Question

Difficulty: HardCumulative Frequency and Ogive

The cumulative frequency distribution table below shows the completion times (in minutes) for 120120 software engineers during a technical skill test:

Time Interval (min)Frequency (ff)Cumulative Frequency (cfcf)
101910 - 1912121212
202920 - 2928284040
303930 - 3940408080
404940 - 492424104104
505950 - 591616120120

Using linear interpolation from the cumulative frequency data, what is the 65th65^{\text{th}} percentile completion time?

  1. 39.0 minutes39.0\text{ minutes}Answer
  2. B
    29.0 minutes29.0\text{ minutes}
  3. C
    39.5 minutes39.5\text{ minutes}
  4. D
    34.5 minutes34.5\text{ minutes}

Answer

39.0 minutes39.0\text{ minutes}
To find the 65th65^{\text{th}} percentile (P65P_{65}), we calculate 65100×120=78\frac{65}{100} \times 120 = 78. The cumulative frequency table shows that rank 7878 falls within the class interval 303930 - 39. The true lower boundary for this class is L=29.5L = 29.5, the cumulative frequency of the preceding class is F=40F = 40, the frequency of the percentile class is f=40f = 40, and the class width is c=10c = 10. Substituting into P65=L+(78Ff)cP_{65} = L + \left(\frac{78 - F}{f}\right)c yields 29.5+(3840)×10=39.0 minutes29.5 + \left(\frac{38}{40}\right) \times 10 = 39.0\text{ minutes}.

Step-by-Step Solution

1
Determine the rank of the 65th65^{\text{th}} percentile (P65P_{65}).
Rank =65100×120=78= \frac{65}{100} \times 120 = 78.
The percentile rank identifies the position of the data point within the total frequency N=120N = 120.
2
Identify the percentile class and its boundaries.
Percentile class is 303930 - 39, with lower boundary L=29.5L = 29.5, upper boundary =39.5= 39.5, and class width c=10c = 10.
The cumulative frequency increases from 4040 to 8080 across this interval, containing rank 7878.
3
Apply the linear interpolation formula for percentiles on grouped data.
P65=L+(65N100Ff)×c=29.5+(784040)×10=29.5+9.5=39.0 minutesP_{65} = L + \left(\frac{\frac{65N}{100} - F}{f}\right) \times c = 29.5 + \left(\frac{78 - 40}{40}\right) \times 10 = 29.5 + 9.5 = 39.0\text{ minutes}.
Where F=40F = 40 is the cumulative frequency prior to the class and f=40f = 40 is the frequency of the class.

Key Concept

Linear Interpolation of Percentiles from Cumulative Frequency Distributions
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