SAT Data Analysis — Advanced Practice Questions

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SAT Data Analysis • Advanced Practice

SAT Data Analysis — Advanced Practice

Eight original SAT-style problems built around the kinds of statistical reasoning students are expected to recognize, interpret, and solve under test conditions.

Center. Spread. Change. Interpretation. These problems are not designed simply to test whether you can calculate. They are designed to make you read the data, identify what matters, and choose the most efficient mathematical path.

How to use this practice set

Each problem begins with the kind of visual information you may encounter on the SAT: a histogram, a table, a distribution, or a frequency display. Before calculating anything, first ask: What is the question really asking me to compare or determine?

Try each question on your own first. Then use the solution to study the reasoning, not just the answer. The goal is to recognize the underlying idea quickly when the SAT presents it in a different context.

Read the visual Identify the statistic Choose the right strategy Calculate only when needed Check the result
1

Read a Histogram → Estimate the Mean

Use the distribution to estimate a measure of center.

Histogram • Mean • Weighted thinking
Books read by 20 students during the summer
0 2 4 6 8 2 5 7 4 2 0–2 3–5 6–8 9–11 12–14 Number of books Number of students
The histogram shows the distribution of the number of books read by 20 students during a summer. Which of the following is the best estimate of the mean number of books read by the students?
  • A) 4.5
  • B) 6.5
  • C) 7.5
  • D) 9.5
Think before calculating: The histogram does not tell us every individual value. Instead, use a representative value for each interval and weight it by the number of students in that interval.

Step-by-step solution

1

Find the midpoint of each interval. The representative values are 1, 4, 7, 10, and 13.

2

Multiply each representative value by its frequency:

(2)(1) + (5)(4) + (7)(7) + (4)(10) + (2)(13)
3

Add the products:

2 + 20 + 49 + 40 + 26 = 137
4

There are 20 students, so divide the approximate total by 20:

137 ÷ 20 = 6.85
5

The estimate is about 7 books. Among the choices, 7.5 is the closest.

Answer: C) 7.5
SAT takeaway: For grouped data, an estimated mean can be found by using representative values and weighting them by frequency.
2

Outliers → Mean, Median & Range

Understand how an unusually large value changes statistics.

Outliers • Center • Spread
Commute times before and after removing the outlier
20 30 40 50 60 70 91 Commute time (minutes)
The following data represent the number of minutes that 11 employees spent commuting to work:

18, 20, 21, 22, 23, 24, 25, 26, 27, 28, 91

The value 91 is considered an outlier. If the value 91 is removed, which statement is true?
  • A) The mean decreases, the median decreases, and the range decreases.
  • B) The mean decreases, the median stays the same, and the range decreases.
  • C) The mean stays the same, the median decreases, and the range decreases.
  • D) The mean decreases, the median stays the same, and the range stays the same.

Step-by-step solution

1

Start with the mean. The value 91 is much larger than the other values, so it pulls the mean upward. Removing 91 therefore makes the mean decrease.

2

Find the original median. There are 11 values, so the 6th value is the median:

Median = 24
3

After removing 91, there are 10 values. The two middle values are 23 and 24:

New median = (23 + 24) ÷ 2 = 23.5
4

Compare the ranges. Originally:

91 − 18 = 73
5

After removing 91:

28 − 18 = 10
Answer: A) The mean decreases, the median decreases, and the range decreases.
SAT takeaway: An extreme outlier usually has a much stronger effect on the mean than on the median. It can also dramatically increase the range.
3

Rate of Change from a Data Table

Distinguish total change from average change per interval.

Tables • Rate of change • Interpretation
Year Annual spending
2021 $2,400,000
2022 $2,550,000
2023 $2,760,000
2024 $2,970,000
The table shows the annual amount spent on environmental programs by a city. Which of the following is closest to the average annual increase in spending from 2021 to 2024?
  • A) $150,000
  • B) $190,000
  • C) $200,000
  • D) $570,000
Watch the wording: “Average annual increase” means the total increase divided by the number of year-to-year intervals.

Step-by-step solution

1

Find the total increase from 2021 to 2024:

$2,970,000 − $2,400,000 = $570,000
2

From 2021 to 2024 there are three one-year intervals: 2021→2022, 2022→2023, and 2023→2024.

3

Divide the total increase by 3:

$570,000 ÷ 3 = $190,000
Answer: B) $190,000
Common SAT trap: $570,000 is the total increase over the entire period. It is not the average annual increase.
4

Target Average → Find the Missing Value

Work backward from a required mean.

Mean • Missing value • Inequality
Five completed quiz scores
Quiz 1 Quiz 2 Quiz 3 Quiz 4 Quiz 5 Quiz 6
72 81 84 88 90 ?
A student receives the following scores on the first five quizzes:

72, 81, 84, 88, 90

What is the minimum score the student must earn on the sixth quiz to have an average score of at least 85?
  • A) 92
  • B) 93
  • C) 94
  • D) 95

Step-by-step solution

1

Add the five existing scores:

72 + 81 + 84 + 88 + 90 = 415
2

Let the sixth score be x. The desired average is at least 85:

(415 + x) ÷ 6 ≥ 85
3

Multiply both sides by 6:

415 + x ≥ 510
4

Subtract 415:

x ≥ 95
5

Therefore, the smallest possible score is 95.

Answer: D) 95
SAT takeaway: When a target average is given, convert the average into a target total first. Then solve for the missing value.
5

Combined Mean from Two Groups

Combine group means using group sizes.

Mean • Weighted average • Two groups

Group A

80 birds

Mean wingspan: 31 cm

Group B

120 birds

Mean wingspan: 34 cm

A researcher measures the wingspans of two groups of birds. Group A contains 80 birds and has a mean wingspan of 31 cm. Group B contains 120 birds and has a mean wingspan of 34 cm. What is the mean wingspan of all 200 birds?
  • A) 32.2 cm
  • B) 32.8 cm
  • C) 33.0 cm
  • D) 33.5 cm
Think first: The groups are different sizes. Therefore, you cannot simply average 31 and 34.

Step-by-step solution

1

Convert Group A’s mean into its total wingspan:

80 × 31 = 2,480
2

Convert Group B’s mean into its total wingspan:

120 × 34 = 4,080
3

Add the two totals:

2,480 + 4,080 = 6,560
4

Divide by the total number of birds:

6,560 ÷ 200 = 32.8
Answer: B) 32.8 cm
Fast check: The larger group has mean 34, so the combined mean should be pulled closer to 34 than to 31. A value of 32.8 makes sense.
6

Add a Value → What Happens to Mean and Median?

Separate the effects on center measures.

Mean vs. median • Distribution • Reasoning
Original distribution: 50 values
40 45 50 52 55 60 Value
A data set contains 50 values. The median of the data set is 52, and the mean is 49. A new value of 90 is added to the data set.

Which statement must be true?
  • A) The new mean is greater than 49, and the new median is greater than 52.
  • B) The new mean is greater than 49, but the new median is 52.
  • C) The new mean is 49, and the new median is greater than 52.
  • D) Both the new mean and the new median are greater than their original values.

Step-by-step solution

1

Consider the mean first. The original mean is 49, while the added value is 90.

90 > 49
2

Adding a value larger than the current mean pulls the mean upward. Therefore, the new mean must be greater than 49.

3

Now consider the median. There were 50 values, so the original median is determined by the 25th and 26th values. After adding 90, there are 51 values, and the median is the 26th value.

4

Because 90 is added at the high end of the ordered data, the central position remains at the original median value. Thus the new median is 52.

Answer: B) The new mean is greater than 49, but the new median is 52.
SAT takeaway: A very large new value can change the mean while leaving the median unchanged. Always analyze these two statistics separately.
7

Sample Data → Population Interpretation

Use a random sample to estimate a larger population.

Sampling • Proportion • Interpretation
Number of siblings School A
Sample
School B
Sample
0 82 110
1 66 52
2 32 24
3 14 10
4 6 4

A random sample of 200 students was selected from each school. School A has 2,000 students and School B has 3,000 students.

A researcher randomly selects 200 students from each of two schools and asks each student how many siblings they have. Based on the sample from School A, which statement is best supported?
  • A) Exactly 820 students at School A have no siblings.
  • B) Approximately 820 students at School A have no siblings.
  • C) Exactly 1,100 students at School A have no siblings.
  • D) Approximately 1,100 students at School A have no siblings.

Step-by-step solution

1

In the sample, 82 of the 200 students reported having zero siblings.

82 ÷ 200 = 0.41
2

So approximately 41% of the students in the school would be expected to have zero siblings.

3

School A has 2,000 students:

0.41 × 2,000 = 820
4

Because the 200 students were a sample rather than every student in the school, the result is an estimate.

Answer: B) Approximately 820 students at School A have no siblings.
Important wording: A sample allows us to estimate a population characteristic. Unless the entire population was measured, be careful with words such as exactly.
8

Median from a Frequency Table

Locate the middle observations using cumulative frequency.

Frequency table • Median • Position
Number of siblings Number of students
0 12
1 18
2 16
3 9
4 5
The table shows the number of siblings reported by 60 students. What is the median number of siblings?
  • A) 1
  • B) 1.5
  • C) 2
  • D) 2.5
Do not choose the most frequent value automatically. The median is determined by position in the ordered data, not by which value occurs most often.

Step-by-step solution

1

There are 60 students. Because 60 is even, the median is the average of the 30th and 31st values.

Middle positions: 30 and 31
2

Build cumulative frequencies:

Siblings Frequency Cumulative frequency
0 12 12
1 18 30
2 16 46
3 9 55
4 5 60
3

The cumulative frequency reaches 30 at a sibling count of 1. Therefore, the 30th value is 1.

4

The next observation, the 31st value, belongs to the next row. Therefore, the 31st value is 2.

Median = (1 + 2) ÷ 2 = 1.5
Answer: B) 1.5
Common SAT trap: The value 1 occurs most frequently, but that makes it the mode, not necessarily the median.
SAT takeaway: For an even-sized data set, locate the two middle positions first. A frequency table lets you locate those positions without writing out every individual observation.

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