
Terri M. answered 02/19/14
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I taught Statistics I at Suffolk County Community College for 11 years
A standardize score of +1.23 represents that the raw score is 1.23 standard deviations ABOVE the mean. (NOTE: If the standardized score was -1.23, then the raw score would be 1.23 standard deviations BELOW the mean)
The mean is 100 and the size of the standard deviation is 15. So the raw score (Tom's score on the test) is:
100 + (+1.23)(15) = 100 + 18.45 = 118.45 rounded to 118.
Another note - the distribution does not need to be normally distributed for this calculation to be valid. However, the idea of standardized scores (or z-scores) directly relate to the Standard Normal Distribution Curve.