Principal Components/Factor Analysis

Example

    PRINCIPAL COMPONENT LOADINGS
    1 2 3 4 5 6 7 8 9 10
s29 I’m worried about the effects of … 0.82 0.00 0.06 0.01 -0.06 0.01 0.10 0.01 0.05 0.02
s28 I’m worried about the toxic effects of … 0.80 0.00 -0.01 0.00 0.03 0.05 0.12 -0.06 0.01 -0.02
s24 I am cautious about … 0.80 -0.03 -0.02 -0.02 0.05 0.01 0.12 -0.07 -0.02 -0.02
s25 I am cautious about … 0.80 -0.04 0.00 -0.06 -0.05 0.00 0.11 0.02 0.03 0.02
s1 I always/almost always … -0.02 0.71 -0.17 -0.05 -0.01 -0.04 -0.09 0.13 0.03 -0.06
s4 I am organized when it comes to … 0.00 0.67 -0.20 -0.14 0.02 -0.01 -0.16 0.21 0.11 -0.04
s8 I am interested in … -0.06 0.62 -0.01 0.13 0.02 0.00 -0.09 0.05 -0.30 0.04
s6 I get a real buzz out of … -0.04 0.51 0.12 0.14 0.02 0.01 0.14 -0.04 -0.44 0.11
s3 Taking care of my appearance is … 0.01 0.50 0.01 -0.10 0.19 0.00 0.05 -0.27 0.11 0.09
s9 It is difficult to plan … 0.03 -0.06 0.79 0.00 -0.03 0.01 0.01 0.15 0.03 -0.01
s10 My current priority is to … 0.00 0.02 0.72 -0.01 -0.06 0.18 -0.20 0.19 0.08 -0.01
s7 Sometimes, my ... is a disaster! -0.03 -0.29 0.52 0.26 0.01 0.03 0.13 -0.08 -0.04 0.08
s5 I am confident about … -0.02 0.38 -0.47 -0.36 0.10 0.03 0.07 0.07 0.08 0.12
s11 I tend to … 0.03 0.00 0.41 0.08 0.01 0.03 0.34 -0.10 -0.20 -0.21
s20 I have all the things I need to … 0.04 0.13 -0.02 -0.74 0.08 0.06 0.11 0.07 0.05 0.10
s21 I’d be happier if I could … -0.04 0.07 0.11 0.74 -0.02 0.06 0.05 0.19 0.04 -0.03
s15 There are certain people … 0.00 -0.02 0.12 0.63 0.00 0.12 0.09 0.28 0.00 0.01
s26 I know where to find out about … -0.02 0.07 -0.04 -0.05 0.94 -0.06 -0.01 0.00 -0.01 0.01
s27 I know where to find out about … -0.01 0.06 -0.06 -0.05 0.94 -0.05 -0.03 0.01 -0.01 0.01
s31 I would only have … if … 0.04 -0.02 0.07 0.07 -0.05 0.92 0.01 0.10 0.00 -0.02
s30 I would only have … if … 0.03 -0.01 0.11 0.04 -0.05 0.92 0.01 0.10 0.03 0.00
s22 I regard … as an extravagance 0.27 -0.08 -0.04 0.02 0.00 0.00 0.85 0.02 0.08 -0.05
s23 I regard ... as an extravagance 0.28 -0.11 0.00 -0.01 -0.04 0.01 0.83 0.07 0.11 -0.01
s17 The things I own say … -0.02 0.08 0.14 -0.02 -0.06 0.05 0.07 0.73 0.02 0.01
s16 Some of the most important … -0.05 0.01 0.04 0.21 0.04 0.10 -0.05 0.71 0.00 -0.06
s19 I like a lot of ... in my life -0.04 0.15 -0.06 0.27 0.11 0.08 0.04 0.51 -0.38 -0.06
s18 I usually only … 0.06 0.05 -0.02 0.03 0.03 0.01 0.11 -0.04 0.78 0.02
s2 I tend to feel guilty if … -0.03 -0.12 0.35 0.26 -0.07 0.15 0.20 -0.08 0.39 -0.07
s13 I enjoy having … 0.02 0.30 0.04 0.00 0.04 -0.02 0.05 -0.01 -0.04 0.71
s14 I don’t like to … -0.02 0.15 0.18 0.01 0.05 0.07 0.07 0.25 0.14 -0.57
s12 I don’t get particularly upset when … -0.04 -0.12 0.03 -0.25 0.05 0.08 -0.13 0.13 0.24 0.51
  VARIANCE EXPLAINED 9.0 7.4 6.8 6.6 6.1 5.9 5.8 5.7 4.5 3.9
  CUMULATIVE VARIANCE EXPLAINED 9.0 16.3 23.1 29.7 35.8 41.7 47.5 53.2 57.7 61.6