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Basic Concepts of Statistics

MathsStatisticsFor JEE aspirants

Mean, median and mode are the three measures of central tendency: single values that represent a whole set of data. The mean shares the total equally among all observations, the median is the middle value of the arranged data, and the mode is the value that occurs most often. This page covers mean, median and mode of ungrouped and grouped data, shortcut methods, weighted and combined means, key properties and solved examples. The topic is part of the JEE Main and JEE Advanced syllabus.

Key Formulas - Quick Reference
  1. Mean of ungrouped data:
  2. Mean of a frequency distribution: , where
  3. Step-deviation method: , where
  4. Weighted mean:
  5. Combined mean:
  6. , and the mean of is
  7. Median of arranged values: value if is odd; mean of the and values if is even
  8. Median of grouped data:
  9. Mode of grouped data:

1. Measures of Central Tendency

A large set of observations is hard to read at a glance. A measure of central tendency (an average) is one value that describes the whole distribution. The three averages in the syllabus are:

  • Arithmetic mean: a calculated average that uses every observation.
  • Median: a positional average, the middle value of the arranged data.
  • Mode: the value (or class) with the highest frequency.

The method of calculation depends on the form in which the data is given.

Form of dataWhat is givenExample
Ungrouped (individual) dataA list of observations 3, 1, 4, 0, 2, 1
Discrete frequency distributionValues with frequencies : 5, 8, 11 and : 4, 5, 6
Grouped (continuous) frequency distributionClass intervals with frequencies0-10: 8 students, 10-20: 30 students

Class mark of a class interval . The class width is the difference between the upper and lower limits. For grouped data, every observation in a class is represented by its class mark.

2. Arithmetic Mean

2.1 Mean of Ungrouped Data

The arithmetic mean is the sum of all observations divided by the number of observations.

When the values are large, choose a convenient assumed mean and work with the deviations :

2.2 Mean of a Frequency Distribution

If the values occur with frequencies , each value is counted as many times as it occurs:

For grouped data, is the class mark. This assumes the observations in each class are spread evenly around its mid-point.

2.3 Shortcut Methods for Frequency Distributions

All three methods give the same mean. The shortcuts only reduce the arithmetic.

MethodWorking variableFormula
Direct method
Assumed-mean (deviation) method
Step-deviation method

and can be any convenient numbers. Take as a class mark near the middle of the table and as the common class width, so that the become small integers such as .

2.4 Weighted Arithmetic Mean

When observations have different importance, each value is given a weight :

The frequency formula is a weighted mean in which the weights are the frequencies. If all weights are equal, the weighted mean is the ordinary mean.

2.5 Combined Mean of Two or More Groups

If two groups have and observations with means and , their totals are and . So the mean of the combined group is

The combined mean always lies between the smallest and the largest group means.

2.6 Properties of the Arithmetic Mean

  • Sum of deviations is zero: for ungrouped data and for a frequency distribution. The mean is the balance point of the data (Figure 1).
  • Least sum of squares: is smallest when .
  • Change of origin: if every observation is increased by , the mean increases by .
  • Change of scale: if every observation is multiplied by , the mean is multiplied by . Together, the mean of is .
  • Uses every value: one extreme value can shift the mean a lot (Section 5).
The arithmetic mean is the balance point of the data The values 2, 3, 7, 8 and 10 sit on a beam that balances on a fulcrum at their mean 6. Deviations from the mean are -4 and -3 on the left and +1, +2 and +4 on the right, so the sum of deviations from the arithmetic mean is zero. 0 2 4 8 10 12 2 3 7 8 10 x̄ = 6 −4 −3 +1 +2 +4 Left: (−4) + (−3) = −7 Right: 1 + 2 + 4 = +7 Total of all deviations = 0
Figure 1: The mean balances the data 2, 3, 7, 8, 10. The negative deviations () cancel the positive deviations (), so .
JEE Advanced

Why the sum of squared deviations is least about the mean. Let . This is a quadratic in with positive leading coefficient, so it is least at . The minimum value is , which links the mean to the variance.

Exam Trick

Corrected mean: if a value was wrongly recorded in place of the correct value , then new mean old mean . When observations are removed or added, work with totals: new total divided by new count.

3. Median

The median is the middle value of the data when the observations are arranged in ascending or descending order. It divides the arranged data into two equal halves: as many observations lie below it as above it.

3.1 Median of Ungrouped Data

Arrange the observations in order first.

  • odd: median observation.
  • even: median mean of the and observations.

Example: for 13, 14, 16, 18, 20, 22 we have , so the median is the mean of the 3rd and 4th values: .

3.2 Median of a Discrete Frequency Distribution

  1. Arrange the values in ascending order and write the cumulative frequency () column.
  2. Find .
  3. If is odd, the median is the observation. If is even, it is the mean of the and observations.
  4. Use the column: the observation at a given position is the first value whose is greater than or equal to that position number.

3.3 Median of Grouped Data

  1. Write the column and find .
  2. The median class is the first class whose is greater than or equal to .
  3. Apply the formula below.
SymbolMeaning
lower limit of the median class
total frequency
cumulative frequency of the class before the median class
frequency of the median class
width of the median class

The formula assumes the observations inside the median class are spread evenly. The same idea can be seen on a graph of cumulative frequency, called an ogive.

Median from the less than and more than ogives Cumulative frequency graph for the marks of 100 students in classes 0-10 to 40-50. The less than ogive and the more than ogive cross at 23 marks, where the cumulative frequency equals N/2 = 50, so the median of the grouped data is 23. Marks O 10 20 30 40 50 20 40 60 80 100 Cumulative frequency N/2 = 50 23 Median = 23 marks Less than ogive: (upper limit, cf) More than ogive: (lower limit, cf)
Figure 2: The less than and more than ogives cross where the cumulative frequency reaches half the total, . Reading down from that point gives the median, 23 marks, the same value the grouped median formula gives.

A less than ogive plots each upper class limit against the cumulative frequency up to it. A more than ogive plots each lower class limit against the number of observations from that limit onwards. The two ogives cross at the median.

3.4 Properties of the Median

  • Resists extreme values: changing the largest or smallest observations (while they stay on the same side of the middle) does not change the median.
  • Change of origin and scale: the median of is , where is the original median.
  • Least sum of absolute deviations: is smallest when is the median. This result is used in mean deviation.
  • Works for ranked data: the median can be found for qualities that can only be put in order, such as ranks in a merit list.

4. Mode

The mode is the value that occurs most frequently. In a frequency distribution it is the value with the maximum frequency. A data set can have one mode, more than one mode (bimodal, multimodal), or no mode when all values occur equally often.

4.1 Mode of Ungrouped and Discrete Data

Arrange the values with their frequencies and pick the value with the highest frequency. For 5, 7, 2, 7, 7, 4, 7, 7, 6, 7 the value 7 occurs six times, so the mode is 7.

4.2 Mode of Grouped Data

The class with the highest frequency is the modal class. The mode inside it is found with

SymbolMeaning
lower limit of the modal class
frequency of the modal class
frequency of the class just before the modal class
frequency of the class just after the modal class
width of the modal class
Mode of grouped data from a histogram Histogram of marks of 100 students with modal class 20-30 of frequency 40, preceding class frequency 30 and succeeding class frequency 12. Two lines drawn inside the modal bar cross above 22.6 marks, which is the mode given by the grouped mode formula. Marks O 10 20 30 40 50 10 20 30 40 Frequency 8 f0 = 30 f1 = 40 (modal class) f2 = 12 10 Mode ≈ 22.6 marks 22.6
Figure 3: Join each top corner of the modal bar to the facing top corner of the neighbouring bar. The lines cross above , exactly the value of .

The classes must have equal width. If the modal class is the first class, take ; if it is the last class, take . Some books write for the modal class frequency and for its neighbours: the formula is the same, only the labels change.

5. Mean, Median and Mode Compared

FeatureMeanMedianMode
Based onevery observationmiddle positionhighest frequency
Effect of extreme valuesstrongly affectedhardly affectednot affected
Every value increased by increases by increases by increases by
Every value multiplied by multiplied by multiplied by multiplied by
Best suited tosymmetric numerical dataskewed data such as incomesmost common size or category

For the marks of 100 students used in Figures 2 and 3, the mean is 23.6, the median is 23 and the mode is about 22.6. The three averages are close because the data is nearly symmetric. With an extreme value the picture changes:

Effect of an extreme value on the mean and the median Five monthly salaries 20, 22, 25, 28 and 30 thousand rupees have mean and median 25. Adding one extreme salary of 95 raises the mean to about 36.7 but the median only to 26.5, showing that the median resists extreme values while the mean does not. Salaries 20, 22, 25, 28, 30 20 40 60 80 100 Mean = Median = 25 Add one extreme value: 95 20 40 60 80 100 Mean ≈ 36.7 (pulled up) Median = 26.5 (barely moves) 95 mean median Monthly salary (₹ thousand)
Figure 4: One extreme value (95) drags the mean from 25 to about 36.7, while the median moves only from 25 to 26.5. For skewed data such as incomes, the median is the better average.
Exam Trick

Average of rates = total ÷ total. For an average speed over equal distances, or an average price when equal amounts of money are spent, do not take the simple mean of the rates. Divide the total distance by the total time, or the total money by the total quantity bought.

6. Solved Examples

Solved Example 1
A group of 10 items has mean 6. If the mean of 4 of these items is 7.5, then the mean of the remaining items is
(A) 6.5
(B) 5.5
(C) 4.5
(D) 5.0
Solution:
  1. Sum of all 10 items .
  2. Sum of the 4 items .
  3. Sum of the remaining 6 items , so their mean .

Answer: (D) 5.0

Solved Example 2
The mean of a set of observations is . If each observation is divided by and then increased by 10, the mean of the new set is

(A)

(B)

(C)

(D)

Solution:
  1. Each new observation is .
  2. By the change of scale and origin property, .
  3. Writing over a common denominator: .

Answer: (C)

Solved Example 3
If , the arithmetic mean of is

(A)

(B)

(C)

(D)

Solution:
  1. Sum .
  2. Use and (differentiate and put ).
  3. .
  4. There are terms, so the mean .

Answer: (A)

Solved Example 4
A variable takes the values with frequencies . The arithmetic mean is

(A)

(B)

(C)

(D)

Solution:
  1. .
  2. .
  3. .

Answer: (D)

Solved Example 5
The mean of is . The mean of the numbers , , is
(A)
(B)
(C)
(D)
Solution:
  1. New sum .
  2. New mean .

Answer: (B)

Solved Example 6
A variable takes the values . The median is

(A)

(B)

(C)

(D)

Solution:
  1. Arrange: .
  2. is even, so the median is the mean of the 4th and 5th values.
  3. Median .

Answer: (A)

Solved Example 7
The mean weight of 29 male workers in a factory is 71 kg and that of 31 female workers is 48 kg. Find the combined mean weight of all 60 workers.
Solution:
  1. Total weight kg.
  2. Combined mean kg.

Answer: about 59.1 kg

Solved Example 8
The mean annual salary paid to 1000 employees of a company is ₹3400. The mean annual salaries paid to male and female employees are ₹200 and ₹4200. The percentages of male and female employees are
(A) 50, 50
(B) 40, 60
(C) 70, 30
(D) 20, 80
Solution:
  1. Let the number of male employees be , so there are female employees.
  2. Combined mean: .
  3. , so and females .
  4. Males , females .

Answer: (D) 20, 80

Solved Example 9
The average weight of 25 boys was calculated as 78.4 kg. It was later found that one weight was misread as 69 kg instead of 96 kg. The correct average is
(A) 79 kg
(B) 79.48 kg
(C) 81.32 kg
(D) none of these
Solution:
  1. Incorrect total kg.
  2. Correct total kg.
  3. Correct average kg. (Shortcut: .)

Answer: (B) 79.48 kg

Solved Example 10
A car owner buys petrol at ₹7.50, ₹8.00 and ₹8.50 per litre in three successive years. If he spends ₹4000 each year, the average cost per litre is
(A) ₹8
(B) ₹8.25
(C) ₹7.98
(D) none of these
Solution:
  1. Litres bought: , and ; total litres.
  2. Total money spent ₹12000.
  3. Average cost ₹7.98 per litre. The simple mean ₹8 is wrong because more litres were bought when petrol was cheaper.

Answer: (C) ₹7.98

Solved Example 11
The mean of the following frequency distribution is 50 and the total frequency is 120. Find the missing frequencies and .
Class0-2020-4040-6060-8080-100Total
Frequency173219120
(A) 28, 24
(B) 24, 36
(C) 36, 28
(D) none of these
Solution:
  1. Class marks: 10, 30, 50, 70, 90. So .
  2. Mean condition: , which gives .
  3. Total frequency: , which gives .
  4. Solving: , so and .

Answer: (A) ,

Solved Example 12
Find the arithmetic mean of the following frequency distribution.
58111417
4561020
Solution:
  1. .
  2. .
  3. .

Answer: 13.47 (approx.)

Solved Example 13
Find the mean of the following frequency distribution using an assumed mean.
51525354555
12182720176
Solution:
  1. . Take , so .
  2. .
  3. .

Answer: 28

Solved Example 14
Find the weighted mean of the first natural numbers when their weights are equal to their squares.
Solution:
  1. Weighted mean .
  2. and .
  3. Weighted mean .

Answer:

Solved Example 15
The mean income of one group of persons is ₹400 and that of another group is ₹480. The mean income of both groups together is ₹430. Find the ratio of the numbers of persons in the two groups.
Solution:
  1. .
  2. , so .
  3. .

Answer:

Solved Example 16
Find the median of the following marks obtained by 100 students.
Class0-1010-2020-3030-4040-50
Frequency830401210
Solution:
ClassFrequency Cumulative frequency
0-1088
10-203038
20-304078
30-401290
40-5010100
  1. , so .
  2. The first that reaches 50 is 78, so the median class is 20-30.
  3. , , , .
  4. Median .

Answer: 23 marks (see Figure 2)

Solved Example 17
In an examination the weights of Physics, Chemistry, English and Mathematics are 2, 1, 1 and 2. A student scores 60 in Physics, 70 in Chemistry, 70 in English and 80 in Mathematics. The weighted mean is
(A) 60
(B) 70
(C) 80
(D) 85
Solution:
  1. and .
  2. Weighted mean .

Answer: (B) 70

Solved Example 18
Find the mean marks of the 100 students in Solved Example 16 by the step-deviation method.
Solution:
ClassClass mark
0-1058
10-201530
20-30254000
30-403512112
40-504510220
Total100
  1. Take and .
  2. .

Answer: 23.6 marks

Solved Example 19
Find the mode of the marks of the 100 students in Solved Example 16.
Solution:
  1. The highest frequency is 40, so the modal class is 20-30.
  2. , , , , .
  3. Mode .

Answer: about 22.6 marks (see Figure 3)

Solved Example 20
Find the median of the following discrete distribution.
23456
24841
Solution:
  1. Cumulative frequencies: 2, 6, 14, 18, 19, so (odd).
  2. Median observation.
  3. Observations 7 to 14 have the value 4 ( goes from 6 to 14), so the 10th observation is 4.

Answer: Median = 4

Practice Questions
  1. The algebraic sum of the deviations of a set of values from their arithmetic mean is:Answer: 0
  2. The numbers of children in 25 families are 3, 1, 4, 0, 2, 1, 1, 2, 3, 3, 2, 2, 2, 5, 0, 1, 4, 1, 2, 1, 2, 3, 0, 1, 4. Find the mean number of children per family.Answer: 2
  3. The mean of 12 numbers is 24. If 5 is added to every number, the new mean is:Answer: 29
  4. The mean of numbers is . If the sum of the first numbers is , the number is:Answer:
  5. If a variate , where and are variates, the mean of is:Answer:
  6. The mean of a set of observations is . If each observation is divided by and then increased by 12, the new mean is:Answer:
  7. A variable takes the values with frequencies , where . The mean is:Answer:
  8. The weighted mean of the first natural numbers when all weights are equal is:Answer:
  9. The sum of the squares of the deviations of a set of values, taken from their mean, is: (A) least (B) zero (C) maximum (D) none of theseAnswer: (A) least. It is smaller than the sum of squares about any other point, and zero only when all values are equal.
  10. The points scored by a basketball team in a series of matches are 15, 3, 8, 10, 22, 5, 27, 11, 12, 19, 18, 21, 13, 14. The median is:Answer: 13.5
  11. The best average for qualitative data that can be ranked (such as intelligence) is:Answer: Median
  12. The median of 16, 10, 14, 11, 9, 8, 12, 6, 5 is:Answer: 10
  13. The arithmetic mean of is:Answer:
  14. The mean wage of 1000 workers in two shifts of 700 and 300 workers is ₹500. The mean wage of the 700 day-shift workers is ₹450. The mean wage of the night-shift workers is:Answer: ₹616.67
  15. The mean of items is . If the items are increased by respectively, the new mean is:Answer:
  16. and are the means of two distributions with , and is the mean of the combined distribution. Then:Answer:
  17. A boy goes to school at km/h and returns by the same route at km/h. His average speed is:Answer: km/h
  18. Ram spends equal amounts of money on three kinds of pens priced at ₹5, ₹10 and ₹15 per pen. The average cost of each pen is:Answer: ₹
  19. The mean of is 20. The mean of is:Answer: 42
  20. The mean of a set of numbers is . If each number is increased by , the new mean is:Answer:
  21. If the mean of the first natural numbers is , then is:Answer: 11
  22. A salesman's monthly sales for the first 11 months were ₹12000 each. The average for the whole year fell to ₹11375. The sale in the last month was:Answer: ₹4500
  23. The mean of the first three terms is 14 and the mean of the next two terms is 18. The mean of all five terms is:Answer: 15.6
  24. The arithmetic mean of is:Answer:
  25. The mean of 50 observations is 36. If the observations 30 and 42 are deleted, the mean of the remaining observations is:Answer: 36
  26. The mean of the first terms of the A.P. is:Answer:
  27. If the mean of the observations is , then is:Answer: 11
  28. The mean of a set of numbers is . If each number is multiplied by , the new mean is:Answer:
  29. The mean of discrete observations is given by:Answer:
  30. The mean of values is . If the first value is increased by 1, the second by 2, and so on, the new mean is:Answer:
  31. Find the mode of the distribution with : 4, 5, 6, 7, 8 and : 6, 7, 10, 8, 3.Answer: 6
  32. The mean of 27, 31, 89, 107, 156 is 82. The mean of 130, 126, 68, 50, 1 is:Answer: 75
  33. A group has 40 observations. The mean of the first 10 is 4.5 and the mean of the remaining 30 is 3.5. The mean of the group is:Answer:
  34. The average age of a group of men and women is 30 years. The average age of the men is 32 and of the women is 27. The percentage of women in the group is:Answer: 40%
  35. If the mean of is , the mean of is:Answer:
  36. The mean of 7 observations of one group is 10 and that of 3 observations of another group is 5. The mean of the combined group is:Answer: 8.5
  37. The mean Mathematics marks of 100 students is 72. There are 70 boys with mean 75. The mean marks of the girls is:Answer: 65
  38. The arithmetic mean of is:Answer:
  39. The median of 21 observations is 40. If the observations greater than the median are increased by 6, the new median is:Answer: 40
  40. The mean of is 11. The mean of the last three observations is:Answer: 13
  41. The median of 19 observations is 30. If two observations 8 and 32 are added, the median of the 21 observations is:Answer: 30
  42. The average age of a teacher and three students is 20 years. All students are of equal age and the teacher is 20 years older than each student. The age of the teacher is:Answer: 35 years
  43. The median of a set of 9 distinct observations is 20.5. If each of the largest 4 observations is increased by 2, the median of the new set: [AIEEE 2003]Answer: remains the same
  44. The average marks of boys in a class is 52 and of girls is 42. The average of the whole class is 50. The percentage of boys is: [AIEEE 2007]Answer: 80%

Common Mistakes to Avoid

Watch out
  • Using class limits instead of class marks for when finding the mean of grouped data.
  • Finding the median without first arranging the data in order.
  • Using the cumulative frequency of the median class in the median formula. The formula needs the of the class before it.
  • Taking and as the smallest frequencies in the table. They are the frequencies of the classes just before and just after the modal class.
  • Forgetting to multiply by in the step-deviation method.
  • Taking the simple mean of speeds or prices. Average speed and average cost always come from total ÷ total.
  • Assuming the mean of is . The amount added changes with , so add the whole series .
  • For a corrected mean, dividing the correction by the wrong count. The number of observations does not change when a misread value is replaced.

Frequently Asked Questions

What is the difference between mean, median and mode?

The mean is the total of all observations divided by their number. The median is the middle value when the data is arranged in order. The mode is the value that occurs most often. The mean uses every value, so extreme values affect it; the median and mode are positional and resist extreme values.

How do you find the median of grouped data?

Make a cumulative frequency column and find . The median class is the first class whose cumulative frequency reaches . Then median , where is the cumulative frequency of the class before the median class, its frequency and its width.

What is the formula for the mode of grouped data?

Mode . Here is the lower limit of the modal class, its frequency, and the frequencies of the classes just before and after it, and the class width. All classes must have equal width.

Why is the sum of deviations from the mean always zero?

Because , and is exactly the total . The positive deviations of values above the mean cancel the negative deviations of values below it, which is why the mean is called the balance point of the data.

When should the median be used instead of the mean?

Use the median when the data has extreme values or is skewed, such as incomes, house prices or waiting times. One very large value can pull the mean far from the typical value, but the median depends only on the middle position and hardly changes. The median also works for data that can only be ranked.

What happens to mean, median and mode when every observation is changed to ax + b?

All three averages follow the same rule: the new mean is , the new median is and the new mode is . Adding shifts every average by , and multiplying by scales every average by .

How are mean, median and mode asked in JEE Main?

JEE Main questions usually test combined and corrected means, missing frequencies for a given mean, means of series such as , the median after some observations change, and the effect of adding or multiplying every value by a constant. Most can be solved in under a minute using totals and the shift and scale rules.

Is statistics part of the JEE Advanced syllabus?

Yes. JEE Advanced includes measures of central tendency and dispersion: mean, median and mode of grouped and ungrouped data, along with mean deviation, variance and standard deviation. Advanced questions often combine these with series sums, binomial coefficients or algebra, as in the weighted mean and binomial frequency examples on this page.

Previous year questions on Basic Concepts of Statistics

4 questions from past papers, each with a step-by-step solution.

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