Question

Difficulty: HardCumulative Frequency and Ogive

The cumulative frequency distribution of the operational lifespans (in hours) for a batch of 100100 precision LED modules tested in a laboratory is summarized below:

Lifespan Interval (hours)Class BoundariesCumulative Frequency
100119100 - 11999.5119.599.5 - 119.51010
120139120 - 139119.5139.5119.5 - 139.52525
140159140 - 159139.5159.5139.5 - 159.56060
160179160 - 179159.5179.5159.5 - 179.58585
180199180 - 199179.5199.5179.5 - 199.5100100

Using linear interpolation for cumulative frequency distributions, calculate the 75th percentile (P75P_{75}) of the lifespan of these modules in hours.

Answer: 171.5 hours

Answer

The 75th percentile of operational lifespan is 171.5 hours.
The 75th percentile rank position is 0.75×100=750.75 \times 100 = 75. The percentile falls within the class boundary 159.5179.5159.5 - 179.5. Substituting lower class boundary L=159.5L = 159.5, preceding cumulative frequency c.f.=60c.f. = 60, class frequency f=25f = 25, and class width c=20c = 20 into P75=L+(75c.f.f)×cP_{75} = L + \left(\frac{75 - c.f.}{f}\right) \times c gives 159.5+(1525)×20=171.5159.5 + \left(\frac{15}{25}\right) \times 20 = 171.5 hours.

Step-by-Step Solution

1
Determine the rank position of the 75th percentile.
Rank position = 75th value out of 100.
The 75th percentile corresponds to 75% of the total frequency N = 100.
2
Identify the percentile class interval and extract relevant parameters.
Class interval is 159.5 - 179.5, with L = 159.5, c.f. = 60, f = 25, and c = 20.
The cumulative frequency increases from 60 to 85 across the boundary 159.5 to 179.5, which contains the 75th value.
3
Compute the percentile value using ogive linear interpolation.
P_75 = 159.5 + [(75 - 60) / 25] * 20 = 171.5 hours.
Applying the cumulative frequency interpolation formula yields the exact value.

Key Concept

Calculating Percentiles from Cumulative Frequency / Ogives
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