Math Problem Statement

Part 2

Research question: we are interested in studying the association between the age of the felled tree and wood species in the population under consideration. Please complete the following tables, calculating the values of A and B.

Observed count | 1 (less than 15) | 2 (16-21) | 3 (22-26) | 4 (more than 26) | Sum blackwood | A=*** | 10 | 11 | 14 | 46 sassafras | 17 | 22 | 15 | 15 | 69 Sum | 28 | 32 | 26 | 29 | 115

Expected count | 1 (less than 15) | 2 (16-21) | 3 (22-26) | 4 (more than 26) blackwood | 11.2 | 12.8 | 10.4 | 11.6 sassafras | 16.8 | B=*** | 15.6 | 17.4

chi-squared | 1 (less than 15) | 2 (16-21) | 3 (22-26) | 4 (more than 26) blackwood | 0.004 | 0.613 | 0.035 | 0.497 sassafras | 0.002 | 0.408 | 0.023 | 0.331

A [integer]:

Answer 6 Question 1

B [use at least 3dp]:

Answer 7 Question 1

A chi-squared test of independence is run to answer the research question. Consider the output of the test below, and answer the questions:

Pearson's Chi-squared test

data: table(var1, var4) X-squared = 1.9121, df = 3, p-value = 0.5909

What is the null hypothesis? Choose one among the following options:

a. the age of tree is associated with wood species

b. the age of tree felled at a specialty timber plantation is not distributed according to the given table of probabilities

c. the age of tree and wood species are independent

d. the age of tree felled at a specialty timber plantation is distributed according to the given table of probabilities

Answer 8 Question 1 abcd

From the p-value as reported above, we can conclude that the decision of the test is:

Answer 9 Question 1 Accept H0Reject H0Do not accept H0Do not reject H0

What is the conclusion of the test?

a. There is not enough evidence that the age of tree felled at a specialty timber plantation is distributed differently than the given table of probabilities

b. There is evidence that the age of tree felled at a specialty timber plantation is distributed according to the given table of probabilities

c. There is not evidence that the age of tree and wood species are associated

d. There is evidence that the age of tree and wood species are independent

e. There is evidence that the age of tree felled at a specialty timber plantation is not distributed according to the given table of probabilities

f. There is evidence that the age of tree and wood species are associated

g. There is evidence that the age of tree felled at a specialty timber plantation is not distributed according to the given table of probabilities

Answer 10 Question 1 abcdefg

Solution

Let's go through each part of the question systematically.

Step 1: Calculate A and B

For A:

We know that the row sum for Blackwood is 46, and the sum for the first column is 28. To find AA, we subtract the counts for the known entries in Blackwood's row:

A+10+11+14=46A + 10 + 11 + 14 = 46 A=46(10+11+14)=4635=11A = 46 - (10 + 11 + 14) = 46 - 35 = 11

Thus, A = 11.

For B:

The expected count BB in Sassafras for the second age group (16-21) can be calculated from the total and row sums.

The expected count formula is: Expected Count=(Row Total×Column Total)Overall Total\text{Expected Count} = \frac{(\text{Row Total} \times \text{Column Total})}{\text{Overall Total}}

For BB: B=(69×32)115=220811519.200B = \frac{(69 \times 32)}{115} = \frac{2208}{115} \approx 19.200

Thus, B = 19.200.


Step 2: Null Hypothesis

The correct answer to the question on the null hypothesis would be: c. the age of tree and wood species are independent

This is because in a Chi-squared test of independence, we are testing whether there is an association between two categorical variables (in this case, age of the felled tree and wood species).


Step 3: Conclusion Based on the p-value

The given p-value is 0.5909.

In hypothesis testing:

  • If the p-value is greater than the significance level (commonly 0.05), we do not reject the null hypothesis.

Since 0.5909 > 0.05, we conclude: Answer: Do not reject H0


Step 4: Interpretation of the Test Conclusion

With a high p-value and having not rejected the null hypothesis, the conclusion is that there is insufficient evidence to suggest an association between the age of tree and wood species.

The correct conclusion would therefore be: c. There is not evidence that the age of tree and wood species are associated


Summary of Answers

  1. Answer 6 Question 1: A = 11
  2. Answer 7 Question 1: B = 19.200
  3. Answer 8 Question 1: c. the age of tree and wood species are independent
  4. Answer 9 Question 1: Do not reject H0
  5. Answer 10 Question 1: c. There is not evidence that the age of tree and wood species are associated

Would you like further clarification on any of these steps?

Related Questions

  1. What conditions must be met for the Chi-squared test of independence to be valid?
  2. How is the Chi-squared test statistic calculated from observed and expected counts?
  3. Why is a p-value of 0.5909 considered insufficient evidence to reject the null hypothesis?
  4. How would the results change if the p-value had been below 0.05?
  5. What are some limitations of the Chi-squared test when applied to small sample sizes?

Tip

When calculating expected counts, remember to use the formula (Row Total×Column Total)Overall Total\frac{(\text{Row Total} \times \text{Column Total})}{\text{Overall Total}} accurately to avoid errors in the test's validity.

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Math Problem Analysis

Mathematical Concepts

Statistics
Chi-Squared Test
Expected Counts
Hypothesis Testing

Formulas

Expected Count = (Row Total × Column Total) / Overall Total
Chi-Squared Statistic = Σ((Observed - Expected)^2 / Expected)

Theorems

Chi-Squared Test of Independence

Suitable Grade Level

Grades 11-12, College Introductory Statistics