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154 <br />That is, we subtract the average for all sewered communities from each community's <br />measure and divide by the standard deviation.' The specific formulas for determining the <br />Z-scores for each community are: <br />* —� = �,4/�vT/�bA��� �--Share - 0�GG\ � 025 <br />*ouxms `---'—'` �� --' <br />p Z JoblWorker Balance =(Community's J0b/N/oOherBalance Ratio - 1.09A � 0.52 <br />These Z-scores can be positive (if the community has a h ig her-th an -average ratio or <br />proportion) or negative (if the community has a lower-th an -average ratio or proportion). <br />Values of Z scores represent how many standard deviations each community is from <br />the average ratio or proportion, which is represented by aZscore of0. For example, a <br />community with aZscore of+2.0 has asubstantially higher ratio or proportion than average, <br />and 8c0rnrnunity with 8Zscore 0f-2.0 has 8substantially lower ratio or proportion than <br />average. <br />Next, weresmded both sets of Zocores to percentages so that the pre -adjusted allocation <br />would not be increased by more than 100% or decreased by more than 100Y6.mThis simply <br />changes the scale of the standardized scores; it does not change their distributions. <br />The result is aoet ofadjustment factors that can be weighted as desired to achieve the <br />intent of the policy. For example, weighting each adjustment factor at 50% would a||ovv <br />existing affordable housing and job/worker balance to affect the adjustment step equally. <br />We weight the affordable housing adjustment at 67% and the j0b/vv0rkerb8|8nce adjustment <br />at 33%, allowing affordable housing to have twice as much influence on the allocation as <br />job/worker balance. We do this because the existing housing stock is a more stable and <br />place -based indicator; workers are more likely to move than housing units are. <br />Table B-2 shows these calculations for Chanhassen and Maplewood. For example, 34% of <br />Chanhassen's existing housing units are affordable to low-income households— lower than <br />66%, the average share for all sewered communities. This is reflected in the Z score of +1.28 <br />for Chanhassen's housing measure. (The actual Z score is -1.28, but we reverse the sign <br />because the original measure does not go in the desired direction: communities with <br />lower -than -average existing affordable housing shares have their allocations adjusted <br />upvv8rdo]W18p|evv00d'oaffordable housing share 0f83Y6,though, iohigher than the <br />average of00Y6;itreceives aZscore of-0.08. <br />If we multiplied the pre -adjusted allocation by the standardized scores in Column C to <br />calculate the adjustments, some communities' allocations could be negative or more than <br />their forecasted growth. The rescaled standardized scores described above avoid this <br />problem: Chanhaaoen'oreoca|ed housing score io+0.38, while W1ap|evvood\u io0.20. <br />Applying weights (Column El to the reocaed Z scores (Column [) yields the final adjustment <br />factors (Column F): +26% for Chanhassen and -14% for Maplewood. <br />The jobs adjustment factors work identically, although the sign of the Z score is not <br />Appendices <br />