1In an Excel worksheet, what is the intersection of a row and a column called?
Introduction to Excel data analysis
Easy
A.A cell
B.A range
C.A formula
D.A workbook
Correct Answer: A cell
Explanation:
A cell is the box formed where a row and a column intersect.
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2What is an Excel file containing one or more worksheets called?
Introduction to Excel data analysis
Easy
A.A dashboard
B.A database
C.A document
D.A workbook
Correct Answer: A workbook
Explanation:
A workbook is an Excel file that can contain multiple worksheets.
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3Which symbol normally begins a formula in Excel?
Introduction to Excel data analysis
Easy
A.The hash sign (#)
B.The equal sign (=)
C.The percent sign (%)
D.The plus sign (+)
Correct Answer: The equal sign (=)
Explanation:
Excel formulas normally begin with an equal sign, such as =SUM(A1:A5).
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4What is the Data Analysis ToolPak in Excel?
Data Analysis ToolPak
Easy
A.A statistical analysis add-in
B.A cloud storage service
C.A chart design template
D.A worksheet formatting tool
Correct Answer: A statistical analysis add-in
Explanation:
The Data Analysis ToolPak is an Excel add-in that provides statistical analysis tools.
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5After the Data Analysis ToolPak is enabled, where is its Data Analysis command usually found?
Data Analysis ToolPak
Easy
A.On the Home tab
B.On the Review tab
C.On the Data tab
D.On the Insert tab
Correct Answer: On the Data tab
Explanation:
The Data Analysis command normally appears in the Analysis group on the Data tab.
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6Which ToolPak option produces a summary containing measures such as the mean and standard deviation?
Data Analysis ToolPak
Easy
A.Descriptive Statistics
B.Moving Average
C.Fourier Analysis
D.Random Number Generation
Correct Answer: Descriptive Statistics
Explanation:
The Descriptive Statistics tool summarizes data using measures such as the mean and standard deviation.
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7What must usually be done before using the Data Analysis ToolPak for the first time?
Data Analysis ToolPak
Easy
A.Convert cells to text
B.Create a chart
C.Enable the add-in
D.Protect the worksheet
Correct Answer: Enable the add-in
Explanation:
The ToolPak must usually be enabled through Excel's add-in settings before use.
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8Which descriptive statistic represents the arithmetic average of a dataset?
Descriptive statistics
Easy
A.Mode
B.Median
C.Mean
D.Range
Correct Answer: Mean
Explanation:
The mean is calculated by adding all values and dividing by the number of values.
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9Which statistic is the middle value when data is arranged in order?
Descriptive statistics
Easy
A.Variance
B.Mean
C.Range
D.Median
Correct Answer: Median
Explanation:
The median is the middle value of an ordered dataset.
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10Which statistic identifies the value that occurs most frequently?
Descriptive statistics
Easy
A.Median
B.Range
C.Mean
D.Mode
Correct Answer: Mode
Explanation:
The mode is the value that appears most often in a dataset.
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11What does standard deviation describe?
Descriptive statistics
Easy
A.The most frequent value
B.The largest observed value
C.The total number of values
D.The spread of the values
Correct Answer: The spread of the values
Explanation:
Standard deviation measures how spread out values are around their mean.
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12What is the main purpose of ANOVA?
Analysis of variance (ANOVA)
Easy
A.To create data labels
B.To count empty cells
C.To sort text values
D.To compare group means
Correct Answer: To compare group means
Explanation:
ANOVA tests whether the means of multiple groups differ significantly.
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13What does the acronym ANOVA stand for?
Analysis of variance (ANOVA)
Easy
A.Analysis of Variables
B.Average of Variances
C.Arrangement of Values
D.Analysis of Variance
Correct Answer: Analysis of Variance
Explanation:
ANOVA stands for Analysis of Variance.
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14A small ANOVA p-value typically provides evidence against which hypothesis?
Analysis of variance (ANOVA)
Easy
A.All sample sizes are equal
B.All observations are positive
C.All group means are equal
D.All variables are text
Correct Answer: All group means are equal
Explanation:
A small p-value provides evidence against the null hypothesis that all group means are equal.
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15What is regression analysis commonly used to examine?
Regression
Easy
A.Cell border thickness
B.Relationships between variables
C.Duplicate worksheet names
D.Workbook file sizes
Correct Answer: Relationships between variables
Explanation:
Regression examines how a dependent variable is related to one or more independent variables.
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16In simple linear regression, which variable is being predicted?
Regression
Easy
A.The categorical label
B.The dependent variable
C.The worksheet variable
D.The independent variable
Correct Answer: The dependent variable
Explanation:
The dependent variable is the outcome that the regression model attempts to predict.
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17In the equation , what does represent?
Regression
Easy
A.The residual
B.The intercept
C.The slope
D.The sample size
Correct Answer: The slope
Explanation:
The value is the slope, which describes the expected change in for a one-unit increase in .
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18What does a histogram display?
Histogram
Easy
A.The sequence of worksheet formulas
B.The hierarchy of workbook sections
C.The frequency distribution of numerical data
D.The relationship between two text columns
Correct Answer: The frequency distribution of numerical data
Explanation:
A histogram groups numerical values into intervals and shows their frequencies.
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19What are the intervals used to group values in a histogram called?
Histogram
Easy
A.Labels
B.Bins
C.Legends
D.Series
Correct Answer: Bins
Explanation:
Bins are intervals that group numerical values for a histogram.
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20What does the height of a histogram bar usually represent?
Histogram
Easy
A.The bin's frequency
B.The bin's text label
C.The worksheet's width
D.The chart's title size
Correct Answer: The bin's frequency
Explanation:
The height of each bar shows how many observations fall within that bin.
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21A worksheet contains customer IDs, regions, and sales amounts. You want to sort sales from largest to smallest while keeping each customer's data together. What should you do?
Introduction to Excel data analysis
Medium
A.Copy the sales column elsewhere and sort the copied values
B.Select the entire data range and sort by the sales column
C.Convert the sales column to text before sorting the range
D.Select only the sales column and sort values descending
Correct Answer: Select the entire data range and sort by the sales column
Explanation:
Sorting the entire range preserves the relationship between each sales value and the other fields in its row.
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22Sales amounts imported into Excel are left-aligned and formulas such as =AVERAGE(C2:C100) ignore them. What is the most likely solution?
Introduction to Excel data analysis
Medium
A.Replace the formula with the COUNTA function
B.Apply a currency format to the sales entries
C.Sort the sales entries from smallest to largest
D.Convert the sales entries from text to numeric values
Correct Answer: Convert the sales entries from text to numeric values
Explanation:
Imported numbers may be stored as text. Converting them to numeric values allows statistical formulas to include them.
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23A data table grows every week, and charts should automatically include newly appended rows. Which Excel feature is most suitable?
Introduction to Excel data analysis
Medium
A.Merge the heading cells above the data range
B.Freeze the first row of the data range
C.Convert the data range into an Excel Table
D.Protect the worksheet containing the data range
Correct Answer: Convert the data range into an Excel Table
Explanation:
Excel Tables automatically expand when adjacent rows are added, allowing linked charts and formulas to include new records.
Incorrect! Try again.
24The Data Analysis command is not visible on Excel's Data tab. What should you do first?
Data Analysis ToolPak
Medium
A.Change workbook calculation to automatic mode
B.Create a PivotTable from the current worksheet
C.Install a different worksheet function library
D.Enable the Analysis ToolPak through Excel Add-ins
Correct Answer: Enable the Analysis ToolPak through Excel Add-ins
Explanation:
The Data Analysis command becomes available after the Analysis ToolPak add-in is enabled in Excel's add-in settings.
Incorrect! Try again.
25A selected input range for a ToolPak analysis includes the heading Monthly Sales in its first row. Which setting should be selected?
Data Analysis ToolPak
Medium
A.Kth largest
B.Labels in first row
C.Confidence level for mean
D.Summary statistics
Correct Answer: Labels in first row
Explanation:
Selecting Labels in first row tells the ToolPak to treat the first cell as a heading rather than a numeric observation.
Incorrect! Try again.
26You need to keep an analysis output separate from the source worksheet and avoid overwriting existing cells. Which output choice is best?
Data Analysis ToolPak
Medium
A.New Worksheet Ply
B.Labels in First Row
C.Output Range
D.Grouped By Columns
Correct Answer: New Worksheet Ply
Explanation:
The New Worksheet Ply option places the results on a separate worksheet, reducing the risk of overwriting source data.
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27A salary dataset has a mean of and a median of . Which interpretation is most reasonable?
Descriptive statistics
Medium
A.Several low salaries may be pulling the median upward
B.The salary values must all be close to the mean
C.The salary distribution must be perfectly symmetric
D.Several high salaries may be pulling the mean upward
Correct Answer: Several high salaries may be pulling the mean upward
Explanation:
A mean substantially above the median commonly indicates right skew caused by relatively large values.
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28Two datasets have means of and , with standard deviations of and , respectively. Which dataset has greater relative variability?
Descriptive statistics
Medium
A.The first, because its coefficient of variation is
B.The second, because its coefficient of variation is
C.The first, because its coefficient of variation is
D.The second, because its coefficient of variation is
Correct Answer: The second, because its coefficient of variation is
Explanation:
Relative variability is measured by . The values are and .
Incorrect! Try again.
29The ToolPak reports a sample variance of for a dataset. What is the sample standard deviation?
Descriptive statistics
Medium
A.
B.
C.
D.
Correct Answer:
Explanation:
Standard deviation is the square root of variance, so .
Incorrect! Try again.
30Excel's Descriptive Statistics output gives a mean of and a Confidence Level (95.0%) value of . What is the corresponding confidence interval?
Descriptive statistics
Medium
A. to
B. to
C. to
D. to
Correct Answer: to
Explanation:
The reported confidence-level value is the margin of error, so the interval is , or to .
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31A company compares the mean delivery times of four warehouses using one-way ANOVA. What is the null hypothesis?
Analysis of variance (ANOVA)
Medium
A.All four sample mean delivery times are different
B.At least two population variances are equal
C.Exactly one population mean is greater than the others
D.All four population mean delivery times are equal
Correct Answer: All four population mean delivery times are equal
Explanation:
One-way ANOVA tests the null hypothesis that all group population means are equal.
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32An Excel ANOVA output reports and . What is the statistic?
Analysis of variance (ANOVA)
Medium
A.
B.
C.
D.
Correct Answer:
Explanation:
The ANOVA statistic is .
Incorrect! Try again.
33A one-way ANOVA produces a p-value of at . Which conclusion is appropriate?
Analysis of variance (ANOVA)
Medium
A.Reject the null; every population mean must differ
B.Reject the null; at least one population mean differs
C.Retain the null; all population means are identical
D.Retain the null; the sample variances are unequal
Correct Answer: Reject the null; at least one population mean differs
Explanation:
Because , the equal-means null hypothesis is rejected. ANOVA alone does not identify which means differ.
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34A researcher studies crop yield using two fertilizer types and three irrigation levels, with several plots under each combination. Which ToolPak procedure can test both main effects and their interaction?
Analysis of variance (ANOVA)
Medium
A.ANOVA: Single Factor
B.Descriptive Statistics
C.ANOVA: Two-Factor Without Replication
D.ANOVA: Two-Factor With Replication
Correct Answer: ANOVA: Two-Factor With Replication
Explanation:
Replication provides multiple observations per factor combination, permitting tests of both main effects and the interaction effect.
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35A regression of weekly sales on advertising spending gives an advertising coefficient of , where both variables are measured in thousands of dollars. How should the coefficient be interpreted?
Regression
Medium
A.An extra in advertising predicts more in sales
B.Advertising accounts for exactly of weekly sales
C.An extra in advertising predicts more in sales
D.Weekly sales rise by dollars for each advertising dollar
Correct Answer: An extra in advertising predicts more in sales
Explanation:
A one-unit increase in advertising means an additional , and the model predicts a -thousand-dollar sales increase.
Incorrect! Try again.
36An Excel regression output reports . What does this indicate?
Regression
Medium
A.The response increases by for each predictor unit
B.The model explains of the variation in the response
C.The model predicts the response correctly in of cases
D.The correlation between the variables must equal
Correct Answer: The model explains of the variation in the response
Explanation:
is the proportion of response-variable variation explained by the regression model.
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37A regression coefficient has a p-value of when tested at . What is the best interpretation?
Regression
Medium
A.The predictor is not statistically significant at the level
B.The model has a prediction error equal to units
C.The predictor has a statistically significant negative relationship
D.The predictor explains exactly of the response variation
Correct Answer: The predictor is not statistically significant at the level
Explanation:
Because , there is insufficient evidence that the predictor's population coefficient differs from zero.
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38A residual plot from a linear regression shows a clear U-shaped pattern. What does this most strongly suggest?
Regression
Medium
A.The response has no relationship with the predictor
B.The fitted intercept must be exactly zero
C.A nonlinear relationship remains unmodeled
D.The observations have been sorted incorrectly
Correct Answer: A nonlinear relationship remains unmodeled
Explanation:
A systematic curve in the residuals indicates that a straight-line model has not captured the relationship adequately.
Incorrect! Try again.
39For Excel's Histogram ToolPak, the bin range contains , , and . Where is an observation of counted?
Histogram
Medium
A.In the bin greater than and less than or equal to
B.In the bin greater than and less than or equal to
C.In both adjacent bins because it equals a boundary
D.In the overflow bin because it equals a bin value
Correct Answer: In the bin greater than and less than or equal to
Explanation:
ToolPak bin values act as inclusive upper boundaries, so belongs to the interval ending at .
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40A histogram of customer waiting times has most observations in lower-value bins and a long tail toward higher values. How should the distribution be described?
Histogram
Medium
A.Negatively skewed
B.Approximately uniform
C.Perfectly symmetric
D.Positively skewed
Correct Answer: Positively skewed
Explanation:
A long tail toward larger values indicates positive, or right, skewness.
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41A worksheet is filtered, and several additional rows are manually hidden. Which formula calculates the mean of only the currently visible values in B2:B100?
Introduction to Excel data analysis
Hard
A.=AGGREGATE(1,4,B2:B100)
B.=SUBTOTAL(1,B2:B100)
C.=SUBTOTAL(101,B2:B100)
D.=AVERAGE(B2:B100)
Correct Answer: =SUBTOTAL(101,B2:B100)
Explanation:
SUBTOTAL function number 101 calculates an average while excluding both filtered-out rows and manually hidden rows.
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42Excel regression produces a slope of when sales are regressed on a column of daily dates. The date cells are then reformatted from daily dates to month names without changing their stored values. How should the slope be interpreted?
Introduction to Excel data analysis
Hard
A.The slope becomes invalid after date reformatting.
B.Sales increase by units per date label.
C.Sales increase by units per month.
D.Sales increase by units per day.
Correct Answer: Sales increase by units per day.
Explanation:
Excel dates are stored as serial day numbers. Changing their display format does not change the underlying values or the slope's unit.
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43A Descriptive Statistics input range contains 11 numeric observations, beginning with 100 in its first row. The user mistakenly selects Labels in first row. What is the most likely consequence?
Data Analysis ToolPak
Hard
A.Excel retains 100 and labels the output with its address.
B.Excel detects the numeric header and analyzes all observations.
C.Excel treats 100 as a label and analyzes ten observations.
D.Excel rejects the range because labels must contain text.
Correct Answer: Excel treats 100 as a label and analyzes ten observations.
Explanation:
Selecting Labels in first row tells the ToolPak to exclude the first input row as a header, even when that row contains a numeric observation.
Incorrect! Try again.
44A ToolPak regression report was generated from worksheet data. Several input observations are later corrected, but the report remains unchanged after recalculation. What action is required?
Data Analysis ToolPak
Hard
A.Rerun the Regression analysis with the corrected input.
B.Press F9 after converting the output into a table.
C.Enable iterative calculation for the regression output range.
D.Replace the output coefficients with array formulas.
Correct Answer: Rerun the Regression analysis with the corrected input.
Explanation:
ToolPak reports contain static output values rather than formulas linked to the source data. The analysis must therefore be run again.
Incorrect! Try again.
45A variable has mean , sample standard deviation , skewness , and excess kurtosis . For , which set of descriptive statistics is correct?
Descriptive statistics
Hard
A.Mean , standard deviation , skewness , kurtosis
B.Mean , standard deviation , skewness , kurtosis
C.Mean , standard deviation , skewness , kurtosis
D.Mean , standard deviation , skewness , kurtosis
Correct Answer: Mean , standard deviation , skewness , kurtosis
Explanation:
A negative linear scale reverses skewness, while standard deviation scales by . Kurtosis is unchanged by location and nonzero scale transformations.
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46The ToolPak reports a sample mean of and a 95% Confidence Level for Mean of . Which interpretation is correct?
Descriptive statistics
Hard
A.The probability that the sample mean equals is 95%.
B.Approximately 95% of observations lie in .
C.The population standard deviation is estimated to be .
D.The estimated 95% confidence interval is .
Correct Answer: The estimated 95% confidence interval is .
Explanation:
The ToolPak value is the confidence interval's margin of error. It is added to and subtracted from the sample mean.
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47Two samples have summaries and . If the raw observations are combined, what are the combined mean and sample variance?
Descriptive statistics
Hard
A.Mean and variance
B.Mean and variance
C.Mean and variance
D.Mean and variance
Correct Answer: Mean and variance
Explanation:
The weighted mean is . Combining within-group and between-group sums of squares gives total SS , so .
Incorrect! Try again.
48A one-way ANOVA has three groups of five observations with means , , and . The within-group sum of squares is . What is the ANOVA statistic?
Analysis of variance (ANOVA)
Hard
A.
B.
C.
D.
Correct Answer:
Explanation:
The grand mean is , giving between-group SS . Thus , , and .
Incorrect! Try again.
49Three groups have sizes , , and and means , , and , respectively. Which grand mean must Excel use when calculating the between-group sum of squares?
Analysis of variance (ANOVA)
Hard
A.
B.
C.
D.
Correct Answer:
Explanation:
The grand mean is weighted by group sizes: .
Incorrect! Try again.
50Why can Excel's ANOVA: Two-Factor Without Replication not provide a separate test for interaction?
Analysis of variance (ANOVA)
Hard
A.Interaction can be tested only when both factors are quantitative.
B.Interaction is included automatically in each factor's main effect.
C.Interaction requires both factors to have equal numbers of levels.
D.Interaction and random error are confounded with one observation per cell.
Correct Answer: Interaction and random error are confounded with one observation per cell.
Explanation:
With no replicated observations within factor combinations, the model cannot separately estimate interaction variation and residual error.
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51A balanced two-factor experiment has levels of factor A, levels of factor B, and observations per cell. What are the interaction and within-cell error degrees of freedom?
Analysis of variance (ANOVA)
Hard
A.Interaction ; error
B.Interaction ; error
C.Interaction ; error
D.Interaction ; error
Correct Answer: Interaction ; error
Explanation:
Interaction has degrees of freedom. Error has degrees of freedom.
Incorrect! Try again.
52In a replicated experiment, the cell means are and for A1, but and for A2 across levels B1 and B2. Which conclusion best reflects this pattern?
Analysis of variance (ANOVA)
Hard
A.Both main effects may vanish while the interaction remains strong.
B.Both main effects must be strong while interaction remains absent.
C.Only factor A can be significant because its profiles cross.
D.Only factor B can be significant because its means are reversed.
Correct Answer: Both main effects may vanish while the interaction remains strong.
Explanation:
Each factor's marginal means are equal, but the effect of one factor reverses across the levels of the other, indicating a strong interaction.
Incorrect! Try again.
53An Excel regression coefficient is with standard error and residual degrees of freedom. Given , what is its 95% confidence interval?
Regression
Hard
A.
B.
C.
D.
Correct Answer:
Explanation:
The interval is , which is approximately .
Incorrect! Try again.
54A predictor is added to an ordinary least-squares regression using exactly the same observations. Which outcome is mathematically possible?
Regression
Hard
A. increases while adjusted decreases.
B. decreases while adjusted increases.
C.Both measures must remain unchanged after addition.
D.Both measures must increase by the same amount.
Correct Answer: increases while adjusted decreases.
Explanation:
Adding a predictor cannot reduce ordinary , but adjusted can fall if the improvement does not justify the additional parameter.
Incorrect! Try again.
55A categorical predictor has three regions: North, South, and West. An Excel regression includes an intercept. Which encoding avoids perfect multicollinearity while retaining regional comparisons?
Regression
Hard
A.Use one dummy variable that separates all three regions.
B.Use three dummy variables and retain the model intercept.
C.Use two dummy variables and treat one region as the reference.
D.Assign region codes , , and as one predictor.
Correct Answer: Use two dummy variables and treat one region as the reference.
Explanation:
With an intercept, only dummy variables are used for categories. Including all three creates the dummy-variable trap.
Incorrect! Try again.
56A residual plot from an Excel linear regression shows residuals near zero for small and large fitted values but predominantly positive residuals in the middle. What is the strongest diagnosis?
Regression
Hard
A.The linear specification is missing a curved relationship.
B.The response contains only normally distributed errors.
C.The residual variance is constant across fitted values.
Correct Answer: The linear specification is missing a curved relationship.
Explanation:
A systematic curved residual pattern indicates that the conditional mean is nonlinear and that a transformation or polynomial term may be needed.
Incorrect! Try again.
57Excel's Regression tool is run with Constant is Zero selected. Why should its reported not be directly compared with the ordinary from a model containing an intercept?
Regression
Hard
A.The zero-intercept model always produces a negative residual sum.
B.The zero-intercept model may use an uncentered definition of .
C.The intercept model calculates from standardized coefficients.
D.The intercept model excludes the response mean from all calculations.
Correct Answer: The zero-intercept model may use an uncentered definition of .
Explanation:
Without an intercept, the usual centered total sum of squares decomposition does not apply, so the resulting can have a different basis.
Incorrect! Try again.
58The data are 0, 10, 10, 20, 20, 20, 31, and the ToolPak Histogram bin values are 10, 20, 30. What frequencies will Excel report for these bins and the More category?
Histogram
Hard
A.1, 2, 3, 1
B.3, 3, 0, 1
C.2, 3, 1, 1
D.3, 0, 3, 1
Correct Answer: 3, 3, 0, 1
Explanation:
ToolPak bin values are inclusive upper bounds. Thus three values are , three are in , none are in , and one exceeds .
Incorrect! Try again.
59An Excel FREQUENCY formula uses three bin limits: 10, 20, and 30. Why must its output array contain four cells?
Histogram
Hard
A.The fourth cell stores the total number of input observations.
B.The fourth cell counts observations greater than the largest bin.
C.The fourth cell counts observations equal to the smallest bin.
D.The fourth cell counts blank and nonnumeric input cells.
Correct Answer: The fourth cell counts observations greater than the largest bin.
Explanation:
FREQUENCY returns one result for each bin limit plus an overflow result for values greater than the final limit.
Incorrect! Try again.
60Two histogram classes have widths and and frequencies and , respectively. If unequal-width classes must be compared without distorting visual area, what should their bar heights be?
Histogram
Hard
A. and , using raw frequency
B. and , using frequency density
C. and , using frequency area
D. and , using relative width
Correct Answer: and , using frequency density
Explanation:
For unequal class widths, height should equal frequency divided by width. The densities are and , making bar area proportional to frequency.
Incorrect! Try again.
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