Math Problem Statement
Dataset: 13, 7, 6, 12, 0, 4
Provide the following: ΣX, M, s2, s, sM, t
Solve this step by step
Solution
To solve the given dataset step by step, we will follow the formulae for the required values:
- ΣX: Sum of the data points.
- M: Mean (average).
- s²: Sample variance.
- s: Sample standard deviation.
- sM: Standard error of the mean.
- t: t-statistic.
The dataset is:
Step 1: ΣX (Sum of the data points)
Step 2: M (Mean)
The mean is calculated as: where is the number of data points.
Step 3: s² (Sample variance)
Sample variance is given by: First, calculate each : Now square each value: Now sum them: Finally, divide by :
Step 4: s (Sample standard deviation)
Sample standard deviation is the square root of the variance:
Step 5: sM (Standard error of the mean)
Standard error of the mean is calculated as:
Step 6: t (t-statistic)
The t-statistic (for testing whether the mean is significantly different from 0) is:
Final Results:
- ΣX = 42
- M = 7
- s² = 24
- s ≈ 4.899
- sM ≈ 2
- t ≈ 3.5
Would you like further details or have any questions?
5 Relative Questions:
- How is the sample variance affected if the dataset is doubled?
- Can the sample standard deviation ever be zero for a non-constant dataset?
- What is the difference between population variance and sample variance?
- How does the size of the sample impact the standard error of the mean?
- How is the t-statistic used to determine significance in hypothesis testing?
Tip:
Always remember that sample variance uses in the denominator to account for the degrees of freedom, ensuring an unbiased estimate of population variance.
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Math Problem Analysis
Mathematical Concepts
Statistics
Descriptive Statistics
t-Statistic
Formulas
ΣX = ΣX_i (Sum of data points)
M = ΣX / n (Mean)
s² = Σ(X_i - M)² / (n - 1) (Sample Variance)
s = √s² (Sample Standard Deviation)
sM = s / √n (Standard Error of the Mean)
t = M / sM (t-Statistic)
Theorems
t-distribution
Suitable Grade Level
Grades 9-12
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