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Given the following output from the LOGISTIC procedure:
Which variables, among those that are statistically significant at an alpha of 0.05, have the greatest and least relative importance on the fitted model?
Suggested Answer: C
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34 comments · newest first
LE
Levi
11 months ago
I’m not convinced about HOME being the least important.
AS
Ashton
11 months ago
DOWN_AMT being the greatest makes sense, it's a big factor.
WI
Willodean
11 months ago
Wait, why is CASH the least important? That seems off.
GL
Glory
12 months ago
Totally agree, MBAL is a key player here.
AN
Andra
12 months ago
Looks like MBAL has the greatest importance!
MO
Mozell
12 months ago
I believe the greatest importance is usually tied to the variable with the highest odds ratio. I think it might be MBAL, but I need to double-check that.
AS
Ashleigh
1 year ago
I feel a bit confused about the least important variable. Was it CASH or HOME? I can't quite remember which one we said was less significant.
EL
Elenore
1 year ago
I think we had a practice question similar to this, and I recall that DOWN_AMT was often highlighted as important. Maybe it's the greatest here too?
DO
Dortha
1 year ago
I remember that we discussed how to identify the most significant variables in logistic regression, but I'm not sure if it's MBAL or DOWN_AMT that's the greatest.
MA
Marshall
1 year ago
I'm a bit confused by the output format. I'll need to make sure I understand how to interpret the results before I can confidently answer this question.
RO
Ronny
1 year ago
Okay, I see the p-values for each variable. I think I can use those to identify the statistically significant ones at the 0.05 level, and then compare the coefficient magnitudes to determine the relative importance.
OL
Oliva
1 year ago
Hmm, this looks like a tricky one. I'll need to carefully examine the output and think through the significance levels to determine the variables with the greatest and least relative importance.
CR
Cristy
1 year ago
The key here is to focus on the variables that are statistically significant at the 0.05 level. From there, I can compare the coefficient values to determine which has the greatest and least relative importance.
AR
Arlene
1 year ago
Hmm, I'm a bit unsure about this one. The options seem pretty similar, and I'm not entirely sure which one is the primary objective. I'll have to think it through carefully.
SH
Shenika
2 years ago
Anyone else feel like they're just playing a game of logistic regression Mad Libs here? Greatest, least, who cares! I'm just gonna put in random variables and see what happens. Shake things up, that's my motto!
QU
Quentin
2 years ago
I'm with Isidra on this one. Shaking things up is the way to go. But I'm gonna swap it - greatest is HOME, least is DOWN_AMT. Gotta keep 'em guessing!
IS
Isidra
2 years ago
Ha, this is a tough one! I'm gonna go with option D just to be different. Greatest is DOWN_AMT, least is HOME. Why not, right? Gotta keep the exam folks on their toes!
JO
Johana
2 years ago
I'm not sure about this one, but I'll go with option B. Greatest is MBA and least is CASH.
EL
Elke
2 years ago
I agree with you on option D. Greatest is DOWN_AMT and least is HOME.
CA
Cammy
2 years ago
I'm leaning towards option C. Greatest is DOWN_AMT and least is CASH.
AN
Antonio
2 years ago
I think option A is the correct one. Greatest is MBA and least is DOWN_AMT.
LI
Lisandra
2 years ago
Yeah, I agree. It's always good to think outside the box when answering questions like this.
BU
Bulah
2 years ago
I think option D is a good choice. DOWN_AMT seems to have the greatest importance on the model.
XE
Xenia
2 years ago
Hmm, I'm not so sure. The p-values for both MBA and DOWN_AMT seem pretty low, so they could both be significant. I'm leaning towards option B - greatest is MBA, least is CASH.
PA
Patria
2 years ago
I think CASH might have the least importance based on the output.
EL
Eliseo
2 years ago
I agree, MBA does seem to have a significant impact.
SH
Shayne
2 years ago
I see your point, Daron. It's important to carefully consider the significance of each variable in the model.
JA
Jaime
2 years ago
The output looks pretty straightforward. I think the greatest variable is MBA and the least is DOWN_AMT. Easy choice, option A is the way to go.
HU
Huey
2 years ago
DOWN_AMT being the least significant variable is also evident from the output.
JO
Johnetta
2 years ago
The output does make it clear that MBA has the greatest importance.
BE
Bev
2 years ago
I agree, option A seems to be the correct choice.
DA
Daron
2 years ago
I disagree, I think the answer is C) Greatest: DOWN_AMT, Least: CASH. DOWN_AMT has the greatest relative importance and CASH has the least.
HA
Hailey
2 years ago
I believe the answer is A) Greatest: MBA, Least: DOWN_AMT. MBA has the greatest relative importance and DOWN_AMT has the least.
SH
Shayne
2 years ago
I think the question is asking about the variables with the greatest and least relative importance on the fitted model.