EXST7037 Multivariate Methods Factor Analysis Page 1 TWENTY FOUR PSYCHOLOGICAL TESTS Rotated Principal Components 4 factors retained Rotated Factor Pattern Variable Factor1 Factor2 Factor3 Factor4 TEST01 0.15661 0.71288 0.22578 0.14209 Visual Perception TEST02 0.08687 0.59303 0.08143 0.02859 Cubes TEST03 0.14280 0.66214 -0.04220 0.10761 Paper Form Board TEST04 0.24762 0.61734 0.08861 0.02638 Flags TEST05 0.78616 0.15256 0.21802 0.11214 General Information TEST06 0.80579 0.17751 0.06885 0.20575 Paragraph Comprehension TEST07 0.84974 0.15009 0.15018 0.05560 Sentence Completion TEST08 0.64019 0.31128 0.23867 0.10586 Word Classification TEST09 0.84160 0.16474 0.05571 0.19377 Word Meaning TEST10 0.17870 -0.13210 0.83285 0.12279 Addition TEST11 0.18386 0.04613 0.62838 0.36709 Code TEST12 0.01786 0.16715 0.79669 0.05320 Counting Dots TEST13 0.18366 0.41314 0.62401 0.03395 Straight-Curved Capitals TEST14 0.23338 -0.01149 0.05815 0.68024 Word Recognition TEST15 0.11563 0.07910 0.04834 0.67362 Number Recognition TEST16 0.06073 0.45696 0.04762 0.58201 Figure Recognition TEST17 0.14368 0.01000 0.24248 0.67597 Object - Number TEST18 -0.01555 0.32043 0.39893 0.49512 Number - Figure TEST19 0.13555 0.25131 0.19694 0.42071 Figure - Word TEST20 0.43235 0.43367 0.08946 0.29590 Deduction TEST21 0.18016 0.41991 0.50307 0.17037 Numerical Puzzles TEST22 0.41646 0.41317 0.12994 0.29070 Problem Reasoning TEST23 0.41607 0.52496 0.24569 0.20322 Series Completion TEST24 0.40142 0.14411 0.54923 0.25573 Arithmetic Problems MAXIMUM LIKELIHOOD EXPLORATORY FACTOR ANALYSIS Rotated Factor Pattern Variable Factor1 Factor2 Factor3 Factor4 TEST01 0.16024 0.68934 0.18691 0.16044 Visual Perception TEST02 0.11715 0.43585 0.08321 0.09642 Cubes TEST03 0.13667 0.57036 -0.01949 0.10999 Paper Form Board TEST04 0.23341 0.52735 0.09895 0.08015 Flags TEST05 0.73881 0.18506 0.21316 0.14991 General Information TEST06 0.76672 0.20456 0.06630 0.23322 Paragraph Comprehension TEST07 0.80601 0.19684 0.15289 0.07496 Sentence Completion TEST08 0.56935 0.33851 0.24195 0.13171 Word Classification TEST09 0.80617 0.20116 0.04055 0.22670 Word Meaning TEST10 0.16739 -0.11824 0.83095 0.16641 Addition TEST11 0.17966 0.11994 0.51230 0.37409 Code TEST12 0.01883 0.21023 0.71599 0.08831 Counting Dots TEST13 0.18751 0.43775 0.52520 0.08176 Straight-Curved Capitals TEST14 0.19729 0.04962 0.08158 0.55315 Word Recognition TEST15 0.12177 0.11623 0.07421 0.51975 Number Recognition TEST16 0.06858 0.40780 0.06236 0.52539 Figure Recognition TEST17 0.14201 0.06173 0.21950 0.57419 Object - Number TEST18 0.02591 0.29327 0.33622 0.45566 Number - Figure TEST19 0.14828 0.23916 0.16113 0.36517 Figure - Word TEST20 0.37748 0.40163 0.11813 0.30105 Deduction TEST21 0.17457 0.38064 0.43833 0.22270 Numerical Puzzles TEST22 0.36624 0.39881 0.12254 0.30129 Problem Reasoning TEST23 0.36863 0.50038 0.24372 0.23890 Series Completion TEST24 0.36979 0.15751 0.49636 0.30380 Arithmetic ProblemsEXST7037 Multivariate Methods Factor Analysis Page 2 MAXIMUM LIKELIHOOD EXPLORATORY FACTOR ANALYSIS Rotated Factor Pattern (Standardized Regression Coefficients) Variable Factor1 Factor2 Factor3 Factor4 TEST01 -0.00981 0.72871 0.07022 -0.00921 Visual Perception TEST02 0.01837 0.46193 0.00361 -0.00764 Cubes TEST03 0.02580 0.62532 -0.13625 -0.00101 Paper Form Board TEST04 0.13688 0.54567 -0.00272 -0.06822 Flags TEST05 0.77405 -0.00025 0.10043 -0.02880 General Information TEST06 0.80917 0.01584 -0.08643 0.09045 Paragraph Comprehension TEST07 0.87273 0.01993 0.03473 -0.11992 Sentence Completion TEST08 0.54181 0.22037 0.13577 -0.05666 Word Classification TEST09 0.86118 0.00697 -0.11893 0.08159 Word Meaning TEST10 0.07245 -0.30061 0.91104 0.02780 Addition TEST11 0.04637 -0.02803 0.47996 0.28854 Code TEST12 -0.14017 0.15011 0.76653 -0.08078 Counting Dots TEST13 0.03983 0.40355 0.49889 -0.12484 Straight-Curved Capitals TEST14 0.11182 -0.10448 -0.03153 0.59688 Word Recognition TEST15 0.01609 -0.00106 -0.03421 0.55875 Number Recognition TEST16 -0.10632 0.35664 -0.08238 0.51994 Figure Recognition TEST17 0.02065 -0.09672 0.12660 0.60190 Object - Number TEST18 -0.15978 0.21486 0.26130 0.41296 Number - Figure TEST19 0.03680 0.15999 0.07021 0.32931 Figure - Word TEST20 0.29052 0.31818 -0.01843 0.18992 Deduction TEST21 0.02386 0.32015 0.38605 0.07313 Numerical Puzzles TEST22 0.27718 0.31685 -0.01169 0.19185 Problem Reasoning TEST23 0.25260 0.43601 0.12203 0.07353 Series Completion TEST24 0.27721 -0.01074 0.44515 0.16775 Arithmetic Problems MAXIMUM LIKELIHOOD EXPLORATORY FACTOR ANALYSIS Rotation Method: Promax (power = 3) Factor Structure (Correlations) Variable Factor1 Factor2 Factor3 Factor4 TEST01 0.36924 0.74685 0.34572 0.36434 Visual Perception TEST02 0.24176 0.46866 0.18710 0.22233 Cubes TEST03 0.27704 0.58444 0.11663 0.24843 Paper Form Board TEST04 0.37099 0.57893 0.23315 0.25296 Flags TEST05 0.80021 0.40290 0.39159 0.36896 General Information TEST06 0.82427 0.42025 0.27741 0.42944 Paragraph Comprehension TEST07 0.84132 0.40230 0.33227 0.30352 Sentence Completion TEST08 0.67681 0.51064 0.40923 0.35568 Word Classification TEST09 0.85514 0.41990 0.25797 0.42576 Word Meaning TEST10 0.29619 0.10231 0.83484 0.31982 Addition TEST11 0.35296 0.31867 0.61461 0.50820 Code TEST12 0.19722 0.34135 0.73421 0.26500 Counting Dots TEST13 0.37569 0.55756 0.61637 0.30571 Straight-Curved Capitals TEST14 0.32106 0.22208 0.23518 0.58427 Word Recognition TEST15 0.25735 0.25958 0.21830 0.55050 Number Recognition TEST16 0.27289 0.52031 0.24405 0.60486 Figure Recognition TEST17 0.29808 0.24924 0.36274 0.62115 Object - Number TEST18 0.23632 0.43515 0.46438 0.55762 Number - Figure TEST19 0.29287 0.36208 0.29222 0.45329 Figure - Word TEST20 0.52533 0.54325 0.30322 0.46601 Deduction TEST21 0.36512 0.51676 0.55221 0.40687 Numerical Puzzles TEST22 0.51487 0.53896 0.30506 0.46419 Problem Reasoning TEST23 0.54692 0.64178 0.42325 0.45040 Series Completion TEST24 0.52339 0.37757 0.62387 0.48572 Arithmetic ProblemsEXST7037 Multivariate Methods Factor Analysis Page 3 1 ********************************************************************; 2 * harmfact.sas -- Maximum Likelihood Factor Analysis *; 3 * SEE HARMAN, Harry H., MODERN FACTOR ANALYSIS, 2ND ED *; 4 * University of Chicago Press [1967], 508 pp.