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A

Group 'A'

Rewrite the correct option of each question in your answer sheet.

11 questions·1 marks each
1mcq1 marks

If A is a non-singular matrix, then A1A^{-1} equal to

  • A

    A(adj A)A \cdot (\text{adj } A)

  • B

    (adj A)A(\text{adj } A) \cdot A

  • C

    1A(adj A)\dfrac{1}{|A|}\,(\text{adj } A)

  • D

    1A(A)T\dfrac{1}{|A|}\,(A)^{T}

Correct answer: C

1A(adj A)\dfrac{1}{|A|}\,(\text{adj } A)

For a non-singular matrix, A1=1A(adj A)A^{-1} = \dfrac{1}{|A|}\,(\text{adj } A). Hence the correct option is C.

matricesinverse-matrix
2mcq1 marks

What is the value of 435007861\begin{vmatrix} 4 & 3 & 5 \\ 0 & 0 & 7 \\ 8 & 6 & -1 \end{vmatrix} ?

  • A

    0

  • B

    -2

  • C

    2

  • D

    4

Correct answer: A

0

Expanding along the second row, only the entry 77 contributes:

Δ=7(1)2+34386=7(4638)=7(2424)=0.\Delta = 7\,(-1)^{2+3}\begin{vmatrix} 4 & 3 \\ 8 & 6 \end{vmatrix} = -7(4\cdot 6 - 3\cdot 8) = -7(24-24) = 0.

Hence the answer is 0 (option A).

determinants
3mcq1 marks

Which of the following matrix is satisfied Hawkin's-Simon condition ?

  • A

    (0.50.30.70.2)\begin{pmatrix} -0.5 & 0.3 \\ 0.7 & -0.2 \end{pmatrix}

  • B

    (0.50.20.70.3)\begin{pmatrix} -0.5 & -0.2 \\ 0.7 & 0.3 \end{pmatrix}

  • C

    (0.30.70.20.5)\begin{pmatrix} 0.3 & 0.7 \\ -0.2 & -0.5 \end{pmatrix}

  • D

    (0.30.50.20.7)\begin{pmatrix} 0.3 & -0.5 \\ -0.2 & 0.7 \end{pmatrix}

Correct answer: D

(0.30.50.20.7)\begin{pmatrix} 0.3 & -0.5 \\ -0.2 & 0.7 \end{pmatrix}

The Hawkins-Simon condition (for the matrix IAI-A) requires all leading principal minors to be positive, i.e. the diagonal entries and the determinant must be positive. Only option D qualifies: (0.30.50.20.7)\begin{pmatrix} 0.3 & -0.5 \\ -0.2 & 0.7 \end{pmatrix} has positive diagonal (0.3,0.70.3, 0.7) and determinant 0.3×0.7(0.5)(0.2)=0.210.10=0.11>00.3\times 0.7 - (-0.5)(-0.2) = 0.21 - 0.10 = 0.11 > 0. Hence D.

input-output-analysishawkins-simon
4mcq1 marks

If f(x)=x24xf(x) = x^2 - 4x, the function f(x)f(x) is increasing at

  • A

    x=0x = 0

  • B

    x=1x = 1

  • C

    x=2x = 2

  • D

    x=4x = 4

Correct answer: D

x=4x = 4

f(x)=2x4f'(x) = 2x - 4. The function is increasing where f(x)>0f'(x) > 0, i.e. x>2x > 2. Among the options only x=4x = 4 satisfies this. Hence D.

derivativesincreasing-function
5mcq1 marks

Which one of the following is the degree of differential equation d4ydx4=d3ydx3\dfrac{d^4y}{dx^4} = \sqrt{\dfrac{d^3y}{dx^3}} ?

  • A

    1

  • B

    2

  • C

    3

  • D

    4

Correct answer: B

2

Removing the radical by squaring: (d4ydx4)2=d3ydx3\left(\dfrac{d^4y}{dx^4}\right)^2 = \dfrac{d^3y}{dx^3}. The degree is the power of the highest-order derivative, which is 22. Hence B.

differential-equationsdegree
6mcq1 marks

Three numbers are in the ratio of 1:4:121:4:12. If one is added to the first number, the resulting number together with other two numbers form a G.P. The three original numbers are :

  • A

    4,12,364, 12, 36

  • B

    5,10,205, 10, 20

  • C

    6,12,246, 12, 24

  • D

    3,12,363, 12, 36

Correct answer: D

3,12,363, 12, 36

Let the numbers be x,4x,12xx, 4x, 12x. Adding 11 to the first gives x+1,4x,12xx+1, 4x, 12x in G.P., so (4x)2=(x+1)(12x)(4x)^2 = (x+1)(12x), i.e. 16x2=12x2+12x4x212x=0x=316x^2 = 12x^2 + 12x \Rightarrow 4x^2 - 12x = 0 \Rightarrow x = 3. The numbers are 3,12,363, 12, 36. Hence D.

geometric-progressionratio
7mcq1 marks

Which one of the following represents net present value ?

  • A

    Total future returns of the investment

  • B

    Total investments

  • C

    Difference of total present value of future returns and the total investment

  • D

    Total present value of future returns

Correct answer: C

Difference of total present value of future returns and the total investment

Net Present Value (NPV) is the difference between the total present value of future returns and the total investment. Hence C.

net-present-valueinvestment
8mcq1 marks

The initial cost of a bicycle is Rs. 50,00050{,}000 and the rate of compound depreciation is 10%10\% p.a. diminishing balance, then scrap value at the end of third year is

  • A

    Rs. 36,200

  • B

    Rs. 36,360

  • C

    Rs. 36,400

  • D

    Rs. 36,450

Correct answer: D

Rs. 36,450

Scrap value =P(1r)n=50000(10.10)3=50000×0.729=Rs. 36,450= P(1-r)^n = 50000(1-0.10)^3 = 50000 \times 0.729 = \text{Rs. } 36{,}450. Hence D.

compound-depreciation
9mcq1 marks

In a simplex method a constraint x+2y6x+2y \le 6 is written as x+2y+v=0x+2y+v=0. What is the 'v' known as ?

  • A

    Surplus variable

  • B

    Slack variable

  • C

    Pivot element

  • D

    Negative number

Correct answer: B

Slack variable

A non-negative variable added to a \le constraint to convert it to an equation is a slack variable. Hence B.

(Note: as printed the equation reads x+2y+v=0x+2y+v=0; the intended form is x+2y+v=6x+2y+v=6, but vv remains the slack variable.)

simplex-methodlinear-programming
10mcq1 marks

For a distribution, the distance of the median from first quartile is equal to the distance of the third quartile from the median. The coefficient of skewness is

  • A

    -0.5

  • B

    0

  • C

    0.75

  • D

    1

Correct answer: B

0

Bowley's coefficient of skewness =(Q3Q2)(Q2Q1)Q3Q1= \dfrac{(Q_3 - Q_2) - (Q_2 - Q_1)}{Q_3 - Q_1}. Since Q2Q1=Q3Q2Q_2 - Q_1 = Q_3 - Q_2, the numerator is 00, so skewness =0= 0 (symmetric distribution). Hence B.

skewnessquartiles
11mcq1 marks

X and Y are two dependent events. Which one of the following is P(XY)P(X \cap Y) ?

  • A

    P(X)P(Y)P(X) \cdot P(Y)

  • B

    P(X)P(Y/X)P(X) \cdot P(Y/X)

  • C

    P(X)P(X/X)P(X) \cdot P(X/X)

  • D

    P(X/Y)P(Y/X)P(X/Y) \cdot P(Y/X)

Correct answer: B

P(X)P(Y/X)P(X) \cdot P(Y/X)

For dependent events, the multiplication rule gives P(XY)=P(X)P(Y/X)P(X \cap Y) = P(X) \cdot P(Y/X). Hence B.

probabilityconditional-probability
B

Group 'B'

Attempt all the questions.

20 questions·5 marks each
12(a)short1 marks

Write the associative property of matrix addition.

For matrices AA, BB, CC of the same order, the associative property of addition states:

(A+B)+C=A+(B+C).(A + B) + C = A + (B + C).
matricesmatrix-addition
12(b)short1 marks

Define symmetric matrix.

A square matrix AA is called symmetric if it equals its own transpose, i.e. AT=AA^{T} = A (equivalently aij=ajia_{ij} = a_{ji} for all i,ji, j).

matricessymmetric-matrix
12(c)short1 marks

If A is a square matrix then what is the value of A×(adj. A)A \times (\text{adj. } A) ?

A×(adj A)=AIA \times (\text{adj } A) = |A|\, I, where A|A| is the determinant of AA and II is the identity matrix of the same order.

matricesadjoint
12(d)short1 marks

Write the condition in Cramer's rule that the system of linear equations cannot be solved.

By Cramer's rule the system cannot be solved (no unique solution) when the determinant of the coefficient matrix is zero, i.e. A=D=0|A| = D = 0.

cramers-rulelinear-equations
12(e)short1 marks

What is the Leontief's technology matrix if XX = output vector, AA = input coefficient matrix and II the unit matrix.

The Leontief technology (or Leontief) matrix is IAI - A. The system is then written as (IA)X=D(I - A)X = D, where DD is the final demand vector.

input-output-analysisleontief
13(a)numeric1 marks

Given the input-output table for the two sector economy

ProducerConsumer: AgricultureConsumer: IndustryFinal demandTotal output
Agriculture1500250010005000
Industry2000250030007500

Calculate the input-output coefficient matrix.

Numeric answer

input-output-analysiscoefficient-matrix
13(b)numeric2 marks

Calculate the Leontief matrix (IA)(I - A), where I being unit matrix of order 2.

Numeric answer

input-output-analysisleontief
13(c)short2 marks

Test Hawkins-Simon condition for the viability of the system.

The Hawkins-Simon condition requires all leading principal minors of (IA)(I-A) to be positive.

  • First minor: 0.7>00.7 > 0.
  • Second minor (determinant): IA=(0.7)(2/3)(1/3)(0.4)=0.46670.1333=0.3333>0|I-A| = (0.7)(2/3) - (-1/3)(-0.4) = 0.4667 - 0.1333 = 0.3333 > 0.

Both leading principal minors are positive, so the Hawkins-Simon condition is satisfied and the system is viable (economically feasible).

input-output-analysishawkins-simon
14(a)short1 marks

Write the average revenue (AR) in terms of total revenue (R) and output (Q).

Average revenue is total revenue per unit of output:

AR=RQ.AR = \dfrac{R}{Q}.
revenueaverage-revenue
14(b)short1 marks

Write the formula of elasticity of supply (εs\varepsilon_s).

Elasticity of supply:

εs=dQsdPPQs,\varepsilon_s = \dfrac{dQ_s}{dP} \cdot \dfrac{P}{Q_s},

where QsQ_s is quantity supplied and PP is price.

elasticitysupply
14(c)short1 marks

Write the condition of maximization of a function.

For a function y=f(x)y = f(x) to attain a maximum at a point: the first-order (necessary) condition f(x)=0f'(x) = 0 and the second-order (sufficient) condition f(x)<0f''(x) < 0.

maxima-minimaoptimization
14(d)short1 marks

If C be the total cost and R be the total revenue, write the break-even condition in terms of cost and revenue.

The break-even point occurs when total revenue equals total cost (profit = 0):

R=C.R = C.
break-evencost-revenue
14(e)short1 marks

What is the condition for finding stationary point for the function g(x)g(x) ?

A stationary point occurs where the first derivative is zero:

g(x)=0.g'(x) = 0.
stationary-pointderivatives
15(a)numeric3 marks

If the revenue function is R=Q3Q2R = Q - 3Q^2 and the cost function is C=Q22QC = Q^2 - 2Q, find the value of the maximum profit.

Numeric answer

profit-maximizationderivatives
15(b)numeric2 marks

It is given that the demand function P=3Q+6P = 3Q + 6. Find the elasticity of demand at Q=3Q = 3.

Numeric answer

elasticitydemand
16(a)numeric2 marks

It is given that R(x)=2x2+6x+5R(x) = 2x^2 + 6x + 5; where R(x)R(x) is the revenue function. Find the marginal revenue at x=10x = 10.

Numeric answer

marginal-revenuederivatives
16(b)numeric3 marks

Find the area under the curve y2=4xy^2 = 4x between x=2x = 2 to x=5x = 5 using fundamental theorem of calculus.

Numeric answer (square units)

integrationarea-under-curve
17numeric5 marks

Using Simplex method, maximize W=5x+2yW = 5x + 2y subject to the constraints, 3x+5y15,  5x+2y10,  x0,  y03x + 5y \le 15,\; 5x + 2y \le 10,\; x \ge 0,\; y \ge 0.

Numeric answer

simplex-methodlinear-programming
18numeric5 marks

Calculate the Karl Pearson's coefficient of correlation between the height (X) and weight (Y) for the following data. Also interpret the result.

Height in inches (X)4850525458
Weight in Kg. (Y)3642434560

Numeric answer

correlationkarl-pearson
19numeric5 marks

In a cap factory, machine A, B and C manufacture respectively 30%30\%, 35%35\% and 45%45\% out of their output 2%2\%, 3%3\% and 4%4\% defectives respectively are found. A cap is drawn at random to be defective, what is the probability that it is manufactured by the machine A ?

Numeric answer

probabilitybayes-theorem
C

Group 'C'

Attempt all the questions.

8 questions·8 marks each
20(a)long3 marks

Give an example of first order linear differential equation with constant coefficient and constant term. Solve it.

Example: dydx+2y=6\dfrac{dy}{dx} + 2y = 6 (constant coefficient 22, constant term 66).

This is linear of the form dydx+Py=Q\dfrac{dy}{dx} + Py = Q with P=2P = 2. Integrating factor =e2dx=e2x= e^{\int 2\,dx} = e^{2x}.

ddx(ye2x)=6e2xye2x=6e2xdx=3e2x+c.\dfrac{d}{dx}\left(y\,e^{2x}\right) = 6e^{2x} \Rightarrow y\,e^{2x} = \int 6e^{2x}\,dx = 3e^{2x} + c.   y=3+ce2x,\therefore\; y = 3 + c\,e^{-2x},

where cc is an arbitrary constant.

differential-equationslinear-de
20(b)long3 marks

A function f(x)=1xf(x) = \dfrac{1}{x} defined in (8,0)(-8, 0). f(x)f'(x) is decreasing in the interval (8,0)(-8, 0). Justify it.

Given f(x)=1x=x1f(x) = \dfrac{1}{x} = x^{-1}.

First derivative: f(x)=x2=1x2f'(x) = -x^{-2} = -\dfrac{1}{x^2}.

To test whether f(x)f'(x) is decreasing, find f(x)f''(x): f(x)=2x3=2x3f''(x) = 2x^{-3} = \dfrac{2}{x^3}.

For x(8,0)x \in (-8, 0), x<0x < 0, so x3<0x^3 < 0, hence f(x)=2x3<0f''(x) = \dfrac{2}{x^3} < 0.

Since f(x)<0f''(x) < 0 throughout (8,0)(-8, 0), the slope f(x)f'(x) is decreasing on this interval. Hence justified.

derivativesdecreasing-function
20(c)long2 marks

Derivative and anti derivative are inverse of each other. Justify with example.

Differentiation and integration (anti-derivative) are inverse operations: if we differentiate a function and then integrate the result (or vice versa), we recover the original function (up to a constant).

Example: Let f(x)=x3f(x) = x^3.

Derivative: ddx(x3)=3x2\dfrac{d}{dx}(x^3) = 3x^2.

Anti-derivative of 3x23x^2: 3x2dx=x3+c\displaystyle\int 3x^2\,dx = x^3 + c.

Thus integrating the derivative returns the original function x3x^3 (plus a constant cc), confirming that derivative and anti-derivative are inverse operations.

derivativesintegration
21(a)numeric2 marks

Find two geometric mean between 9 and 243.

Numeric answer

geometric-meangeometric-progression
21(b)numeric3 marks

A sum doubles itself in 5 years by compound interest. How long does it take to be four times the sum ?

Numeric answer (years)

compound-interest
21(c)numeric3 marks

A loan of Rs. 2,00,0002{,}00{,}000 is to be paid in 10 yearly instalment. Find the amount of each installment if the rate of interest is 15%15\% p.a.

Numeric answer (Rs.)

loan-installmentannuity
22(a)numeric6 marks

Using the line of regression, estimate the weight of a baby at the age of 4 months and age of the baby when weight is 6 kg, from the following table.

Age (in month)12356
Weight (in Kg)5781012

Numeric answer

regressionline-of-regression
22(b)numeric2 marks

A fair coin is tossed 4 times. What is the probability of getting at least 2 heads.

Numeric answer

probabilitybinomial

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