64 Appendix 1: Sensitivity analysis Appendices Appendix 1: Sensitivity analysis Sensitivity analysis measures the extent to which a model’s outputs are affected by hypothetical changes in the background data and assumptions. This is especially important when those variables are inherently uncertain. This analysis allows us to identify a plausible range of potential results that would occur if the value of any of the variables is in fact different from what was expected. In this chapter we test the sensitivity of the model to the following input factors: 1) the alternative education variable, 2) the labor import effect variable, 3) the student employment variables, 4) the discount rate, and 5) the retained student variable. Alternative education variable The alternative education variable (15%) accounts for the counterfactual scenario where students would have to seek a similar education elsewhere absent the publicly-funded college in the county. Given the difficulty in accurately specifying the alternative education variable, we test the sensitivity of the taxpayer and social investment analysis results to its magnitude. Variations in the alternative education assumption are calculated around base case results listed in the middle column of Table A1.1. Next, the model brackets the base case assumption on either side with a plus or minus 10%, 25%, and 50% variation in assumptions. Analyses are then repeated introducing one change at a time, holding all other variables constant. For example, an increase of 10% in the alternative education assumption (from 15% to 17%) reduces the taxpayer perspective rate of return from 2.1% to 2.0%. Likewise, a decrease of 10% (from 15% to 14%) in the assumption increases the rate of return from 2.1% to 2.2%. Table A1.1: Sensitivity analysis of alternative education variable, taxpayer and social perspectives % variation in assumption -50% -25% -10% Base case 10% 25% 50% Alternative education variable 8% 11% 14% 15% 17% 19% 23% Taxpayer perspective Net present value (millions) $34 $30 $27 $25 $24 $21 $17 Rate of return 2.7% 2.4% 2.2% 2.1% 2.0% 1.8% 1.5% Benefit-cost ratio 1.48 1.42 1.38 1.36 1.33 1.30 1.24 Social perspective Net present value (millions) $871 $830 $805 $789 $773 $748 $707 Benefit-cost ratio 7.2 6.9 6.7 6.6 6.5 6.3 6.0
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