Question

In: Statistics and Probability

A soil scientist has just developed a new type of fertilizer and she wants to determine...

A soil scientist has just developed a new type of fertilizer and she wants to determine whether it helps carrots grow larger. She sets up several pots of soil and plants one carrot seed in each pot. Fertilizer is added to half the pots. All the pots are placed in a temperature-controlled greenhouse where they receive adequate light and equal amounts of water. After two months of growth, the scientist harvests the carrots and weighs them (in kilograms). Below is a data table showing the weight of the carrots at the end of the growing period from the two treatment groups. Here is a hyperlink to the data.

Sample ID Control Nitrogen Treatment
1 0.331 0.419
2 0.375 0.727
3 0.385 0.766
4 0.474 0.741
5 0.223 0.182
6 0.261 0.821
7 0.4 0.251
8 0.349 0.778
9 0.203 0.641
10 0.332 0.368
11 0.231 0.732
12 0.457 0.453
13 0.216 0.45
14 0.29 0.196
15 0.218 0.325
16 0.353 0.706
17 0.285 0.5
18 0.463 0.691
19 0.371 0.691
20 0.411 0.755
21 0.407 0.35
22 0.249 0.395
23 0.298 0.519
24 0.4 0.285
25 0.361 0.423
26 0.488 0.363
27 0.338 0.737
28 0.215 0.538
29 0.486 0.626
30 0.235 0.329

When analyzing this dataset with a t-test, the  hypothesis states that the average size of the carrots from each treatment are the same, whereas the  hypothesis states that the fertilized carrots are larger in size.

To analyze this data set, the scientist should use a -tailed t-test.

After performing a t-test assuming equal variances using the data analysis add-in for MS Excel, what is the calculated t-value for this data set?

  • Round your answer to 4 decimal places.
  • Your answer should be a positive value.

Report the appropriate critical t value, based on your decision of a one- or two-tailed test, calculated by MS Excel using the Data Analysis add-in.

  • Round your answer to 4 decimal places.

What is the appropriate p value for the t-test?

  • Report your answer in exponential notation
  • Report your answer to 4 decimal places after converting to exponential notation
  • e.g.
    • 1.1234E-01 for 0.112341
    • 3.1234E-04 for 0.000312341

Would you reject or fail to reject the null hypothesis?

Solutions

Expert Solution

When analyzing this dataset with a t-test, the  null hypothesis states that the average size of the carrots from each treatment are the same, whereas the alternate hypothesis states that the fertilized carrots are larger in size.

To analyze this data set, the scientist should use a one -tailed t-test.

Let treatment group=1 and control group as 2.

After performing a t-test assuming equal variances using the data analysis add-in for MS Excel, what is the calculated t-value for this data set?

t-Test: Two-Sample Assuming Equal Variances

Nitrogen Treatment

Control

Mean

0.525266667

0.336833333

Variance

0.038553995

0.008087385

Observations

30

30

Pooled Variance

0.02332069

Hypothesized Mean Difference

0

df

58

t Stat

4.778951908

P(T<=t) one-tail

6.21585E-06

t Critical one-tail

1.671552762

P(T<=t) two-tail

1.24317E-05

t Critical two-tail

2.001717484

calculated t-value = 4.7790

  • Round your answer to 4 decimal places.
  • Your answer should be a positive value.

Report the appropriate critical t value, based on your decision of a one- or two-tailed test, calculated by MS Excel using the Data Analysis add-in.

critical t value =1.6716

  • Round your answer to 4 decimal places.

What is the appropriate p value for the t-test?

appropriate p value=6.2159E-06

  • Report your answer in exponential notation
  • Report your answer to 4 decimal places after converting to exponential notation
  • e.g.
    • 1.1234E-01 for 0.112341
    • 3.1234E-04 for 0.000312341

Would you reject or fail to reject the null hypothesis?

We reject the null hypothesis


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