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Suppose You Are Interested in Explaining Student Evaluations of Teaching

question 30

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Suppose you are interested in explaining Student Evaluations of Teaching (which are calculated on the following 4-point scale: (1)Poor, (2)Fair, (3)Good,and (4)Excellent)in a sample of 15,239 college students and that using the multinomial logit you obtain the following coefficient estimates (standard errors in parentheses) SETi^=2.48+0.97 Avg. GPA i1.52% Freshmen i0.24% Male i+2.04 % Majors (0.83)(0.45)(0.66)(0.15)(0.77)\begin{array} { l l l lll } \widehat { S E T _ { i } } = &2.48 +& 0.97 \text { Avg. GPA } _ { i } - &1.52 \% \text { Freshmen } _ { i } - &0.24 \% \text { Male } _ { i } +& 2.04 \text { \% Majors } \\&( 0.83 ) &( 0.45 ) & ( 0.66 ) & ( 0.15 ) & ( 0.77 )\end{array}
a)How should you interpret the estimated coefficient on Average GPA? Does this make economic sense? Explain.
b)How should you interpret the estimated coefficient on % Freshmen? Does this make economic sense? Explain.
c)Do these estimates provide all of the information that you desire? If not,how can you obtain that information? Explain.


Definitions:

Pigmented Epithelium

Layers of cells containing pigment, such as those found in the retina, which help absorb light and protect photoreceptors.

Bipolar Neurons

A type of neuron which has two processes extending from its cell body, commonly found in the retina, olfactory epithelium, and auditory system.

Ganglion Cells

Ganglion cells are a type of neuron found in the retina of the eye, responsible for transmitting visual information from the eye to the brain.

Neural Portions

Parts of the nervous system, including the brain, spinal cord, and peripheral nerves, that are responsible for transmitting neural signals.

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