14 0 12 6 7 4 4 6 6 4 2 7 0 5 - 8 13 28 13 - 2 0 4 5 0 1 3 4 0 4 1 1 2 1 44 N 10 - + - 4 9 3 9 7 a a 4 4 + 19 20 1 1 2 1 0 0 2 3 4 3 39 222 5 7 - 7 890 0 10 8 6 6 8 2 3 2 2 10 11 41 N + 17 19 22 9 4 1 11 12 1 1 1 5 3 29 N N 16 16 1 4 31 2 10 16 a a+++ 10 8 15 12 4 2 5 4 0 - 12 7 7 13 26 2 10 3 27 2 11 a - a 12 a a 10 8 8 8 10 5 2 8 1 00 33 N 11 34 2 35 NV w 2 2 4 4 4 3 0 23 2 a a 0 N 7 00 9 8 7 8 10 a 6 0 n 0 1 7 a 10 a 0 N 00 0 1 1 0 0 0 O 0 2 w A 1 4 15 1 0 5 2 0 0 0 0 1 18 N 4 N a 9 2 0 0 2 0 0 1 2 0 2 19 12 00 5 2 1 3 5 6 1 2 2 8 10 0 12 - 7 0 2 2 8 8 11 1 0 3 3 in 3 2 10 0 4 - 11 3 7 3 2 8 7 4 0 7 8 10 46 1 5 11 w. 11 - a 7 . Approved For Release 2003/04/18 : CIA-RDP96-00787R000200150011-4 Figure 3.1 Selected Parameter Totals Listed by Trial Number 32 1 : 1 1 0 1 1 0 7 10 - a 36 0 38 4 7 00 - 1 3 4 5 6 2 6 4 4 3 3 5 4 3 2 10 0
Approved For Release 2003/04/18 : CIA-RDP96-00787R000200150011-4 mach mach mach mach sub sub sub sub numb num hit hit hit hit trial mach yell gren blue red yel grn blu red hits pas yel grn blu red 51 1 0 n 10 8 0 5 0 CO + 2 2 3 1 7 15 11 9 89 m 3 10 V 3 1 - 1 1 - 5 7 6 12 9 5 1 10 1 12 2 2 - 3 3 5 2 8 4 0 12 16 16 13 17 000 8 8 8 7 8. 1 2 3 0 0 1 0 0 63 1 10 18 0 7 6 1 2 16. 4 8 11 1 4 1 3 0 0 1 4 0 0 - C 2 4 5 1 67 1 8 10 10 5 a 13 2 1 a - 3 4 0 0 0 4 70 1 9 6 12 7 8 5 8 7 0 10 m CO 13 7 2 1 1 1 0 0 4 - 2 73 1 11 0 in 10 10 8 4 4 a or 10 1 3 4 0 V 78 1 9 9 10 - a 3 1 12 10 8 8 7 CC 10 8 9 7 5 16 25 31 6 3 2 A 7 2 3 1 - 83 2 7 10 17 16 13 - 0 - ONON m 0 n 1 2 88 .00 m 00 14 3 4 4 7 - 0 4 2 1 1 1 N 90 7 7 10 7 2 7 6 2 10 0 w 4 1 1 - 93 6 7 7 7 7 5 3 C 10 2 3 2 1 4 94 5 6 + 13 7 6 V 10 10 3 3 1 1 1 0 5 96 2 7 9 7 9 11 4 0 10 1 0 7 5 1 0 n 97 2 8 8 0 5 8 4 4 9 2 2 1 1 2 98 7 12 10 5 9 5 2 0 9 3 3 0 2. 99 8 a 8 8 7 0 2 0 87 8 2 V 0 4 100 a 5 9 10 U 5 0 3 11 8 5 3 0 3 1 1 1 1 1 1 1 10 8 9 0 0 7 1 0 4 4 9 2 2 5 2 2 13 12 10 10 00 00 8 1 11 3 1 0 4 m 69 1 10 8 4 8 10 4 2 a a 5 4 0 1 2 0 2 71 1 11 N a 13 9 4 5 0 a 7 4 0 1 2 1 3. 75 9 - - 7 8 5 8 4 6 11 10 0 00 2 7 0 2 0 3 3 3 80 1 8 6 10 8 14 1 12 2 3 82 2 6 14 10 - 11 0 2 12 84 14 12 16 - 12 va 0 C 6 6 87 13 4 13 a 84 7 7 4 7 0 0 1 3 1 -0 92 4 6 10 5 8 6 3 8 6 0 1 3 1 5 95 7 5 0 11 7 6 C 12 00 8 2 0 0 C 5 4 1 85 7 7 10 7 0000 17 1 2 5 8 89 N 91 NNNNN 11 7 4 0 12 2 - 0 79 1 7 8 7 N a 4 2 2 81 V 13 4 8 17 8 6 2 1 9 12 4 7 19 3 0 1 10 11 0 9 10 65 1 7 a 2 8 66 1 m 12 + 7 8 O 1.1 5 - 11 - 3 2 0 2 3 1 0 + 14 12 14 8 14 12 2 a 3 1 4 58 6 - 11 4 - N 8 2 1 1 1 1 0 4 4 4 7 4 62 1 13 12 14 2 19 11 - 8 . 15 11 - 0- 4 4 2 0 5 a amparo V 28 34 4 2 0 3 3 0 1 2 59 60 61 13 0 1.2 8 8 76 1 8 - + 10.00 0 7 77 1 - w w + w 2 5 2 1 1 0 1 0 1 NNNN NNN Figure 318 : CIARE#96-00787R000200150011-4 Approved For Release 2003/0 33 1 10 4 72 1 - 74 1 + 11 1 4 0 0 4 1 -8 7 5 2 10 0 12 19 10 13 20 0 0 2 0 5 55 56 57 8 5 - 00 C 64 68 2 3 0 1 0 0 0 1 0 2 5 13 0 86 12 1 NO 9 5 5 0 C 7 2 2 52 53 54 7
Approved For Release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pproved For Release 2003/04/18 : CIA-RDP96-00787R000200150011-4 Figure 3.2 Color states of machine 1 during the experiment (0-yellow, 1 green, 2 blue, 3 red)
3030021330303023133311131 3323130A010Ved For Release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r Release 2003/04/18 : CIA-RDP96-00787R000200150011-4 Color states of machine 2 during the experiment (0 yellow, 1 green, 2 blue, 3 red)
Approved For Release 2003/04/18 : CIA-RDP96-00787R000200150011-4 50M M () M M M 40M 0) M M M 0) M 30M () M 00) () () () M () M 20M () 000 0 0 0 M () 0) () M C M 0 () 00 () 0 0 M () () 0 0 0 () M 00 0 () 0 : () 00 M 0 00 000. 0 () 0 00 OM00000000 M M M 40 () M 60 M M 00 M 2 20 80 100 . M Number of Passes C C 1 OM 0 0 0 0 0 000 0 0 0 M 0 0 00 M () . Trial Number Figure 3.4 Total number of passes summed over a trial Approved For Release 2003/04/18 : CIA-RDP96-00787R000200150011-4 0)
35M M Approved For Release 2003/04/18 : CIA-RDP96-00787R000200150011-4 M () 0 C M () 30M M () M () M 0 0 () M 25M 0 00 () M () 00 000 0 0 00 0 M M M M M M () () 0) 20M () () . M O () 0) 15M M M M M I OMO 0) M M () 00 M 5M 0) M 000 0 0 M 0 00 M 0) 00 000 MO M M M M M M 000000000 0 20 40 60 80 Sample Number Figure 3.5 Total number of passes summed over sample number Approved For Release 2003/04/18 : CIA-RDP96-00787R000200150011-4 37 Number of Passes 0) M 0) OM
Approved For Release 2003/04/18 : CIA-RDP96-00787R000200150011-4 C. Number of passes and the number of hits vs. the trail number on one plot. Investigation of the hits/passes relationship was dropped when the coefficient of correlation between the two was computed at -. 114 Approved For Release 2003/04/18 : CIA-RDP96-00787R000200150011-4 38
Approved For Release 2003/04/18 : CIA-RDP96-00787R000200150011-4 50M M () M M M 40M M () M M () M 30M () M 00 0) 0) M M M M M C 20M 000 00 0 () () () () M .0 0 () 00 () 0) () M PO . P P - PO 0 0 0 P P 1 OM PPP PPPP PP PP () P PPPOP P O MPP PP P PP P PP · PP POPP POPPPPP POO PPPPP OP() MPPP P P PP P P PPPP PPP O P .P .O P PP P M OOP 000 0 P OPP () () 00 M () P P () () () 0 0 OM 00000000 M 0 20 M M 40 () M 60 M M 80 100 Trial Number 0 - passes per trial P - hits per trial Figure 3.6 Plot of number of hits per trial and number of passes per trial Approved For Release 2003/04/18 : CIA-RDP96-00787R000200150011-4 39 Pass and Hit Total P 00 M . 0 ()
Approved For Release 2003/04/18 : CIA-RDP96-00787R000200150011-4 IV. Tables of state transitions which reflect the influence of the subject on the machine. For color choices of the subject the table shows the number of colors the machine has on the next sample. For example on the first table, when the subject picked yellow, on the next sample 197 times the machine state was yellow. MACHINE STATES ON FOLLOWING SAMPLE Yellow Green Blue Red Yellow 88 77 87 95 Green 38 46 39 47 Machine 1 Blue 27 28 24 24 Red 120 105 99 112 Pass 84 83 98 81 Yellow 109 124 128 141 Green 58 47 58 66 Machine 2 Blue 25 32 42 30 Red 121 125 136 102 Pass 146 162 161 168 Yellow 197 201 215 236 Green .96 93 97 113 Both Machines Blue .52 60 66 54 Red 241 230 235 214 Pass 230 245 259 249 Figure 3.7 State Transitions from Subject Choice to Future Machine State Approved For Release 2003/04/18 : CIA-RDP96-00787R000200150011-4 40
Approved For Release 2003/04/18 : CIA-RDP96-00787R000200150011-4 V. Because of the possibility that the subject was learning the state of machine 2 the distribution of the colors are plotted in Figures 3.8, 3.9, 4.0, and 4.1. The only states used are those in which the subject didn't pass. Therefore there is a total of 25 for each trial. Approved For Release 2003/04/18 : CIA-RDP96-00787R000200150011-4 41
Approved For Release 2003/04/18 : CIA-RDP96-00787R000200150011-4 10.0M 0) C M M M M 0 00 0 0 0 () .0 0 7.5M MO 000 0 M MO () 5. OMO 0 0 C 000 0. 0 M M M 0 0 0 0 0 0 M M () 0) 0 0 0 C 2.5M M M M M 0.OM M M 20 M M 40 M 60 Trial Figure 3.8 Distribution of Yellow for Machine 2 12.5M M M M M 10.0M () M () 0 0 M M MO 0 00 0 00 00 5.0M M 0 0 00 00 0) () M M 0) () 2.5M () 0) M M M M 0.OM M M 20 M M M 0 40 60 Approved For Release 2003/04/18 :rCIA-RDP96-00787R000200150011-4 Figure 3.9 Distribution of Green for Machine 2 42 2 MO M MO) 0) 0 0 0) 00 7.5M 0 .0 00 () M 0 0 00 0 0 00 0 0 0 Number of Green 0 0 0 0 0 00 () Number of Yellow M 0
12.5M M Approved For Release 2003/04/18 : CIA-RDP96-00787R000200150011-4 : M 10.OM () 0 C M M M M () 00 () C 0 0 00 7.5M M () M. M O 000 0 0 0 0 .0 M 000 () 5.0M M MO 1 0 0 00 M M 00 0 2.5M MO M M M C O.OM M M M M M 0 20 40 M 60 Figure 4.0 Distribution of Blue for Machine 2 12.5M M M MO 0 0) M M M 00 0 00 00 0 0 M M 00 () C ) .0 MO 000 0000 0 0 0 M 0 0 0 00 0 . 0 M M 5.0M 00 00 0 00 C M M 0 () M M () () 2.5M M () () M M M O.OM M M 20 M M M 0 40 60 Approved For Release 2003/04/18 : CIA-RDP96-00787R000200150011-4 Figure 4.1 Distribution of Red for Machine 2 43 () 10.OM Number of Red () 00 0000 0 .0 00 0 Number of Blue . 0 0) . 7.5M
Test Description Approved For Release 2003/04/18 : CIA-RDP96-00787R000200150011-4 Scoring 1 S3 S4 S5 S6 Halstead Category Test Nonverbal test requiring abstraction of conceptual relation- ships. Score: Total errors. 7 14 33 26 6 28 Tactual Performance Test Requires placement of 10 geometrically shaped blocks in their correct locations on a formboard while blindfolded. Separate RT, LT, and bimanual trials. Score: Total time (min.). 16.4 11.8 7.7 7.7 11.4 6.9 Speech Perception Test Discrimination of non-word speech sounds. Score: Total errors. 4 2 0 2 5 3 Seashore Rhythm Test Discrimination of nonverbal rhythms. Score: Number correct. 27 25 28 29 26 29 Finger Tapping Test Measure of finger oscillation rate for 10-sec. period, both RT and LT hand trials. Score: No. taps/10 sec. RT/LT 53/50 RT/LT 53/49 RT/LT 48/47 RT/LT 54/53 RT/LT 47/47 RT/LT 48/43 Trail Making Test (Part A) Requires connecting numbered circles in order from 1 to 25. Paper and pencil task. Score: Total times (sec) 40 16 18 19 30 27 Trail Making Test (Part B) Requires connecting alphabetic and numbered circles by alternating 1->A+2->B, etc. Score: Total time (sec) 56 50 55 50 54 53 Knox Cube Test Measure of attention span and immediate visual memory. Score: Number correct. 13 14 13 16 17 17 Raven Progressive Matrices Nonverbal intelligence test involving spatial matrices. Score: Number correct. 39 53 49 55 60 54 Verbal Concept Attainment Test Requires abstraction of verbal conceptual relationships. Score: Number correct. 22 24 27 23 21 24 Buschke Memory Test Requires learning a 20-word list in a maximum of 12 trials with repetition of words omitted after each trial. Score: Max. no. words correctly remembered; List: no. words consistently remembered Total: 14/20 17/20 18/20 19/20 20/20 20/20 List: 8/20 14/20 11/20 16/20 15/20 (8 trials) (7 trials) 16/20 Grooved Pegboard Test Requires insertion of 25 pegs in their holes in a pegboard. Both RT and LT hand trials. Score: Total time (sec). RT/LT 76/74 RT/LT 69/70 RT/LT 58/67 RT/LT 59/67 RT/LT RT/LT 48/50 72/70 Spatial Relations Subtest of the PMA Requires mental rotation and identification of figures rotated in 2 dimensions. Score: no. correct - no. errors. - 60 52 Gottschaldt Hidden Figures Test Requires tracing outline of simple figure hidden within lines of more complexApproved For Release 2003/04/18. : CJA-BDP.96-00787R0002001500Av4- - v. good outst. outst.