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. Author manuscript; available in PMC: 2013 Sep 1.
Published in final edited form as: Dev Psychol. 2012 Mar 12;48(5):1315–1326. doi: 10.1037/a0027475

Table 2.

Direct and Indirect Effects of Arithmetic on Pre-Algebraic Knowledge (n=279)

Type of Effect Effect of
G2 Calculations
G2 Word Problems
G3 Calculations
G3 Word Problems
path S.E. b/S.E. p path S.E. b/S.E. p path S.E. b/S.E. p path S.E. b/S.E. p
Direct .001 .007 0.11 .913 .147 .053 2.78 .005 .391 .060 6.77 <.000 .176 .060 2.92 .004
Total Indirect .236 .035 6.77 <.001 .067 .029 2.30 .022 .026 .013 2.01 .045 NA
 G2W .032 .013 2.53 .011 NA NA NA
 G3C .160 .030 5.33 <.001 .026 .022 1.18 .239 NA NA
 G3W .018 .012 1.51 .132 .039 .015 2.60 .009 .026 .013 2.01 .045 NA

b=standardized beta value; G=grade; C=calculations; W=word problems. Grade 2 Calculations is Single-Digit Addition. Grace 2 Word Problems is Story Problems. Grade 3 Calculations is a composite score across Single-Digit Addition Double-Digit Addition and Double-Digit Subtraction Tests. Word Problems is the Iowa Test of Basic Skills- Problem Solving and Data Interpretation. Pre-algebraic knowledge is the Pre-algebraic knowledge Test