What are key General Strategies for AP Statistics?
Be Specific: Use numerical values and context for clarity. Define and Show Work: Define variables and show calculations step-by-step. Read Carefully: Understand question requirements before answering. Check Your Answers: Review your solutions for errors.
What does the CUSS method stand for in descriptive statistics?
CUSS Method: Center, Unusual features, Spread, Shape.
What are the components of the SOCS method for analyzing data?
SOCS Method: Shape, Outliers, Center, Spread.
What are the steps in the DUFS method for describing scatterplots?
DUFS Method: Direction, Unusual features, Form, Strength.
What are the properties of a Binomial Distribution (BINS)?
B: Binary outcomes (success/failure), I: Independent trials, N: Fixed number of trials, S: Constant success probability.
What is the PANIC method for constructing confidence intervals?
PANIC: P (Parameter), A (Assumptions), N (Name the interval), I (Interval calculation), C (Conclusion).
What does the PHANTOMS method stand for in hypothesis testing?
PHANTOMS: P (Parameter), H (Hypotheses), A (Assumptions), N (Identify test), T (Test statistic), O (p-value), M (Decision), S (Conclusion in context).
What does the slope in regression analysis indicate?
Slope indicates how much y changes for each unit increase in x.
What does the Coefficient of Determination (R2) represent?
R2 indicates the percentage of variability in y explained by x.
What is a Type I Error in hypothesis testing?
Type I Error: Rejecting the null hypothesis (H0) when it is true.
What is a Type II Error in hypothesis testing?
Type II Error: Failing to reject the null hypothesis (H0) when the alternative hypothesis (Ha) is true.
What is the definition of Standard Deviation?
Standard Deviation (σ or s) measures the spread of data points around the mean.
What is the formula for calculating a Z-Score?
Z-Score is calculated as Z = (X - mean) / standard deviation.
What does Central Limit Theorem (CLT) state?
The Central Limit Theorem states that for large samples (n ≥ 30), the sampling distribution of the sample mean is approximately normally distributed.
What does the term 'outlier' refer to?
An outlier is a data point that markedly differs from the other observations in a dataset.
What does the term 'skewed right' indicate about data distribution?
A skewed right distribution has a longer tail on the right side, causing the mean to be greater than the median.
What does the term 'skewed left' indicate about data distribution?
A skewed left distribution has a longer tail on the left side, causing the mean to be less than the median.
What is the role of the mean in a symmetrical distribution?
In a symmetrical distribution, the mean is approximately equal to the median.
Define 'voluntary response bias.'
Voluntary response bias occurs when participants self-select into a survey or study, often leading to non-representative samples.
What are the main characteristics of a simple random sample (SRS)?
In a simple random sample, every individual in the population has an equal chance of being selected.
How do you determine the 'spread' of a dataset?
Spread can be measured using the range, interquartile range (IQR), or standard deviation.
What is the purpose of a boxplot?
A boxplot provides a visual summary of the data, showing the minimum, Q1, median, Q3, and maximum while identifying outliers.
How is a histogram used in statistics?
A histogram displays the frequency distribution of numerical data, helping to visualize the shape of the distribution.
What is the purpose of a scatterplot?
A scatterplot is used to visualize the relationship between two quantitative variables.
What does the term 'cumulative frequency' refer to?
Cumulative frequency is the total number of observations that fall below a particular value in a dataset.
What is the impact of increasing sample size on the power of a test?
Increasing sample size generally improves the power of a test, making it more likely to correctly reject a false null hypothesis.
What is a residual plot used for?
A residual plot is used to determine whether residuals exhibit any pattern, which may suggest the need for a different type of model.
What does 'strength' refer to when describing a relationship in regression?
Strength refers to how closely the points in a scatterplot follow a specific form, indicating the reliability of the association.
What are common types of graphs used to display categorical data?
Common graphs for categorical data include bar graphs, pie charts, and segmented bar graphs.
What is the notation for the population mean?
The population mean is denoted by the Greek letter mu (μ).
What is meant by 'normal distribution'?
A normal distribution is defined by its symmetrical bell shape, characterized by its mean and standard deviation.