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HI EXPERTS PLEASE HELP WITH STEP-BY STEP SOLUTION SO I CAN LEARN THANK YOU: Q6 For the STEM data, develop a logistic regression model to
HI EXPERTS PLEASE HELP WITH STEP-BY STEP SOLUTION SO I CAN LEARN THANK YOU:
Q6 | For the STEM data, develop a logistic regression model to predict the probability of applying to a STEM program. | |||||||||
Write down the logistic model here that you developed. Include the output. | ||||||||||
Assume some reasonable values of the independent variables in the final model and calculate the probability | ||||||||||
i | for a white student to apply to a STEM Program, | |||||||||
ii | For a female student | |||||||||
iii | For an Asian Student | |||||||||
STEM | GPA | SAT | White | Female | Asian | |||||
0 | 3.70 | 1420 | 0 | 0 | 1 | |||||
0 | 4.40 | 1240 | 0 | 1 | 1 | |||||
1 | 2.90 | 1450 | 0 | 0 | 0 | |||||
1 | 2.90 | 1520 | 0 | 1 | 0 | |||||
1 | 4.00 | 1530 | 0 | 1 | 0 | |||||
1 | 3.20 | 1500 | 1 | 1 | 0 | |||||
1 | 4.20 | 1490 | 0 | 1 | 1 | |||||
0 | 3.50 | 1140 | 0 | 1 | 0 | |||||
0 | 2.90 | 1390 | 1 | 1 | 0 | |||||
0 | 4.30 | 1100 | 1 | 0 | 0 | |||||
0 | 4.00 | 1380 | 1 | 1 | 0 | |||||
0 | 4.30 | 1200 | 0 | 0 | 1 | |||||
1 | 3.80 | 1600 | 0 | 1 | 0 | |||||
0 | 3.20 | 1070 | 0 | 0 | 1 | |||||
0 | 4.10 | 1070 | 1 | 1 | 0 | |||||
1 | 3.40 | 1450 | 1 | 1 | 0 | |||||
0 | 3.20 | 1320 | 0 | 1 | 0 | |||||
0 | 4.10 | 1350 | 0 | 0 | 0 | |||||
0 | 4.10 | 1140 | 0 | 0 | 0 | |||||
1 | 3.70 | 1370 | 0 | 1 | 1 | |||||
0 | 3.60 | 1050 | 1 | 0 | 0 | |||||
0 | 4.20 | 1290 | 0 | 0 | 0 | |||||
1 | 4.30 | 1590 | 0 | 1 | 0 | |||||
0 | 4.30 | 1370 | 1 | 0 | 0 | |||||
1 | 3.80 | 1430 | 0 | 0 | 0 | |||||
1 | 3.20 | 1480 | 0 | 0 | 0 | |||||
0 | 4.00 | 1210 | 0 | 0 | 1 | |||||
0 | 4.30 | 1310 | 0 | 1 | 0 | |||||
0 | 2.80 | 1240 | 0 | 0 | 0 | |||||
1 | 4.40 | 1390 | 0 | 0 | 0 | |||||
1 | 3.30 | 1560 | 1 | 0 | 0 | |||||
0 | 2.80 | 1350 | 0 | 1 | 0 | |||||
1 | 3.00 | 1540 | 0 | 1 | 0 | |||||
0 | 2.50 | 1110 | 0 | 0 | 0 | |||||
1 | 2.70 | 1350 | 0 | 1 | 0 | |||||
1 | 4.00 | 1340 | 0 | 0 | 0 | |||||
1 | 2.50 | 1450 | 1 | 0 | 0 | |||||
1 | 2.60 | 1460 | 0 | 0 | 0 | |||||
1 | 4.50 | 1350 | 0 | 0 | 1 | |||||
0 | 3.70 | 1140 | 1 | 0 | 0 | |||||
0 | 3.70 | 1290 | 1 | 1 | 0 | |||||
0 | 2.70 | 1030 | 1 | 0 | 0 | |||||
1 | 2.90 | 1570 | 1 | 1 | 0 | |||||
0 | 4.30 | 1180 | 0 | 0 | 0 | |||||
0 | 4.20 | 1100 | 0 | 0 | 0 | |||||
0 | 3.60 | 1140 | 0 | 0 | 0 | |||||
1 | 3.70 | 1490 | 0 | 0 | 1 | |||||
1 | 3.10 | 1360 | 1 | 0 | 0 | |||||
0 | 3.70 | 1060 | 1 | 1 | 0 | |||||
0 | 3.10 | 1100 | 0 | 0 | 1 | |||||
0 | 4.10 | 1100 | 1 | 1 | 0 | |||||
0 | 2.60 | 1370 | 1 | 1 | 0 | |||||
0 | 4.10 | 1240 | 0 | 1 | 1 | |||||
0 | 3.50 | 1060 | 1 | 0 | 0 | |||||
0 | 3.80 | 1180 | 1 | 1 | 0 | |||||
1 | 3.80 | 1460 | 1 | 1 | 0 | |||||
1 | 3.30 | 1350 | 0 | 1 | 1 | |||||
1 | 3.80 | 1400 | 0 | 0 | 0 | |||||
1 | 2.70 | 1530 | 0 | 0 | 1 | |||||
0 | 4.20 | 1110 | 1 | 0 | 0 | |||||
0 | 3.10 | 1170 | 0 | 0 | 1 | |||||
0 | 4.10 | 1070 | 1 | 1 | 0 | |||||
0 | 3.20 | 1170 | 0 | 0 | 0 | |||||
0 | 3.30 | 1340 | 0 | 0 | 0 | |||||
0 | 4.40 | 1030 | 1 | 1 | 0 | |||||
0 | 2.80 | 1320 | 0 | 0 | 0 | |||||
1 | 2.90 | 1340 | 1 | 0 | 0 | |||||
1 | 2.70 | 1520 | 0 | 1 | 0 | |||||
1 | 3.90 | 1440 | 0 | 1 | 1 | |||||
0 | 3.90 | 1180 | 1 | 1 | 0 | |||||
0 | 3.70 | 1440 | 1 | 1 | 0 | |||||
0 | 3.40 | 1190 | 1 | 1 | 0 | |||||
1 | 3.20 | 1380 | 1 | 0 | 0 | |||||
0 | 2.80 | 1430 | 0 | 1 | 0 | |||||
1 | 3.80 | 1270 | 1 | 0 | 0 | |||||
0 | 3.60 | 1210 | 1 | 0 | 0 | |||||
1 | 4.40 | 1470 | 0 | 1 | 0 | |||||
1 | 2.90 | 1560 | 1 | 1 | 0 | |||||
1 | 4.50 | 1500 | 0 | 0 | 0 | |||||
1 | 3.80 | 1380 | 0 | 0 | 1 | |||||
0 | 2.60 | 1020 | 0 | 1 | 0 | |||||
0 | 4.40 | 1460 | 1 | 1 | 0 | |||||
1 | 3.30 | 1550 | 1 | 1 | 0 | |||||
1 | 4.00 | 1400 | 0 | 1 | 1 | |||||
0 | 2.60 | 1200 | 0 | 0 | 0 | |||||
1 | 4.10 | 1190 | 1 | 0 | 0 | |||||
1 | 2.80 | 1410 | 1 | 0 | 0 | |||||
0 | 4.50 | 1190 | 1 | 1 | 0 | |||||
0 | 2.80 | 1010 | 0 | 1 | 0 | |||||
0 | 3.00 | 1030 | 0 | 0 | 1 | |||||
0 | 3.30 | 1080 | 1 | 0 | 0 | |||||
1 | 3.80 | 1520 | 0 | 0 | 0 | |||||
0 | 4.50 | 1380 | 1 | 1 | 0 | |||||
0 | 3.90 | 1030 | 0 | 1 | 1 | |||||
0 | 3.60 | 1240 | 0 | 1 | 1 | |||||
1 | 3.60 | 1200 | 0 | 0 | 1 | |||||
1 | 4.00 | 1320 | 0 | 1 | 0 | |||||
0 | 4.30 | 1300 | 0 | 1 | 0 | |||||
0 | 3.90 | 1070 | 0 | 1 | 0 | |||||
1 | 3.30 | 1430 | 0 | 1 | 1 | |||||
1 | 4.40 | 1400 | 0 | 0 | 1 | |||||
0 | 2.70 | 1420 | 1 | 1 | 0 | |||||
1 | 3.30 | 1310 | 1 | 1 | 0 | |||||
1 | 3.90 | 1450 | 1 | 1 | 0 | |||||
1 | 2.70 | 1470 | 0 | 0 | 0 | |||||
1 | 3.40 | 1560 | 0 | 0 | 0 | |||||
1 | 4.20 | 1550 | 0 | 0 | 0 | |||||
1 | 3.70 | 1350 | 0 | 0 | 0 | |||||
0 | 2.60 | 1240 | 0 | 0 | 1 | |||||
0 | 2.90 | 1170 | 0 | 1 | 1 | |||||
1 | 2.60 | 1370 | 0 | 0 | 0 | |||||
1 | 3.00 | 1470 | 0 | 1 | 0 | |||||
0 | 3.80 | 1030 | 1 | 1 | 0 | |||||
1 | 3.10 | 1600 | 0 | 1 | 0 | |||||
0 | 4.00 | 1170 | 0 | 1 | 1 | |||||
0 | 4.10 | 1070 | 0 | 0 | 0 | |||||
1 | 4.30 | 1420 | 0 | 0 | 0 | |||||
0 | 3.90 | 1080 | 1 | 1 | 0 | |||||
0 | 3.80 | 1250 | 0 | 0 | 1 | |||||
0 | 3.80 | 1030 | 0 | 0 | 0 | |||||
1 | 3.70 | 1210 | 0 | 0 | 1 | |||||
0 | 4.30 | 1340 | 0 | 1 | 0 | |||||
0 | 3.60 | 1340 | 0 | 1 | 0 | |||||
0 | 4.40 | 1190 | 0 | 0 | 0 | |||||
0 | 2.80 | 1120 | 1 | 1 | 0 | |||||
0 | 2.70 | 1250 | 1 | 0 | 0 | |||||
0 | 4.30 | 1040 | 0 | 0 | 1 | |||||
0 | 3.30 | 1370 | 1 | 1 | 0 | |||||
1 | 4.40 | 1550 | 1 | 1 | 0 | |||||
1 | 3.20 | 1470 | 0 | 0 | 1 | |||||
1 | 2.70 | 1560 | 1 | 1 | 0 | |||||
0 | 3.00 | 1230 | 0 | 1 | 0 | |||||
1 | 3.60 | 1510 | 0 | 1 | 0 | |||||
0 | 4.50 | 1070 | 0 | 1 | 1 | |||||
1 | 3.70 | 1460 | 0 | 1 | 0 | |||||
0 | 3.50 | 1190 | 0 | 1 | 1 | |||||
1 | 3.00 | 1240 | 1 | 0 | 0 | |||||
1 | 3.90 | 1390 | 0 | 1 | 0 | |||||
1 | 3.50 | 1570 | 0 | 0 | 0 | |||||
1 | 3.10 | 1510 | 0 | 1 | 1 | |||||
0 | 3.00 | 1260 | 0 | 0 | 1 | |||||
1 | 4.20 | 1440 | 0 | 0 | 1 | |||||
1 | 2.60 | 1430 | 1 | 0 | 0 | |||||
0 | 3.60 | 1040 | 0 | 1 | 0 | |||||
0 | 3.40 | 1040 | 1 | 1 | 0 | |||||
0 | 3.50 | 1080 | 0 | 1 | 1 | |||||
0 | 3.00 | 1240 | 0 | 1 | 1 | |||||
0 | 3.60 | 1350 | 1 | 0 | 0 | |||||
1 | 3.60 | 1450 | 0 | 0 | 1 | |||||
0 | 2.90 | 1240 | 0 | 1 | 0 | |||||
0 | 4.30 | 1230 | 0 | 0 | 0 | |||||
0 | 3.90 | 1150 | 0 | 1 | 0 | |||||
1 | 3.20 | 1370 | 1 | 1 | 0 | |||||
1 | 3.70 | 1570 | 0 | 0 | 1 | |||||
0 | 3.30 | 1250 | 0 | 0 | 0 | |||||
0 | 3.20 | 1020 | 0 | 0 | 0 | |||||
1 | 3.40 | 1390 | 0 | 1 | 0 | |||||
1 | 3.70 | 1380 | 0 | 0 | 1 | |||||
0 | 3.40 | 1060 | 0 | 0 | 0 | |||||
0 | 4.30 | 1070 | 0 | 0 | 1 | |||||
1 | 2.60 | 1550 | 1 | 1 | 0 | |||||
1 | 3.10 | 1430 | 1 | 0 | 0 | |||||
0 | 2.90 | 1030 | 1 | 1 | 0 | |||||
0 | 3.10 | 1210 | 0 | 0 | 0 | |||||
0 | 3.40 | 1010 | 1 | 1 | 0 | |||||
1 | 2.50 | 1380 | 1 | 0 | 0 | |||||
1 | 2.70 | 1540 | 1 | 1 | 0 | |||||
0 | 3.50 | 1190 | 0 | 0 | 0 | |||||
0 | 4.40 | 1340 | 0 | 1 | 0 | |||||
1 | 3.70 | 1530 | 0 | 1 | 1 | |||||
0 | 2.60 | 1000 | 0 | 0 | 0 | |||||
1 | 4.30 | 1480 | 1 | 0 | 0 | |||||
1 | 3.60 | 1200 | 1 | 0 | 0 | |||||
0 | 4.00 | 1080 | 0 | 0 | 0 | |||||
1 | 3.00 | 1450 | 1 | 0 | 0 | |||||
0 | 3.20 | 1280 | 0 | 1 | 0 | |||||
0 | 4.10 | 1100 | 0 | 0 | 0 | |||||
0 | 3.50 | 1050 | 0 | 0 | 0 | |||||
1 | 3.80 | 1430 | 1 | 0 | 0 | |||||
1 | 3.90 | 1580 | 0 | 0 | 0 | |||||
0 | 3.50 | 1110 | 0 | 1 | 1 | |||||
1 | 2.70 | 1520 | 0 | 1 | 0 | |||||
0 | 3.10 | 1020 | 0 | 1 | 1 | |||||
1 | 4.40 | 1450 | 1 | 0 | 0 | |||||
0 | 3.60 | 1310 | 0 | 1 | 0 | |||||
0 | 3.20 | 1050 | 0 | 1 | 0 | |||||
1 | 3.60 | 1490 | 1 | 0 | 0 | |||||
0 | 2.60 | 1160 | 0 | 0 | 0 | |||||
0 | 4.10 | 1400 | 0 | 1 | 0 | |||||
0 | 3.30 | 1290 | 0 | 1 | 1 | |||||
0 | 2.90 | 1250 | 1 | 1 | 0 | |||||
1 | 4.10 | 1370 | 0 | 0 | 1 | |||||
1 | 3.90 | 1330 | 0 | 0 | 1 | |||||
0 | 2.80 | 1170 | 1 | 1 | 0 | |||||
1 | 3.00 | 1520 | 1 | 0 | 0 | |||||
0 | 3.80 | 1240 | 1 | 0 | 0 | |||||
0 | 3.10 | 1220 | 1 | 1 | 0 | |||||
0 | 3.90 | 1100 | 1 | 0 | 0 | |||||
1 | 2.90 | 1550 | 1 | 1 | 0 | |||||
0 | 4.50 | 1360 | 0 | 0 | 0 | |||||
0 | 4.40 | 1090 | 0 | 1 | 1 | |||||
1 | 2.50 | 1520 | 1 | 0 | 0 | |||||
0 | 4.10 | 1200 | 0 | 1 | 1 | |||||
1 | 2.90 | 1490 | 1 | 0 | 0 | |||||
0 | 4.30 | 1260 | 1 | 1 | 0 | |||||
1 | 4.50 | 1430 | 0 | 0 | 0 | |||||
0 | 4.40 | 1250 | 0 | 0 | 0 | |||||
1 | 2.80 | 1590 | 1 | 0 | 0 | |||||
1 | 3.10 | 1410 | 0 | 0 | 1 | |||||
1 | 4.00 | 1230 | 1 | 0 | 0 | |||||
0 | 2.50 | 1010 | 1 | 1 | 0 | |||||
0 | 2.60 | 1240 | 0 | 1 | 0 | |||||
0 | 4.10 | 1120 | 0 | 1 | 0 | |||||
0 | 2.70 | 1100 | 0 | 0 | 1 | |||||
0 | 4.00 | 1240 | 0 | 0 | 1 | |||||
0 | 3.60 | 1510 | 0 | 1 | 0 | |||||
0 | 2.70 | 1290 | 0 | 1 | 0 | |||||
1 | 3.40 | 1580 | 0 | 1 | 0 | |||||
1 | 3.60 | 1410 | 0 | 0 | 1 | |||||
0 | 2.70 | 1050 | 0 | 1 | 1 | |||||
1 | 4.00 | 1480 | 0 | 1 | 1 | |||||
0 | 4.40 | 1090 | 0 | 0 | 0 | |||||
1 | 3.20 | 1590 | 0 | 0 | 1 | |||||
1 | 2.80 | 1530 | 1 | 1 | 0 | |||||
1 | 4.20 | 1570 | 1 | 1 | 0 | |||||
0 | 2.60 | 1050 | 0 | 1 | 0 | |||||
0 | 3.80 | 1030 | 1 | 0 | 0 | |||||
1 | 3.60 | 1330 | 0 | 0 | 1 | |||||
1 | 2.50 | 1330 | 1 | 0 | 0 | |||||
0 | 3.30 | 1350 | 1 | 1 | 0 | |||||
1 | 2.50 | 1220 | 0 | 0 | 1 | |||||
0 | 3.70 | 1270 | 0 | 1 | 1 | |||||
1 | 4.10 | 1390 | 0 | 0 | 0 | |||||
1 | 2.60 | 1560 | 0 | 1 | 1 | |||||
0 | 4.30 | 1020 | 0 | 0 | 0 | |||||
0 | 4.40 | 1050 | 0 | 0 | 1 | |||||
0 | 2.90 | 1050 | 1 | 0 | 0 | |||||
0 | 2.50 | 1050 | 1 | 1 | 0 | |||||
0 | 3.90 | 1300 | 0 | 1 | 1 | |||||
0 | 3.80 | 1390 | 0 | 1 | 0 |
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