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What is the multiple regression equation for salary using experience and gender?
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What is the multiple regression equation for salary using experience and gender?
The equation is \(Y=29.17+4.17X_1+3.33X_2\), where
X_1
is years of experience and
X_2
is gender dummy variable (0=female, 1=male).
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What is the multiple regression equation for salary using experience and gender?
The equation is \(Y=29.17+4.17X_1+3.33X_2\), where
X_1
is years of experience and
X_2
is gender dummy variable (0=female, 1=male).
How to predict salary for a female employee with 10 years experience using the regression equation?
Substitute
X_1=10
and
X_2=0
into the equation: \(Y=29.17+4.17(10)+3.33(0)=70.87\) (\$1000s).
How to predict salary for a male employee with 10 years experience using the regression equation?
Substitute
X_1=10
and
X_2=1
into the equation: \(Y=29.17+4.17(10)+3.33(1)=74.2\) (\$1000s).
What does a census mean in data collection?
A census collects data from
every individual
in the population.
What sampling technique is used when interviewing students leaving a cafeteria at lunchtime?
This is
convenience sampling
, which may cause
non-representative sample bias
.
Which graph is most appropriate to visualize annual average rainfall over 100 years?
A
line graph
is best to show trends over time for quantitative data.
How to construct a frequency distribution with lower class limit 45 and class width 10?
Create classes like 45-54, 55-64, etc., and count data points in each class.
What type of distribution is shown by a histogram with frequencies 4, 7, 12, 8, 3?
The distribution is
skewed right
because frequencies rise then fall with a longer tail on the right.
How to synthesize employee counts {HR:12, IT:20, Sales:8} into a bar graph?
Create bars with heights proportional to counts: HR=12, IT=20, Sales=8.
What does it mean if two pie charts show different percentages for the same category?
The category's representation
varies between the two datasets
.
What does a point at x=60 and y=20 on a frequency polygon represent?
The class with midpoint 60 has a frequency of 20.
How many dots are stacked above the number 4 in the dot plot for data [1,2,2,4,4,4,5]?
There are
three dots
stacked above 4.
What is the first step in constructing a stemplot?
Organize the data in
increasing order
.
Why connect points with segments in a time series graph?
To
visualize trends
in the data over time.
How to calculate the mean of resting heart rates: 72, 78, 85, 80, 76, 79, 77, 82, 81?
Sum all values and divide by 9; mean is approximately
78.9 bpm
.
How to interpret changes in weights over two years using mean and median?
If both mean and median increase, weights in Year 2 are higher than Year 1.
When might the mode not represent the center of data well?
If the mode occurs rarely or is far from mean and median, it may not represent central tendency.
How to calculate sample standard deviation for data 32, 36, 40, 44, 48?
Use formula \(s=\sqrt{\frac{\sum x^2 - (\sum x)^2/n}{n-1}}\) to find s ≈ 7.32.
Is a laptop priced at \$870 unusual if mean is \$1,200 and SD is \$180?
No, because \$870 is within 2 standard deviations below the mean.