Statistical Concepts and Analysis Flashcards
7 cards from real Data Science practice questions. Tap to flip, then mark Knew It or Still Learning — missed cards come back until you master them.
Read the first 7 Statistical Concepts and Analysis flashcards as text
Which sampling method gives every member of a population an equal chance of selection?
Answer: Simple random sampling
Simple random sampling ensures each unit has an identical probability of being chosen.
The standard deviation measures:
Answer: The typical spread of values around the mean
Standard deviation quantifies average dispersion of data points from the mean.
In a normal distribution, approximately what percentage of data falls within one standard deviation of the mean?
Answer: 68%
The empirical rule states about 68% of values lie within ±1 standard deviation.
Which is an example of a categorical (nominal) variable?
Answer: Eye color
Eye color labels categories with no inherent numeric order, making it nominal.
If two events are mutually exclusive, then:
Answer: They cannot occur at the same time
Mutually exclusive events have no overlap, so they cannot both happen simultaneously.
What does R-squared represent in a regression model?
Answer: The proportion of variance in the outcome explained by predictors
R-squared is the fraction of the dependent variable's variance accounted for by the model.
A boxplot's interquartile range (IQR) spans which values?
Answer: The 25th to the 75th percentile
The IQR is the distance between Q1 (25th) and Q3 (75th) percentiles, covering the middle 50%.