Key Takeaways
- Approximately 18 questions (~32%) involve data interpretation, representation, statistics, and probability.
- Master reading bar graphs, line graphs, pie charts, scatter plots, and data tables accurately.
- Know the three measures of central tendency: mean (average), median (middle), and mode (most frequent).
- Understand range and basic concepts of spread (standard deviation measures data dispersion from the mean).
- Look carefully at axis scales and labels—graph questions often test whether you notice these details.
Data Interpretation and Statistics
Quick Answer: Data interpretation and statistics account for about 18 questions (~32%) on the Math subtest. You'll need to read various graph types, calculate mean/median/mode, and understand basic statistical concepts. Practice extracting specific values from graphs and tables—these skills are directly testable.
Reading Graphs and Charts
Types of Graphs You'll Encounter
| Graph Type | Best For | What to Watch |
|---|---|---|
| Bar Graph | Comparing categories | Y-axis scale, category labels |
| Line Graph | Showing trends over time | Scale, units, starting point |
| Pie Chart | Parts of a whole | Percentages sum to 100% |
| Scatter Plot | Showing relationships | Positive/negative correlation |
| Histogram | Frequency distribution | Bin widths, frequencies |
Reading Bar Graphs
Key Steps:
- Read the title to understand what's measured
- Check axis labels and units
- Note the scale (does it start at 0?)
- Compare bar heights carefully
Worked Example: Bar Graph Interpretation
Problem: A bar graph shows test scores for 5 students: Amy (85), Ben (72), Cara (91), Dan (78), Eva (85). What is the range of scores?
Solution:
- Find highest score: 91 (Cara)
- Find lowest score: 72 (Ben)
- Calculate range: 91 - 72 = 19 points
Test Tip: When a question asks about a graph, always verify you're reading the correct data point. Misreading an axis is a common error.
Reading Pie Charts
Pie charts show parts of a whole (100%). To find a value:
Worked Example: Pie Chart
Problem: A pie chart shows a school budget of $500,000 with 45% for salaries, 30% for facilities, 15% for supplies, and 10% for other. How much is allocated to supplies?
Solution: $500,000 × 0.15 = $75,000
Data Tables
Extracting Information
When working with tables:
- Read row and column headers carefully
- Note units (thousands, millions, percentages)
- Identify the specific cell needed
- Watch for totals vs. individual values
Worked Example: Two-Way Table
Problem:
| Pass | Fail | Total | |
|---|---|---|---|
| Studied | 45 | 5 | 50 |
| Did Not Study | 20 | 30 | 50 |
| Total | 65 | 35 | 100 |
What percentage of students who studied passed the test?
Solution:
- Students who studied: 50
- Of those who passed: 45
- Percentage: 45/50 × 100% = 90%
Measures of Central Tendency
Mean (Average)
Example: Scores: 78, 82, 85, 91, 94
- Sum = 78 + 82 + 85 + 91 + 94 = 430
- Mean = 430 ÷ 5 = 86
Calculator Tip: Add all values first, then divide by the count. For the example above: 78 + 82 + 85 + 91 + 94 = (note the total), then ÷ 5 =.
Median (Middle Value)
The median is the middle value when data is ordered.
Steps:
- Order values from least to greatest
- If odd count: median is the middle number
- If even count: median is average of two middle numbers
Example (odd count): 12, 15, 18, 22, 30
- Middle value (3rd of 5): 18
Example (even count): 12, 15, 18, 22
- Middle values: 15 and 18
- Median = (15 + 18) ÷ 2 = 16.5
Mode (Most Frequent)
The mode is the value that appears most often.
Example: 5, 7, 7, 8, 9, 7, 10
- Mode = 7 (appears 3 times)
Notes:
- A data set can have no mode (all values unique)
- A data set can have multiple modes (bimodal, multimodal)
Choosing the Right Measure
| Measure | Best When | Weakness |
|---|---|---|
| Mean | Data is symmetric, no outliers | Affected by extreme values |
| Median | Data has outliers or is skewed | Ignores actual values |
| Mode | Data is categorical or discrete | May not exist or be unique |
Worked Example: Comparing Measures
Problem: House prices on a street (in thousands): $200, $220, $215, $230, $800. Which measure best represents a "typical" house price?
Solution:
- Mean = (200 + 220 + 215 + 230 + 800) ÷ 5 = 1665 ÷ 5 = $333,000
- Median = $220,000 (middle value when ordered)
Answer: The median ($220,000) is better because the $800,000 outlier skews the mean upward.
Range and Spread
Range
The range shows how spread out the data is, but is sensitive to outliers.
Standard Deviation (Conceptual)
Standard deviation measures how far data points typically are from the mean.
| Standard Deviation | Data Description |
|---|---|
| Small | Data points clustered near the mean |
| Large | Data points spread far from the mean |
Example:
- Set A: 48, 49, 50, 51, 52 (small SD, clustered)
- Set B: 10, 30, 50, 70, 90 (large SD, spread out)
- Both have mean = 50, but very different spreads
Note: You won't calculate standard deviation by hand on Praxis Core, but you should understand what it represents and be able to compare relative spreads.
Scatter Plots and Correlation
Types of Correlation
| Correlation | Description | Graph Pattern |
|---|---|---|
| Positive | As x increases, y increases | Points slope upward |
| Negative | As x increases, y decreases | Points slope downward |
| None | No relationship | Points scattered randomly |
Strength of Correlation
| Strength | Pattern |
|---|---|
| Strong | Points close to a line |
| Weak | Points loosely follow trend |
| None | No discernible pattern |
Worked Example: Scatter Plot
Problem: A scatter plot shows study hours (x-axis) vs. test scores (y-axis). Points trend upward from left to right, staying close to an imaginary line. Describe the correlation.
Solution: Strong positive correlation—as study hours increase, test scores increase, and the points are clustered near a line.
The test scores for a class are: 72, 85, 78, 92, 85, 88, 85, 79. What is the mode?
Data set: 15, 22, 18, 35, 20. What is the median?
A pie chart shows that 25% of a $2,400 monthly budget goes to rent. How much is spent on rent?
Which measure of central tendency is LEAST affected by outliers?