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Question

The ‘less than’ ogive curve and the ‘more than’ ogive curve intersect at

The correct answer is

Median

Understanding Ogive Curves and Their Intersection

In statistics, ogive curves are graphical representations of cumulative frequency distributions. They are used to visually determine certain statistical measures, particularly quartiles, percentiles, and the median.

There are two main types of ogive curves:

  • 'Less than' Ogive: This curve is constructed by plotting the upper limits of the class intervals on the x-axis and their corresponding 'less than' cumulative frequencies on the y-axis. It is an upward-sloping curve, starting from zero cumulative frequency.
  • 'More than' Ogive: This curve is constructed by plotting the lower limits of the class intervals on the x-axis and their corresponding 'more than' cumulative frequencies on the y-axis. It is a downward-sloping curve, starting from the total frequency.

Intersection Point of Ogive Curves

When both the 'less than' ogive and the 'more than' ogive curves are plotted on the same graph, they intersect at a specific point. This intersection point has a significant meaning in terms of statistical measures of central tendency.

Let's consider why they intersect and what that point represents:

  • The 'less than' ogive shows the cumulative frequency up to a certain value (the number of observations less than or equal to that value).
  • The 'more than' ogive shows the cumulative frequency from a certain value upwards (the number of observations greater than or equal to that value).
  • At the point where the two curves intersect, the cumulative frequency 'less than or equal to' a certain value is equal to the cumulative frequency 'greater than or equal to' that same value (when considered from the perspective of total frequency).

Specifically, if we consider the total frequency N, the 'less than' cumulative frequency at the median is N/2, and the 'more than' cumulative frequency at the median is also N/2 (meaning N/2 observations are less than or equal to the median, and N/2 observations are greater than or equal to the median). This condition of having N/2 observations on either side is the definition of the median.

Therefore, the x-coordinate of the intersection point of the 'less than' ogive and the 'more than' ogive represents the Median of the data distribution.

Step-by-Step Concept Explanation

  1. Construct the frequency distribution table for the given data.
  2. Calculate the 'less than' cumulative frequencies.
  3. Calculate the 'more than' cumulative frequencies.
  4. Plot the 'less than' ogive using upper class limits on the x-axis and 'less than' cumulative frequencies on the y-axis.
  5. Plot the 'more than' ogive using lower class limits on the x-axis and 'more than' cumulative frequencies on the y-axis.
  6. Identify the point where the two curves intersect.
  7. The x-coordinate of this intersection point gives the value of the Median.
  8. The y-coordinate of this intersection point is equal to half of the total frequency ($\frac{N}{2}$).

Comparing Intersection with Other Measures

While the intersection of ogives gives the median, let's quickly review why it is not the mode or the arithmetic mean.

  • Mode: The mode is the value that appears most frequently in the data. It is typically found from a histogram as the midpoint of the class with the highest frequency or using specific formulas for grouped data. Ogives do not directly determine the mode.
  • Arithmetic Mean: The mean is the average of all values. It is calculated by summing all observations and dividing by the total number of observations. For grouped data, it's calculated using class marks and frequencies. Ogives do not directly provide the mean.

Thus, the intersection point is uniquely associated with the Median.

Statistical Measure Graphical Representation Intersection Point on Graph
Median Ogive (Less than & More than) Intersection of 'less than' and 'more than' ogives
Mode Histogram Highest bar in the histogram
Arithmetic Mean None (Calculated numerically) Not determined graphically from standard ogives or histograms alone

Conclusion on Ogive Intersection

The point where the 'less than' ogive curve and the 'more than' ogive curve intersect provides the Median of the data distribution. This is a fundamental concept in statistics for finding the median graphically.

Revision Table: Ogive Curve Intersection

Concept Description
'Less than' Ogive Cumulative frequency against upper class limits
'More than' Ogive Cumulative frequency against lower class limits
Intersection Point X-coordinate Median
Intersection Point Y-coordinate Half of total frequency ($\frac{N}{2}$)

Additional Information: Cumulative Frequency Graphs

Cumulative frequency graphs, like ogives, are useful for understanding the distribution of data and for easily finding percentiles and quartiles. Once an ogive (either less than or more than) is drawn, you can find any percentile or quartile:

  • To find the median (50th percentile or Q2), locate N/2 on the cumulative frequency axis, draw a horizontal line to the ogive, and then drop a vertical line to the x-axis. The value on the x-axis is the median.
  • To find the first quartile (Q1, 25th percentile), locate N/4 on the cumulative frequency axis.
  • To find the third quartile (Q3, 75th percentile), locate 3N/4 on the cumulative frequency axis.

Plotting both ogives confirms the median value graphically at their intersection, which must occur at the height corresponding to half the total frequency.

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Important Questions from Measures of Central Tendency

  1. If X̅ = 20 is the mean of 10 observations x1, x2, ... x10; then what is the value of \(\displaystyle \sum_{i=1}^{10}\left(\frac{3 x_i-4}{5}\right) ?\) ?

  2. What is the mean of the numbers 1, 2, 3, ... 10 with frequencies 9C09C19C2 ..., 9C9, respectively?

  3. Which one of the following measures of central tendency is used in construction of index numbers?

  4. The mean of five numbers is 30. If one number is excluded, their mean becomes 28. The excluded number is

  5. The observations 4, 1, 4, 3, 6, 2, 1, 3, 4, 5, 1, 6 are outputs of 12 dices thrown simultaneously. If m and M are means of lowest 8 observations and highest 4 observations respectively, then what is (2m + M) equal to ?  

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