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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 4.

Direct and Indirect Effects of Working Memory-Numbers, Phonological Processing, and Processing Speed on Pre-Algebraic Knowledge (n=279)

Type of Effect Effect of
Working Memory-Numbers
Phonological Processing
Processing Speed
path S.E. b/S.E. p path S.E. b/S.E. p path S.E. b/S.E. p
Direct
Total Indirect .052 .029 1.76 .078 .099 .029 3.37 .001 .089 .028 3.22 .001
via G2C .000 .000 0.05 .961 .001 .007 0.11 .913 .002 .015 0.11 .914
 G2W .001 .007 0.20 .839 .002 .008 0.29 .770 .006 .007 0.83 .408
 G3C .042 .021 1.99 .047 .048 .019 2.58 .010 .026 .019 1.37 .171
 G3W .004 .008 0.50 .615 .016 .011 1.40 .161 .002 .008 0.30 .762

G=grade; C=calculations; W=word problems. Nonverbal reasoning is WASI-Matrix Reasoning. Language is a composite score across Wechsler Abbreviated Scale of Intelligence (WASI)-Vocabulary subtest and Woodcock Diagnostic Reading Battery-Listening Comprehension. Attentive Behavior is SWAN. Working Memory (WM)-Sentences and WM-Numbers, respectively, are Listening Recall and Counting Recall from the Working Memory Test Battery–Children. Phonological Processing is Comprehensive Test of Phonological Processing-Sound Matching. Processing Speed is Woodcock Johnson III Visual Matching. Grade 2 Calculations is Single-Digit Addition. Grade 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.