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| Section | Objectives |
|---|
| Topic 1: Probability Theory | - Fundamental Probability Concepts
- 1. Basic probability rules
- 2. Independent vs dependent events
- 3. Conditional probability
- Probability Distributions
- 1. Normal distribution
- 2. Binomial distribution basics
|
| Topic 2: Statistical Inference | - Estimation and Confidence Intervals
- 1. Point estimates
- 2. Confidence interval interpretation
- Hypothesis Testing (Introductory Level)
- 1. Null vs alternative hypothesis
- 2. p-values interpretation
|
| Topic 3: Descriptive Statistics | - Two Variable Data Analysis
- 1. Scatter plots interpretation
- 2. Correlation
- 3. Outliers and relationships
- Single Variable Data Analysis
- 1. Measures of dispersion (variance, standard deviation, range)
- 2. Measures of central tendency (mean, median, mode)
- 3. Data visualization (histograms, box plots)
|
| Topic 4: Regression and Modeling | - Linear Relationships
- 1. Slope and intercept interpretation
- 2. Simple linear regression
|
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WGU Applied Probability and Statistics (FZO1 C955) Sample Questions (Q66-Q71):
NEW QUESTION # 66
Correlation coefficient = #0.7. This indicates:
- A. No relationship
- B. Strong positive
- C. Strong negative linear relationship
- D. Weak positive
Answer: C
Explanation:
The correlation coefficient r measures the direction and strength of a linear relationship between two quantitative variables. Values of r range from #1 to 1. A negative value indicates that as one variable increases, the other variable tends to decrease. The value #0.7 is fairly close to #1, so it represents a strong negative linear relationship. It is not perfect, because perfect negative correlation would be r = #1, but it is clearly stronger than a weak association. Option B is incorrect because the sign is negative, not positive.
Option C is incorrect because no linear relationship would be represented by a correlation near 0. Option D is incorrect both in direction and strength. A scatterplot with r = #0.7 would generally show points trending downward from left to right, with some scatter around the trend. Study Guide references/topics: correlation coefficient, negative association, linear relationships, scatterplot interpretation.
NEW QUESTION # 67
The pie chart shows the contribution of different renewable energy sources to the total energy production.

What is true about the given data?
- A. Biomass and geothermal together contribute more than wind energy to the total production.
- B. Hydropower and biomass together contribute more than solar energy to the total production.
- C. Geothermal contributes the least to the total production.
- D. Solar power contributes the most to the total production.
Answer: D
Explanation:
A pie chart displays how a whole is divided into categorical parts, usually as percentages totaling 100%. The chart shows solar at 35%, hydropower at 30%, wind at 20%, geothermal at 10%, and biomass at 5%. The largest percentage is solar, so solar power contributes the most to total energy production. Option A is false because hydropower plus biomass equals 30% + 5% = 35%, which is equal to solar, not more than solar.
Option B is false because geothermal is 10%, while biomass is only 5%; therefore, biomass contributes the least. Option C is false because biomass plus geothermal equals 5% + 10% = 15%, which is less than wind at
20%. The correct interpretation requires comparing category percentages accurately rather than relying on visual size alone. References/topics from the Study Guide: pie charts, categorical data, percentages, interpreting graphical displays.
NEW QUESTION # 68
Determine z in the equation:
1/(6z) = 2/9
- A. 2/54
- B. 18/2
- C. 12/9
- D. 9/12
Answer: D
Explanation:
The equation 1/(6z) = 2/9 is a proportion because it sets two fractions equal to each other. To solve it, use cross multiplication. Multiply the numerator of the first fraction by the denominator of the second fraction, and multiply the denominator of the first fraction by the numerator of the second fraction: 1 × 9 = 2 × 6z. This gives 9 = 12z. To isolate z, divide both sides by 12: z = 9/12. This fraction can also be simplified to 3/4, but the answer choices list the unsimplified equivalent form 9/12. The other options do not satisfy the original equation. For example, if z = 2/54, then 6z is very small and the left side becomes much larger than 2/9. If z =
12/9 or 18/2, the denominator becomes too large, making the left side too small. References/topics from the Study Guide: proportions, solving equations, cross multiplication, equivalent fractions.
NEW QUESTION # 69
Central limit theorem applies when:
- A. Data categorical
- B. Population must be normal
- C. Sample size large
- D. Population unknown
Answer: C
Explanation:
The central limit theorem applies when the sample size is sufficiently large and observations are independent.
It states that the sampling distribution of the sample mean becomes approximately normal as sample size increases, even if the original population distribution is not normal. This makes option A correct. Option B is incorrect because the population does not have to be normal for the theorem to operate; large sample size is what permits the normal approximation. Option C is not the condition that defines the theorem. A population parameter may be unknown in inference, but that is not the trigger for the central limit theorem. Option D is incorrect because the classic central limit theorem for means concerns quantitative data, not purely categorical labels. The theorem is foundational because it justifies using normal-based confidence intervals and hypothesis tests for means when sample sizes are large. Study Guide references/topics: central limit theorem, sample size, sampling distribution, normal approximation.
NEW QUESTION # 70
Type II error = ?
- A. None
- B. Reject H# when true
- C. Accept H# when false
- D. Correct decision
Answer: C
Explanation:
A Type II error occurs when the null hypothesis is false, but the test fails to reject it. Many introductory materials describe this as "accepting H# when false," although the more precise statistical wording is "failing to reject H#." This is a false negative: a real effect, difference, or relationship exists, but the test does not detect enough evidence to conclude it. For example, if a new teaching method truly improves scores but the test fails to find significance, the result is a Type II error. Option B describes a Type I error, which is rejecting a true null hypothesis. Option C is a correct test decision, not an error. Option D is invalid because Type II error is a defined concept. The probability of Type II error is #, and statistical power is 1 # #. Study Guide references/topics: hypothesis testing, Type II error, null hypothesis, statistical power.
NEW QUESTION # 71
......
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