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All questions of Statistics for Grade 12 Exam

 What is the range of the following data?
23, 45, 34, 21, 89, 45, 47, 91
  • a)
    70
  • b)
    56
  • c)
    71
  • d)
    69
Correct answer is option 'A'. Can you explain this answer?

Vikas Kapoor answered
Maximum and minimum value of the data 23, 45, 34, 21, 89, 45, 47, 91 are 21 and 91.
Range = 91 – 21 = 70
 

The mean deviation of the following data 14, 15, 16, 17, 13 is:
  • a)
    4
  • b)
    2.3
  • c)
    3
  • d)
    1.2
Correct answer is option 'D'. Can you explain this answer?

Vikas Kapoor answered
Here N= 5 , sigma x = 75
so mean = 15
now taking deviation from mean,( By ignoring signs)
we get sigma deviation from mean = 6
Now applying the formula of mean deviation
M.D.= SIGMA deviation from mean/ n
so M.D.= 6/5
= 1.2

The mean of 5 observations is 4.4 and their variance is 8.24. If three observations are 1,2 and 6 , the other two observations are
  • a)
    4 and 8
  • b)
    5 and 7
  • c)
    5 and 9
  • d)
    4 and 9
Correct answer is option 'D'. Can you explain this answer?

Gaurav Kumar answered
Let the other nos. be a and b
then (x+y+1+2+6)/5 = 4.4
x + y = 13 ---------------------(1)
Variance = 8.24


41.2 = 19.88 + (x2 + 19.36 – 8.8x) + (y2 + 19.36 – 8.8y) 
21.32 = x2 + y2 + 38.72 – 8.8(x + y) 
x2 + y2 + 38.72 – 8.8(13) – 21.32 = 0 
(using equation (1)) 
x2 + y2 – 97 = 0 …(2) 
Squaring equation (1) both the sides, 
we get (x + y)2 = (13)^2 
x2 + y2 + 2xy = 169 
97 + 2xy = 169 
(using equation (2)) 
xy = 36 or x = 36/y (1)
⇒ 36/y + y = 13 
y2 + 36 = 13y 
y2 – 13y + 36 = 0 
(y – 4)(y – 9) = 0 
Either (y – 4) = 0 or (y – 9) = 0 
⇒ y = 4 or y = 9 
For y = 4 x = 36/y 
= 36/4 = 12 
For y = 9 
x = 36/9 
x = 4 
Thus, remaining two observations are 4 and 9.

The mean deviation about the mean for the following data:
5, 6, 7, 8, 6, 9, 13, 12, 15 is:
  • a)
    1.5
  • b)
    3.2
  • c)
    2.89
  • d)
    5
Correct answer is option 'C'. Can you explain this answer?

Vikas Kapoor answered
let, X =5,6,7,8,9,13,12,15.
(5+6+7+8+9+13+12+15)÷9 = 9.
and hence a = 9.
the mean deviation about the mean is summation of |X-a|÷ the total number
i.e , |X-a| = 4,3,2,1,3,0,4,3,6 and the total no. is 9.
hence summation of |X-a| = 26,
the mean deviation is 26 ÷ 9 = 2.89 ans

For a given data, the standard deviation is 20.If 3 is added to each observation , what is the new variance of the resulting observations?
  • a)
    20
  • b)
    23
  • c)
    17
  • d)
    60
Correct answer is option 'A'. Can you explain this answer?

Sarita Yadav answered
If a three, is added to each number in a set of data, the mean will be increased by 3 and the standard deviation will be unaltered (since the spread of the data will be unchanged).
Hence, variance of the new data = 20

The mean deviation about the mean for the following data 3, 7, 8, 9, 4, 6, 8, 13, 12, 10 is:
  • a)
    5
  • b)
    3
  • c)
    2
  • d)
    2.4
Correct answer is option 'D'. Can you explain this answer?

Gaurav Kumar answered
Arrange data in ascending order,
3,4,6,7,8,8,9,10,12,13
No. of observations = 10
Median = n/2  => 10/2 = 5h observation.
5th observation is 8
Now we calculate mean deviation about median, i.e;
=> ∑∣xi−M∣/10
= {|3-8| +|4-8| +|6-8| +|7-8| +|8-8| +|8-8| +|9-8| +|10-8| +|12-8| +|13-8| }/10
= { 5 + 4 + 2 + 1 + 0 + 0 + 1 + 2 + 4 + 5}/10
= 24/10  => 2.4

The standard deviation of first 10 multiples of 4 is:
  • a)
    7
  • b)
    8
  • c)
    11.5
  • d)
    14
Correct answer is option 'C'. Can you explain this answer?

Krishna Iyer answered
First 10 multiples of 4 are 4,8,12...40.
This is an A.P.
sum=n/2(a+l)
 = 10/2(4+40)
∴ sum=220.
Mean, u=sum/n
= 220/10 = 22
D1 = 4-22 = -18
D2 = 8-22 = -16
D3 = 12-22 = -10
D4 = 16- 22 = -8
Similarly we subtract multiple of 4 by 22 upto 10 terms we get 
-18, -14, -10, -8………...18
S.D. = σ2 = ∑(D2)/n
        =[ (-18)2 ,(-14)2, (-10)2, (-6)2 + (-2)2 +(6)2 + (10)2 + (14)2 + (18)2]/10
Solving this, we get
σ = 11.5​

The H.M. of 4,8,16 is
  • a)
    6.7
  • b)
    7.8
  • c)
    6.85
  • d)
    6.4
Correct answer is option 'C'. Can you explain this answer?

Vivek answered
HM = 3*(1/4 + 1/8 + 1/16)-¹ = 6.85 KEY POINT →→ HM of n terms = n*[1/a + 1/b + (upto n terms) ]-¹

If the coefficient of variation between x and y is 0.28, covariance between x and y is 7.6, and the variance of x is 9, then the S.D. of the y series is
  • a)
    10.05
  • b)
    10.1
  • c)
    9.05
  • d)
    9.8
Correct answer is option 'C'. Can you explain this answer?

Hansa Sharma answered
Correlation coefficient = cov (x,y)/ (std deviation (x) ×std deviation (y))
Correlation coefficient  = 0.28
cov (x,y) = 7.6
variance of x is 9.  
=> std deviation (x) = √variance  of X = √9 = 3
=>  0.28  = 7.6 / ( 3 * std deviation (y))
=> std deviation (y) = 7.6 / ( 3 * 0.28)
=> std deviation (y) = 9.05
standard deviation of Y series = 9.05

 Mean of the squares of the deviations from mean is called the:
  • a)
    Mode
  • b)
    Standard deviation
  • c)
    Variance
  • d)
    Quartile deviation
Correct answer is option 'C'. Can you explain this answer?

Jyoti Kapoor answered
Squared deviations from the mean Squared deviations from the mean (SDM) are involved in various calculations. In probability theory and statistics, the definition of variance is either the expected value of the SDM (when considering a theoretical distribution) or its average value (for actual experimental data).

The S.D. of the observations 22,26,28,20,24,30 is
  • a)
    3
  • b)
    2.4
  • c)
    3.42
  • d)
    2
Correct answer is option 'C'. Can you explain this answer?

Lavanya Menon answered
μ = (22 + 26 + 28 + 20 + 24 + 30)/6
= 150/6 
= 25
x(i) = (xi - μ)2
x(22) = (22-25)2 = 9
x(26) = (26-25)2 = 1
x(28) = (28-25)2 = 9
x(20) = (20-25)2 = 25
x(24) = (24-25)2 = 1
x(30) = (30-25)2 = 25

(xi - μ)2  = 70
Standard deviation : [(xi - μ)2]/N
= (70/6)½
= 3.42

A man tavels at a speed of 20 km/hour and then return at a speed of 30 km/hour. His average speed of the whole journey is
  • a)
    24 km/hour
  • b)
    26 km/hour
  • c)
    25 km/hour
  • d)
    24.5 km/hour
Correct answer is option 'A'. Can you explain this answer?

Nabanita Bajaj answered
Solution:

The average speed of the whole journey is given by the formula:

Average speed = Total distance / Total time

Let's assume that the distance travelled by the man in one direction is 'd' km.
Therefore, the total distance travelled by the man in the whole journey is 2d km.

Let's also assume that the time taken by the man to travel 'd' km at a speed of 20 km/hour is 't1' hours.
Therefore, the time taken by the man to travel 'd' km at a speed of 30 km/hour is 't2' hours.

Using the formula:

Time = Distance / Speed

We can write:

t1 = d / 20 and t2 = d / 30

Therefore, the total time taken by the man in the whole journey is:

Total time = t1 + t2 = d / 20 + d / 30 = (3d + 2d) / (60) = 5d / 60 = d / 12 hours

Using the formula for average speed, we get:

Average speed = Total distance / Total time
= 2d / (d / 12)
= 24 km/hour

Therefore, the correct answer is option 'A' - 24 km/hour.

A batsman scores runs in 10 innings 38,70,48,34,42,55,63,46,54 and 44 , then the mean deviation is
  • a)
    6.4
  • b)
    9.6
  • c)
    10.6
  • d)
    8.6
Correct answer is option 'D'. Can you explain this answer?

Jyoti Sengupta answered
Arranging the given data in ascending order,
we have 34, 38, 42, 44, 46, 48, 54, 55, 63, 70
Here, Median M = (46+48)/2
=47
(∵ n = 10, median is the mean of 5th and 6th items)
∴ Mean deviation = ∑|xi−M|/n
=∑|xi−47|/10
= (13+9+5+3+1+1+7+8+16+23)/10
=8.6

If the mean of the squares of first n natural numbers be 11, then n is equal to
  • a)
    13
  • b)
    5
  • c)
    - 13/2
  • d)
    11
Correct answer is option 'B'. Can you explain this answer?

Tarun Roy answered
**Given information:**
The mean of the squares of the first n natural numbers is 11.

**To find:**
The value of n.

**Solution:**

Let's first calculate the sum of the squares of the first n natural numbers.

The sum of the squares of the first n natural numbers can be calculated using the formula:

Sum = n(n+1)(2n+1)/6

Now, we are given that the mean of these squares is 11.

Mean = Sum/n

Substituting the value of Sum, we get:

11 = n(n+1)(2n+1)/6n

Simplifying further, we get:

11 = (n+1)(2n+1)/6

Multiplying both sides by 6, we get:

66 = (n+1)(2n+1)

Expanding the equation, we get:

66 = 2n^2 + 3n + n + 1

Rearranging the equation, we get:

2n^2 + 4n - 65 = 0

Now, we can solve this quadratic equation for n using factorization or the quadratic formula.

By factoring, we can write:

2n^2 + 4n - 65 = 0

(n + 13)(2n - 5) = 0

So, n can be either -13/2 or 5.

Since n represents the number of natural numbers, it cannot be a negative or fractional value. Therefore, the only valid solution is n = 5.

Hence, the correct answer is option B.

If the mean of the first n odd natural numbers be n itself, then n is equal to
  • a)
    3
  • b)
    any natural number
  • c)
    2
  • d)
    1
Correct answer is option 'B'. Can you explain this answer?

Ujwal Ghosh answered
The Mean of the First n Odd Natural Numbers

To solve this problem, we need to find the value of n for which the mean of the first n odd natural numbers is equal to n itself.

Understanding the Mean

The mean of a set of numbers is calculated by adding up all the numbers in the set and then dividing the sum by the total number of values in the set.

Calculating the Mean of Odd Natural Numbers

The first n odd natural numbers can be written as 1, 3, 5, 7, ..., (2n-1). To find their mean, we add up all these numbers and divide by n.

Sum of the first n odd natural numbers = 1 + 3 + 5 + 7 + ... + (2n-1)

To calculate the sum of an arithmetic series, we use the formula: Sn = (n/2)(a + l), where Sn is the sum of the series, n is the number of terms, a is the first term, and l is the last term.

In this case, the first term is 1 and the last term is (2n-1). So, the sum of the first n odd natural numbers can be represented as:

Sn = (n/2)(1 + (2n-1))

Simplifying the expression:

Sn = (n/2)(1 + 2n - 1)
= (n/2)(2n)
= n^2

The mean of the first n odd natural numbers is given by:

Mean = Sn/n = n^2/n = n

Determining the Value of n

According to the given condition, the mean of the first n odd natural numbers is equal to n itself. Therefore, we have:

n = n

This equation holds true for all natural numbers. Hence, the correct answer is option B - any natural number.

Conclusion

The mean of the first n odd natural numbers is equal to n itself for any natural number. This can be mathematically proven by calculating the sum of the series and dividing it by n. Therefore, the correct answer to the given question is option B.

If the median = (mode + 2 mean) μ, then μ is equal to
  • a)
    3
  • b)
    1/3
  • c)
    2/3
  • d)
    2
Correct answer is option 'B'. Can you explain this answer?

Muskaan Singh answered
If the median equals the mode plus twice the mean, we can express this relationship mathematically as:

Median = Mode + 2 * Mean

Coefficient of correlation between the observations (1, 6) , (2 , 5) , (3 , 4) , (4 , 3) , (5 , 2) , (6 , 1) is
  • a)
    0
  • b)
    1
  • c)
    -1
  • d)
    none of these
Correct answer is option 'C'. Can you explain this answer?

Shanaya Shah answered
Given observations: (1, 6), (2, 5), (3, 4), (4, 3), (5, 2), (6, 1)

To find the coefficient of correlation, we need to first calculate the mean and standard deviation of both the variables.

Let X be the first variable and Y be the second variable.

Calculating mean:
- Mean of X = (1+2+3+4+5+6)/6 = 3.5
- Mean of Y = (6+5+4+3+2+1)/6 = 3.5

Calculating standard deviation:
- Standard deviation of X = sqrt((1-3.5)^2 + (2-3.5)^2 + (3-3.5)^2 + (4-3.5)^2 + (5-3.5)^2 + (6-3.5)^2) = 1.87
- Standard deviation of Y = sqrt((6-3.5)^2 + (5-3.5)^2 + (4-3.5)^2 + (3-3.5)^2 + (2-3.5)^2 + (1-3.5)^2) = 1.87

Calculating the coefficient of correlation using the formula:
r = Σ((Xi - X̄)(Yi - Ȳ))/sqrt(Σ(Xi - X̄)^2 * Σ(Yi - Ȳ)^2)

Substituting the values,
r = ((-2.5)*4.5 + (-1.5)*2.5 + (-0.5)*0.5 + 0.5*2.5 + 1.5*4.5 + 2.5*6.5)/(1.87^2 * 1.87^2 * 6)
r = -1

Therefore, the coefficient of correlation between the given observations is -1, which indicates a perfect negative correlation.

The mean weight of a group of 10 items is 28 and that of another group of n items is 35.The mean of combined group of 10 + n items is found to be 30. The value of n is
  • a)
    12
  • b)
    10
  • c)
    4
  • d)
    2
Correct answer is option 'C'. Can you explain this answer?

Sahana Joshi answered
sum of weights of 10 items = 280
sum of weights of n items = 35n
so, sum of weights of (10 + n) items = 280 + 35n
so ,mean = (280 + 35 n) / (10 + n)
30(10 + n) = 280 + 35n 
solving we get, n = 4

If the two lines of regression are at right angles, then ρ(X,Y) is equal to
  • a)
    - 1
  • b)
    0
  • c)
    1
  • d)
    1 or - 1
Correct answer is option 'B'. Can you explain this answer?

Nabanita Bajaj answered
Understanding Regression Lines and Correlation
When two lines of regression are at right angles, it provides critical information about the relationship between the variables X and Y.

Correlation Coefficient (ρ)
- The correlation coefficient (ρ) quantifies the degree of linear relationship between two variables.
- Its value ranges from -1 to +1:
- ρ = 1 indicates a perfect positive correlation.
- ρ = -1 indicates a perfect negative correlation.
- ρ = 0 indicates no correlation.

Right Angles and Independence
- Lines of regression are perpendicular (at right angles) when the product of their slopes equals -1.
- This condition signifies that changes in one variable do not predict changes in the other, indicating independence.

Conclusion: The Value of ρ
- When the lines of regression are at right angles, it implies that:
- There is no linear relationship between X and Y.
- Thus, ρ must equal 0.
This leads us to conclude that the correct answer to the question is option 'B', which states that ρ(X,Y) is equal to 0.

For a symmetrical distribution Q1 = 20 and Q3. = 40. The median of the data is
  • a)
    10
  • b)
    40
  • c)
    20
  • d)
    30
Correct answer is option 'D'. Can you explain this answer?

Gauri Rane answered
Understanding Symmetrical Distribution
In a symmetrical distribution, the data is evenly distributed around its central point, which is the median. The key characteristics of this distribution are:
- The mean, median, and mode are all equal.
- The quartiles (Q1 and Q3) divide the data into segments.
Given Values
- Q1 (First Quartile) = 20
- Q3 (Third Quartile) = 40
In a symmetrical distribution, the median can be found using the following relationship between quartiles:
Median Calculation
- The median lies exactly halfway between Q1 and Q3 in a symmetrical distribution.
- To find the median, you can use the formula:
Median = (Q1 + Q3) / 2
Substituting the given values:
- Median = (20 + 40) / 2
- Median = 60 / 2
- Median = 30
Conclusion
Thus, the median of the data is 30, which corresponds to option 'D'. This result aligns with the principles of symmetrical distributions, confirming that the data is balanced around this central point.

If the mean of 3,4,x,7,10, is 6, then the value of x is
  • a)
    7
  • b)
    5
  • c)
    4
  • d)
    6
Correct answer is option 'D'. Can you explain this answer?

Tanishq Singh answered
Question:
If the mean of 3, 4, x, 7, 10 is 6, then the value of x is

Answer:

To find the value of x, we need to use the formula for the mean, which is the sum of all the numbers divided by the total number of numbers.

The formula for the mean is:
mean = (3 + 4 + x + 7 + 10)/5

Given that the mean is 6, we can substitute this value into the formula and solve for x:

6 = (3 + 4 + x + 7 + 10)/5

Simplifying the equation:
To simplify the equation, we can start by multiplying both sides of the equation by 5 to eliminate the fraction:

6 * 5 = (3 + 4 + x + 7 + 10)

30 = 3 + 4 + x + 7 + 10

Now, we can combine like terms on the right side of the equation:

30 = 24 + x

Next, we can isolate the variable x by subtracting 24 from both sides of the equation:

30 - 24 = x

6 = x

Conclusion:
Therefore, the value of x is 6. Hence, the correct answer is option D.

For a moderately skewed distribution, quartile deviation and the standard deviation are related by
  • a)
    S.D. = 3/2 Q.D.
  • b)
    S.D = 3/4 Q.D.
  • c)
    S.D. = 4/3 Q.D.
  • d)
    S.D. = 2/3 Q.D.
Correct answer is option 'A'. Can you explain this answer?

The relationship between the mean, quartile and the standard deviation are as follows:
Mean Deviation is the mean of all the absolute deviations of a set of data.
Quartile deviation is the difference between “first and third quartiles” in any distribution.
Standard deviation measures the “dispersion of the data set” that is relative to its mean.
Mean Deviation = 4/5 × Quartile deviation
Standard Deviation = 3/2 × Quartile deviation

If the two lines of regression of a bivariate distribution coincide, then the correlation coefficient ρρsatisfies.
  • a)
    ρ = 0
  • b)
    ρ > 0
  • c)
    ρ = 1 or −1
  • d)
    ρ < 0
Correct answer is option 'C'. Can you explain this answer?

Aman Chauhan answered
If the two lines of regression of a bivariate distribution coincide, then the correlation coefficient is +1 or -1, indicating a perfect linear relationship between the two variables.

Mean deviation from the mean for the observations – 1, 0 ,4 is
  • a)
    2/3
  • b)
    3/2
  • c)
    2
  • d)
    none of these
Correct answer is option 'C'. Can you explain this answer?

Bhargavi Bose answered
To calculate the mean deviation from the mean for a set of observations, follow these steps:

1. Calculate the mean of the observations by adding all the values together and dividing by the total number of observations.

2. Subtract the mean from each individual observation to find the deviation from the mean.

3. Take the absolute value of each deviation to ensure that negative values do not cancel out positive values.

4. Add up all the absolute deviations.

5. Divide the sum of the absolute deviations by the total number of observations to find the mean deviation from the mean.

Here is an example:

Observations: 5, 7, 9, 12, 15

1. Mean = (5 + 7 + 9 + 12 + 15) / 5 = 9.6

2. Deviations from the mean: -4.6, -2.6, -0.6, 2.4, 5.4

3. Absolute deviations: 4.6, 2.6, 0.6, 2.4, 5.4

4. Sum of absolute deviations: 15.6

5. Mean deviation from the mean = 15.6 / 5 = 3.12

Therefore, the mean deviation from the mean for these observations is 3.12.

The Q.D. of the daily wages (in Rs) of 7 persons given below: 12,7,15,10,17,19,25 is
  • a)
    4.5
  • b)
    9
  • c)
    5
  • d)
    14.5
Correct answer is option 'A'. Can you explain this answer?

Arshiya Shah answered
Q.D. of Daily Wages of 7 Persons

To find the Q.D. (Quartile Deviation) of the daily wages of 7 persons given below: 12, 7, 15, 10, 17, 19, 25, we need to follow the steps given below:

Step 1: Arrange the data in ascending order.

7, 10, 12, 15, 17, 19, 25

Step 2: Find the median or the second quartile (Q2) of the data.

Median of the data = (n + 1)/2-th value = (7 + 1)/2-th value = 4th value
Hence, median = 15

Step 3: Find the first quartile (Q1) of the data.

Q1 = (n + 1)/4-th value = (7 + 1)/4-th value = 2nd value
Hence, Q1 = 10

Step 4: Find the third quartile (Q3) of the data.

Q3 = 3(n + 1)/4-th value = 3(7 + 1)/4-th value = 6th value
Hence, Q3 = 19

Step 5: Calculate the Quartile Deviation (Q.D.) using the formula:

Q.D. = (Q3 - Q1)/2

Substituting the values of Q1 and Q3, we get:

Q.D. = (19 - 10)/2 = 4.5

Therefore, the Q.D. of the daily wages of 7 persons given is 4.5.

Note: Quartile deviation is a measure of dispersion that gives an idea about the spread of data around the median. It is calculated as half of the difference between the third and first quartiles.

The standard deviation for the following data:
  • a)
    5
  • b)
    4.21
  • c)
    3.12
  • d)
    None of the above
Correct answer is option 'C'. Can you explain this answer?

Neha Sharma answered
Answer:  C
Solution:
Variance= [summation (y^2×f) /N] -[ summation (yf) /N]^2
=(296/25) -(0/25) ^2
=11.84
standard deviation=√11.84=3.12

The mean deviation about the mean for the following data: 6, 7, 10, 12, 13, 4, 8, 12.
  • a)
    9.2
  • b)
    1.54
  • c)
    1.89
  • d)
    2.75
Correct answer is option 'D'. Can you explain this answer?

Jatin Sharma answered
Calculating the Mean Deviation about the Mean:
To calculate the mean deviation about the mean, we first need to find the mean of the given data set.

Finding the Mean:
First, add up all the numbers in the data set:
6 + 7 + 10 + 12 + 13 + 4 + 8 + 12 = 72
Next, divide the sum by the total number of values in the data set:
72 / 8 = 9
So, the mean of the data set is 9.

Calculating the Mean Deviation:
Next, we find the deviation of each number from the mean:
|6-9| = 3
|7-9| = 2
|10-9| = 1
|12-9| = 3
|13-9| = 4
|4-9| = 5
|8-9| = 1
|12-9| = 3
Now, we calculate the mean deviation by finding the average of these deviations:
(3 + 2 + 1 + 3 + 4 + 5 + 1 + 3) / 8 = 22 / 8 = 2.75
Therefore, the correct answer is option D) 2.75.

If x and y are related as y – 4x = 3, then the nature of correlation between x and y is
  • a)
    perfect negative
  • b)
    no correlation
  • c)
    perfect positive
  • d)
    none of these
Correct answer is option 'C'. Can you explain this answer?

Rohan Singh answered
Positive correlation is a relationship between two variables in which both variables move in tandem. A positive correlation exists when one variable decreases as the other variable decreases, or one variable increases while the other increases.

Quartile deviation is nearly equal to
  • a)
    3/2 σ
  • b)
    2 σ
  • c)
    2/3 σ
  • d)
    3 σ
Correct answer is option 'C'. Can you explain this answer?

Mehul Rane answered
It is not accurate to say that quartile deviation is nearly equal to 3/2. Quartile deviation is a measure of dispersion that is calculated as half of the difference between the third and first quartiles. It is equivalent to dividing the interquartile range (IQR) by 2.

The formula for quartile deviation is:

QD = (Q3 - Q1) / 2

where Q3 is the third quartile and Q1 is the first quartile.

The value of quartile deviation depends on the distribution of the data. In some cases, it may be close to 3/2, but in general, it can take on a wide range of values. Therefore, it is not appropriate to make a general statement that quartile deviation is nearly equal to 3/2.

Least square lines of regression give best possible estimates, when ρ(X,Y) is equal to
  • a)
    - 1 or 1
  • b)
    less than 1
  • c)
    greater than -1
  • d)
    1/ 2
Correct answer is option 'A'. Can you explain this answer?

The least square lines of regression provide the best possible estimates when the correlation coefficient  ρ(X,Y) is equal to 1 or -1. This is because a correlation of ρ=1 or  ρ=−1 indicates a perfect linear relationship between X and Y, meaning one variable can be predicted exactly from the other using the regression line.

The two lines of regression are x + 4y = 3 and 3x +y = 15. value of x for y = 3 is
  • a)
    - 4
  • b)
    4
  • c)
    - 9
  • d)
    none of these
Correct answer is option 'B'. Can you explain this answer?

Pragati Nair answered
We have x + 4y = 3 and 3x + y = 15 as the lines of regression of y on x and x on y respectively.

Therefore, for y = 3 the required line is x on y

so put y= 3 in 3x + y = 15

we get, x = 4

For a bivariate frequency distribution byx > 1, then byx is
  • a)
    negative
  • b)
    less than 1
  • c)
    lies between 0 and 1
  • d)
    none of these
Correct answer is option 'D'. Can you explain this answer?

KP Classes answered
The regression coefficient b yx ​ is defined as the change in Y per unit change in X. It is related to the correlation coefficient ρ(X,Y) and the regression coefficient b xy ​ through the relationship:
byx​⋅bxy​=ρ2
Where ρ is the correlation coefficient, and ρ2 lies between 0 and 1.
Key Consideration: If  byx ​ >1, it means that the slope of the regression line predicting Y from X is greater than 1. However, b yx ​ can still be positive or negative depending on the direction of the relationship.
The condition  b yx ​ >1 implies a steeper slope of the regression line for Y on X. It does not necessarily indicate negativity or positivity, as it depends on the data.

In a group of students, mean weight of boys is 80 kg and mean weight of girls is 50kg.If the mean weight of all the students taken together is 60kg, then the ratio of the number of boys to that of the girls is
  • a)
    2 : 1
  • b)
    3 : 2
  • c)
    1 : 2
  • d)
    2 : 3
Correct answer is option 'C'. Can you explain this answer?

To solve this, let the number of boys be b and the number of girls be g.
Step 1: Use the formula for the combined mean
The formula for the mean of a combined group is:

Given: Mean weight of boys =  80kg,
Mean weight of girls =  50kg,
Combined mean = 60kg.
The total weight of boys is 80b, and the total weight of girls is  50g. The total number of students is  b+g. Substituting these into the formula:

Step 2: Solve for the ratio b/g
Multiply through by  b+g to eliminate the denominator:
60(b+g)=80b+50g
Expand and simplify:
60b+60g=80b+50g
60g−50g=80b−60b
10g=20b

Step 3: Conclusion
The ratio of the number of boys to the number of girls is:
1:2

S.D. of a data is 6. When each observation is increased by 1, then the S.D. of new data is
  • a)
    8
  • b)
    6
  • c)
    5
  • d)
    7
Correct answer is option 'B'. Can you explain this answer?

Disha Bajaj answered
Given:
Standard deviation (SD) of a data = 6

To find:
SD of the new data when each observation is increased by 1

Solution:
When each observation in a data set is increased by a constant value, the mean of the data set also increases by that constant value. However, the standard deviation remains unchanged.

Explanation:
Let's consider a data set with n observations: {x1, x2, x3, ..., xn}
The mean of this data set is given by:
Mean = (x1 + x2 + x3 + ... + xn) / n

When each observation is increased by 1, the new data set becomes: {x1 + 1, x2 + 1, x3 + 1, ..., xn + 1}
The mean of the new data set is given by:
New Mean = [(x1 + 1) + (x2 + 1) + (x3 + 1) + ... + (xn + 1)] / n

To find the standard deviation, we need to calculate the sum of squares of the differences between each observation and the mean, and then take the square root of the average of these squared differences.

Calculation of Standard Deviation:
SD = sqrt[((x1 - Mean)^2 + (x2 - Mean)^2 + (x3 - Mean)^2 + ... + (xn - Mean)^2) / n]

Similarly, for the new data set:
New SD = sqrt[((x1 + 1 - New Mean)^2 + (x2 + 1 - New Mean)^2 + (x3 + 1 - New Mean)^2 + ... + (xn + 1 - New Mean)^2) / n]

Comparison:
We know that the mean of the new data set is increased by 1 compared to the original mean.
New Mean = Mean + 1

Substituting this into the equation for New SD, we get:
New SD = sqrt[((x1 + 1 - (Mean + 1))^2 + (x2 + 1 - (Mean + 1))^2 + (x3 + 1 - (Mean + 1))^2 + ... + (xn + 1 - (Mean + 1))^2) / n]
= sqrt[((x1 - Mean)^2 + (x2 - Mean)^2 + (x3 - Mean)^2 + ... + (xn - Mean)^2) / n]
= SD

Hence, the standard deviation of the new data set remains unchanged, which is equal to the standard deviation of the original data set.
Therefore, the SD of the new data is 6, which is the same as the original SD.
Hence, option B is the correct answer.

The mean and S.D. of 1,2,3,4,5,6 is
  • a)
    3,3
  • b)
    7/2,√3
  • c)
    7/2,
  • d)
    3, 35/12
Correct answer is option 'C'. Can you explain this answer?

We are given the data: 1, 2, 3, 4, 5, 6
Step 1: Calculate the Mean
The formula for the mean is:
Mean = (Sum of all values) / (Number of values)
Substituting the values:
Mean = (1 + 2 + 3 + 4 + 5 + 6) / 6 = 21 / 6 = 7/2
Step 2: Calculate the Variance
The formula for variance is:
Variance = Σ(xi - Mean)² / n
1. Subtract the mean (7/2) from each value and square the result:
  • (1 - 7/2)² = (-5/2)² = 25/4
  • (2 - 7/2)² = (-3/2)² = 9/4
  • (3 - 7/2)² = (-1/2)² = 1/4
  • (4 - 7/2)² = (1/2)² = 1/4
  • (5 - 7/2)² = (3/2)² = 9/4
  • (6 - 7/2)² = (5/2)² = 25/4
2. Sum the squared values:
(25/4) + (9/4) + (1/4) + (1/4) + (9/4) + (25/4) = 70/4 = 35/2
3. Divide by n (6):
Variance = (35/2) / 6 = 35/12
Step 3: Calculate the Standard Deviation
The standard deviation is the square root of the variance:
Standard Deviation = √(35/12)
Final Answer
The mean is 7/2, and the standard deviation is √(35/12).
Correct option: (c) 7/2, √(35/12)

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