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The following sale prices are in ascending order: $300,000, $320,000, $340,000, $360,000, $380,000, $400,000, $420,000, $440,000, $460,000, $480,000, $500,000, $520,000. What is the 25th percentile by the nearest-rank method, which takes the lowest price at or below which at least 25% of the sales fall?

Correct Answer

C) $340,000

r=ceil(0.25×12)=3; observation 3 is $340,000. A different percentile convention can yield a different answer, so the stated nearest-rank method controls.

Answer Options
A
$355,000
B
$360,000
C
$340,000
D
$410,000

Why This Is the Correct Answer

Option C is correct because r = ceil(0.25 × 12) = ceil(3) = 3, and the third ordered price is $340,000. Because 3 is already a whole number, the ceiling leaves it unchanged. Using one-based positions, counting to the third value gives $340,000.

Why the Other Options Are Wrong

Option A: $355,000

Option A, $355,000, applies an interpolating convention, rank = 1 + 0.25 × (12 − 1) = 3.75, then $340,000 + 0.75 × $20,000 = $355,000. The stated nearest-rank rule uses r = ceil(0.25 × 12) = 3 with no interpolation, giving $340,000.

Option B: $360,000

Option B, $360,000, is the fourth observation, which results from wrongly bumping an exact rank of 3 up to 4, or from using n + 1 (0.25 × 13 = 3.25, rounded up to 4). The ceiling of exactly 3 is 3, giving $340,000.

Option D: $410,000

Option D, $410,000, is the average of the sixth and seventh values, ($400,000 + $420,000) ÷ 2, which is the median, not the 25th percentile. The nearest-rank rule gives position 3, $340,000.

Whole rank stays put

If p × n is already a whole number, the ceiling does nothing, so take that exact position.

How to use: Use this when a nearest-rank calculation produces an integer rank.

Exam Tip

Do not round up a rank that is already a whole number; the ceiling of an integer is the integer itself.

Common Mistakes to Avoid

  • -Rounding an integer rank up to the next position
  • -Interpolating between values when the rule calls for nearest rank
  • -Confusing the 25th percentile with the median

Concept Deep Dive

Analysis

This question tests the nearest-rank percentile rule when p × n is already a whole number. With n = 12 and p = 0.25, the rank is exactly 3, so no rounding is needed. The answer is the third ordered value, and the main trap is shifting the position by one.

Background Knowledge

The first quartile corresponds roughly to the 25th percentile, marking the lower quarter of ordered data. Different percentile conventions may interpolate or shift positions, so the specified rule determines the answer. Under nearest rank, an exact whole-number rank is used as is.

Real-World Application

An appraiser reports the lower-quartile sale price for a subdivision of twelve recent sales to show the entry-level price point. Applying nearest rank, the appraiser takes the third-ranked sale and identifies the method used.

percentilenearest-rank methodfirst quartileordered datarank
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