In the next preview assignment, you will need to understand complex fractions to calculate the value of an F-statistic and use the DCMP F Distribution tool to calculate the correspondingP-value.
Complex Fractions
A complex fraction is a fraction in which the numerator and/or the denominator include fractions. An example of a complex fraction is shown below:
[latex]\frac{\frac{1}{2}}{\frac{3}{4}}[/latex]
In keeping with the order of operations, you should evaluate the numerator and the denominator separately before dividing the numerator by the denominator. When using a calculator, use parentheses to indicate that the operations in the numerator and the denominator should be completed first, as shown:
[latex](1/2)/(3/4)β0.667[/latex]
Question 1
1) Use a calculator to evaluate the following complex fractions. Express your answers using decimals. Round to three decimal places.
Part A: 149β2139/12
Part B: 4β13/12
F-statistics always involve complex fractions. For example, In-Class Activity 14.B introduced the one-way ANOVA F-statistic. The formula for the one-way ANOVA F-statistic is:
[latex]πΉ=\frac{πππΊπππ’π}{πππΈππππ}=\frac{πππΊπππ’π/πππΊπππ’π}{πππΈππππ/πππΈππππ}[/latex]
Question 2
2) Use the values given in the following partially filled-in ANOVA table to calculate the F-statistic. Round your answer to three decimal places. Source DfSum sqMean sqF valueGroup2614.6307.3Error69391156.681Total714525.6During In-Class Activity16.B, you will consider how various factors affect the value of the F-statistic.
Question 3
3) First letβs try changing some of the values in the complex fractions you saw in Question 1. Fill in the blanks.
Part A: π₯β2139/12As π₯increases, the size of the overall fraction ______.
Part B: 4β13/π₯As π₯increases, the size of the overall fraction ______.
Question 4
4) Now letβs try changing some of the values in the formula for the F-statistic.You may assume that we are only changing one value at a timeβall other values in the formula are being held constant.
Part A: As SSGroupincreases, the size of the F-statistic ______.
Part B: As the degrees of freedom for Groupincreases, the size of the F-statistic ______.
Part C: As SSErrorincreases, the size of the F-statistic ______.
Part D: As the degrees of freedom for Errorincreases, the size of the F-statistic ______.
Using the F Distribution Tool
The F Distribution models the values of the F-statistic that would occur if the null hypothesis was true. The F Distribution tool (i.e., data analysis tool) can be used to calculate a P-valueβthe probability of getting an F-statistic as large or larger than the one from the sample if the null hypothesis was true. Note: This is an upper tail test. There are different F Distributions, depending on the numerator degrees of freedom (ππ1) and the denominator degrees of freedom (ππ2). These degrees of freedom come from the numerator and the denominator of the F-statistic, so for a one-way ANOVA,ππ1is the degrees of freedom for groups and ππ2is the degrees of freedom for error. Follow these steps to calculate a P-value using the DCMP F Distribution tool at https://dcmathpathways.shinyapps.io/FDist/.
β’Click the Find Probability tab at the top of the page.
β’Change the numerator and denominator degrees of freedom to match the given scenario.
β’Switch to βUpper Tailβ probability.
β’Type the F-statistic into the βValue of xβ box.
β’The P-value is the percentage shown in orange above the graph. This value can also be converted to a proportion by moving the decimal two places to the left.
Question 5
5) Suppose that F = 2.89, ππ1= 3, and ππ2= 76.
Part A: Use the DCMP F Distribution tool to find the P-value. Express your answer as a percentage. Do not round.
Part B: Convert the P-value to a decimal. Do not round.
Question 6
6) Use the values given in the following partially filled-in ANOVA table to carry out a one-way ANOVA F-test. SourceDfSum sqMean sqF valueGroup236.018.0Error21134.66.41Total23170.6
Part A: Calculate the F-statistic. Round your answer to three decimal places.
Part B: Use the F Distributiontool (i.e., data analysistool)to find the P-value. Express your answer as decimal. Do not round.