Question

Difficulty: MediumCumulative Frequency and Ogive

The table below presents the cumulative frequency distribution of delay times (in minutes) for 5050 regional flights recorded at an airport:

Delay Time (minutes)Cumulative Frequency
101910 - 1988
202920 - 292020
303930 - 394040
404940 - 495050

What is the 70th70\text{th} percentile of the delay times?

  1. 37.037.0 minutesAnswer
  2. B
    37.537.5 minutes
  3. C
    32.032.0 minutes
  4. D
    35.035.0 minutes

Answer

The 70th70\text{th} percentile of the delay times is 37.037.0 minutes.
The 70th70\text{th} percentile position is found by taking 70%70\% of 5050, which yields 3535. Looking at the cumulative frequency table, the 35th item falls in the 303930 - 39 interval (class boundaries 29.539.529.5 - 39.5). Applying the percentile interpolation formula: P70=29.5+(352020)×10=29.5+7.5=37.0 minutesP_{70} = 29.5 + \left(\frac{35 - 20}{20}\right) \times 10 = 29.5 + 7.5 = 37.0\text{ minutes}.

Step-by-Step Solution

1
Determine the position of the 70th percentile rank.
Position rank =70100×50=35th value= \frac{70}{100} \times 50 = 35\text{th value}.
The 70th percentile corresponds to 70% of the total frequency N=50N = 50.
2
Identify the 70th percentile class interval and its parameters.
Interval: 303930 - 39; Lower class boundary L=29.5L = 29.5, cumulative frequency preceding class F=20F = 20, frequency of percentile class f=20f = 20, class width c=10c = 10.
The cumulative frequency reaches 20 at 29.529.5 and 40 at 39.539.5, so the 35th value lies in the 303930 - 39 class interval.
3
Apply the percentile interpolation formula P70=L+(70N100Ff)×cP_{70} = L + \left(\frac{\frac{70N}{100} - F}{f}\right) \times c.
P70=29.5+(352020)×10=29.5+(1520)×10=29.5+7.5=37.0 minutesP_{70} = 29.5 + \left(\frac{35 - 20}{20}\right) \times 10 = 29.5 + \left(\frac{15}{20}\right) \times 10 = 29.5 + 7.5 = 37.0\text{ minutes}.
Linear interpolation distributes the cumulative frequencies evenly across the class interval.

Key Concept

Calculating percentiles from grouped cumulative frequency data using class boundaries and linear interpolation.
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