Math Problem Statement
using the values below, test whether the mean phosphorus amount is greater than 0.55 kilograms/hectare/year. calculate and report an appropriate test statistic and p-value upper delaware's totalp is 0.3886 east branch delaware's totalp is 0.3176 lackawaxen's totalp is 0.3651 middle delaware-mongaup-brodhead's totalp is 0.3175 middle delaware-musconetcong's totalp is 0.6457 Leigh's totalp is 0.5521 Crosswicks-Neshaminy's totalp is 0.8097 Lower Delaware's totalp is 0.7781 Schuylkill's totalp is 0.7025 Brandywine-Christina's totalp is 0.8449 Cohansey-Maurice's totalp is 0.6191 Broadkill-Smryna's totalp is 1.0916 Upper Susquehanna's totalp is 0.4813 Chenango's totalp is 0.5143 Owego-Wappasening's totalp is 0.4794 Tioga's totalp is 0.5262 Chemung's totalp is 0.5495 Upper Susquehanna-Tunkhannock's totalp is 0.5312
Solution
To test whether the mean phosphorus amount is greater than 0.55 kg/hectare/year, we can perform a one-sample t-test. The null hypothesis is that the mean phosphorus amount is less than or equal to 0.55 kg/hectare/year, and the alternative hypothesis is that the mean phosphorus amount is greater than 0.55 kg/hectare/year.
Steps:
- Null hypothesis ():
- Alternative hypothesis ():
- We'll calculate the mean of the given data, the sample standard deviation, and then the t-statistic.
- We compare the t-statistic to a t-distribution to determine the p-value.
The phosphorus data is:
- 0.3886, 0.3176, 0.3651, 0.3175, 0.6457, 0.5521, 0.8097, 0.7781, 0.7025, 0.8449, 0.6191, 1.0916, 0.4813, 0.5143, 0.4794, 0.5262, 0.5495, 0.5312
Let’s calculate the necessary statistics and perform the t-test.The calculated t-statistic is approximately , and the corresponding p-value is approximately .
Interpretation:
- Since the p-value () is greater than the common significance level (e.g., ), we fail to reject the null hypothesis.
- This means there is not enough evidence to conclude that the mean phosphorus amount is greater than 0.55 kg/hectare/year.
Would you like to explore any of the following details?
- How to compute a confidence interval for the mean phosphorus amount.
- Understanding the assumptions of the t-test in more detail.
- Exploring a different significance level for the hypothesis test.
- Examining the distribution of the data.
- Reviewing the calculation steps for mean and standard deviation.
Tip: Ensure that the sample data is normally distributed or the sample size is large enough when performing a t-test for better reliability.
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Math Problem Analysis
Mathematical Concepts
Statistics
Hypothesis Testing
t-test
Formulas
t = (x̄ - μ0) / (s / √n)
p-value calculation from t-distribution
Theorems
Central Limit Theorem
Student's t-distribution
Suitable Grade Level
College/University Level
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