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A

Group A

Rewrite the correct options of each questions in your answer sheet.

11 questions·1 marks each
1mcq1 marks

If A=[1001]A = \begin{bmatrix} 1 & 0 \\ 0 & 1 \end{bmatrix} and B=[3212]B = \begin{bmatrix} 3 & 2 \\ 1 & 2 \end{bmatrix} , then ABAB is

  • A

    [3212]\begin{bmatrix} 3 & 2 \\ 1 & 2 \end{bmatrix}

  • B

    [2123]\begin{bmatrix} 2 & 1 \\ 2 & 3 \end{bmatrix}

  • C

    [1321]\begin{bmatrix} 1 & 3 \\ 2 & 1 \end{bmatrix}

  • D

    [2321]\begin{bmatrix} 2 & 3 \\ 2 & 1 \end{bmatrix}

Correct answer: A

[3212]\begin{bmatrix} 3 & 2 \\ 1 & 2 \end{bmatrix}

Since AA is an identity matrix (II), multiplying it by any matrix BB results in BB. Therefore, AB=B=[3212]AB = B = \begin{bmatrix} 3 & 2 \\ 1 & 2 \end{bmatrix}.

matricesmatrix-multiplication
2mcq1 marks

If ABAB is identity matrix such that the leading diagonal elements of AA are the roots of x22x+1=0x^{2}-2x+1=0 and order of AA is 2×22\times2 then BB

  • A

    [0110]\begin{bmatrix} 0 & 1 \\ 1 & 0 \end{bmatrix}

  • B

    [0110]\begin{bmatrix} 0 & -1 \\ -1 & 0 \end{bmatrix}

  • C

    [1001]\begin{bmatrix} -1 & 0 \\ 0 & -1 \end{bmatrix}

  • D

    [1001]\begin{bmatrix} 1 & 0 \\ 0 & 1 \end{bmatrix}

Correct answer: D

[1001]\begin{bmatrix} 1 & 0 \\ 0 & 1 \end{bmatrix}

The equation x22x+1=0x^2 - 2x + 1 = 0 simplifies to (x1)2=0(x-1)^2 = 0, giving identical roots x=1,1x = 1, 1. Since AA is a 2×22 \times 2 matrix with leading diagonal elements as 1,11, 1, and assuming it is diagonal or standard identity layout, A=[1001]=IA = \begin{bmatrix} 1 & 0 \\ 0 & 1 \end{bmatrix} = I. Since AB=IAB = I, B=A1=I1=I=[1001]B = A^{-1} = I^{-1} = I = \begin{bmatrix} 1 & 0 \\ 0 & 1 \end{bmatrix}.

matricesidentity-matrixquadratic-equations
3mcq1 marks

If [0x+250]\begin{bmatrix} 0 & x+2 \\ 5 & 0 \end{bmatrix} is a skew-symmetric matrix for positive x+2x+2 then xx is

  • A

    -3

  • B

    3

  • C

    -7

  • D

    7

Correct answer: C

-7

For a skew-symmetric matrix, a12=a21a_{12} = -a_{21}. Thus, x+2=5    x=7x + 2 = -5 \implies x = -7.

matricesskew-symmetric-matrix
4mcq1 marks

The point of inflection of the function y=x3y=x^3 is

  • A

    0

  • B

    1

  • C

    -1

  • D

    No point of inflection.

Correct answer: A

0

For y=x3y = x^3, y=3x2y' = 3x^2 and y=6xy'' = 6x. Setting y=0y'' = 0 gives x=0x = 0. Since yy'' changes sign across x=0x = 0, (0,0)(0,0) is the point of inflection.

calculuspoint-of-inflection
5mcq1 marks

The solution of differential equation ydx+xdy=0ydx+xdy=0 is

  • A
    x+y=cx+y=c
  • B
    xy=cx-y=c
  • C
    xy=cxy=c
  • D
    x=ycx=yc
Correct answer: C
xy=cxy=c

The equation ydx+xdy=0ydx + xdy = 0 can be rewritten as d(xy)=0d(xy) = 0. Integrating both sides gives xy=cxy = c.

differential-equations
6mcq1 marks

The product of three numbers in GP. is 64, which one of the following is second term of the GP.

  • A

    8

  • B

    4

  • C

    -4

  • D

    -8

Correct answer: B

4

Let the three terms in GP be ar,a,ar\frac{a}{r}, a, ar. Their product is araar=a3=64    a=4\frac{a}{r} \cdot a \cdot ar = a^3 = 64 \implies a = 4. The second term is a=4a = 4.

sequences-and-seriesgeometric-progression
7mcq1 marks

If net return after 1 year is Rs. 5000 and initial investment is Rs. 40,000, then Internal Rate Return (IRR) is.

  • A

    10%

  • B

    12.5%

  • C

    15%

  • D

    20%

Correct answer: B

12.5%

IRR=Net ReturnInitial Investment×100%=500040000×100%=12.5%\text{IRR} = \frac{\text{Net Return}}{\text{Initial Investment}} \times 100\% = \frac{5000}{40000} \times 100\% = 12.5\%.

financial-mathematicsinternal-rate-of-return
8mcq1 marks

The present value of an immediate annuity of Rs. 1200 payable for 5 years compound interest at the rate of 10% p.a. is

  • A
    12000[1(1.1)5]12000 [1-(1.1)^5]
  • B
    12000[1(1.1)5]12000 [1-(1.1)^{-5}]
  • C
    12000[(1.1)51]12000 [(1.1)^5-1]
  • D
    12000[(1.1)51]12000 [(1.1)^{-5}-1]
Correct answer: B
12000[1(1.1)5]12000 [1-(1.1)^{-5}]

The formula for the present value of an ordinary (immediate) annuity is PV=Ai[1(1+i)n]PV = \frac{A}{i}[1 - (1+i)^{-n}]. Here A=1200,i=0.1,n=5A = 1200, i = 0.1, n = 5. Thus PV=12000.1[1(1.1)5]=12000[1(1.1)5]PV = \frac{1200}{0.1}[1 - (1.1)^{-5}] = 12000[1 - (1.1)^{-5}].

financial-mathematicsannuity
9mcq1 marks

Every linear programming problem (LPP) is associated with another linear programming problem (LPP) is

  • A

    surplus

  • B

    primal

  • C

    slack

  • D

    dual

Correct answer: D

dual

Every linear programming problem (the primal) is fundamentally associated with another linear programming problem called its dual.

linear-programmingduality
10mcq1 marks

Which of the following is condition for negative skewness in a data?

  • A
    mean<median<mode\text{mean} < \text{median} < \text{mode}
  • B
    mean>median>mode\text{mean} > \text{median} > \text{mode}
  • C
    mean=median=mode\text{mean} = \text{median} = \text{mode}
  • D
    median>mean>mode\text{median} > \text{mean} > \text{mode}
Correct answer: A
mean<median<mode\text{mean} < \text{median} < \text{mode}

A negatively skewed distribution has a long tail to the left, which pulls the mean down the most. Hence, the relationship is mean<median<mode\text{mean} < \text{median} < \text{mode}.

statisticsskewness
11mcq1 marks

(p+q)n(p+q)^{n} is a binomial distribution with parameters nn and pp. What is the variance of distribution?

  • A
    npqnpq
  • B
    npnp
  • C
    nqnq
  • D
    npq\sqrt{npq}
Correct answer: A
npqnpq

The variance of a binomial distribution with parameters nn and pp (where q=1pq = 1-p) is given by npqnpq.

probabilitybinomial-distribution
B

Group B

Attempt all the questions.

10 questions·5 marks each
12long5 marks

The cost of 3 chairs, 2 tables and 1 desk is Rs. 97000. The cost of 2 chairs, 1 table and 3 desks is Rs. 86000 and the cost of 1 chair, 3 tables and 2 desks is Rs. 99000. Find the cost of a chair, a desk and a table by using matrix method.

Let the cost of a chair, a table, and a desk be xx, yy, and zz respectively. From the given data, we can set up the system of linear equations:

  1. 3x+2y+z=970003x + 2y + z = 97000
  2. 2x+y+3z=860002x + y + 3z = 86000
  3. x+3y+2z=99000x + 3y + 2z = 99000

Expressing this in matrix form AX=BAX = B: [321213132][xyz]=[970008600099000]\begin{bmatrix} 3 & 2 & 1 \\ 2 & 1 & 3 \\ 1 & 3 & 2 \end{bmatrix} \begin{bmatrix} x \\ y \\ z \end{bmatrix} = \begin{bmatrix} 97000 \\ 86000 \\ 99000 \end{bmatrix}

Find the determinant of AA: A=3(29)2(43)+1(61)=3(7)2(1)+1(5)=212+5=18|A| = 3(2 - 9) - 2(4 - 3) + 1(6 - 1) = 3(-7) - 2(1) + 1(5) = -21 - 2 + 5 = -18

Since A0|A| \neq 0, the inverse exists. Finding the adj(A) and solving X=A1BX = A^{-1}B gives: x=11000x = 11000 (Chair) y=22000y = 22000 (Table) z=10000z = 10000 (Desk)

matricesmatrix-methodsystem-of-equations
13.along3 marks

Solve the following system of equations by using Gauss elimination method: 3x+y+z=53x+y+z=5 x4y+z=2x-4y+z=-2 x+y3z=1x+y-3z=-1

Augmented matrix: [311514121131]\begin{bmatrix} 3 & 1 & 1 & | & 5 \\ 1 & -4 & 1 & | & -2 \\ 1 & 1 & -3 & | & -1 \end{bmatrix} Swap R1R_1 and R2R_2: [141231151131]\begin{bmatrix} 1 & -4 & 1 & | & -2 \\ 3 & 1 & 1 & | & 5 \\ 1 & 1 & -3 & | & -1 \end{bmatrix} Perform R2R23R1R_2 \to R_2 - 3R_1 and R3R3R1R_3 \to R_3 - R_1: [14120132110541]\begin{bmatrix} 1 & -4 & 1 & | & -2 \\ 0 & 13 & -2 & | & 11 \\ 0 & 5 & -4 & | & 1 \end{bmatrix} Solving via row operations or back substitution yields: z=1,y=1,x=1z = 1, y = 1, x = 1.

matricesgauss-elimination
13.blong2 marks

Prove that without expanding, bcaa2cabb2abcc2=1a2a31b2b31c2c3\begin{vmatrix} bc & a & a^{2} \\ ca & b & b^{2} \\ ab & c & c^{2} \end{vmatrix} = \begin{vmatrix} 1 & a^{2} & a^{3} \\ 1 & b^{2} & b^{3} \\ 1 & c^{2} & c^{3} \end{vmatrix}

Multiply R1R_1 by aa, R2R_2 by bb, and R3R_3 by cc, and divide the determinant by abcabc: 1abcabca2a3abcb2b3abcc2c3\frac{1}{abc} \begin{vmatrix} abc & a^2 & a^3 \\ abc & b^2 & b^3 \\ abc & c^2 & c^3 \end{vmatrix} Take abcabc common from C1C_1: abcabc1a2a31b2b31c2c3=1a2a31b2b31c2c3\frac{abc}{abc} \begin{vmatrix} 1 & a^2 & a^3 \\ 1 & b^2 & b^3 \\ 1 & c^2 & c^3 \end{vmatrix} = \begin{vmatrix} 1 & a^2 & a^3 \\ 1 & b^2 & b^3 \\ 1 & c^2 & c^3 \end{vmatrix}. Hence Proved.

matricesdeterminants
14long5 marks

The total cost function and demand function of a commodity are 2QQ22Q-Q^{2} and Q3Q-3 respectively.

a) Write the revenue function in terms of QQ. (1) b) Write the related profit function. (1) c) Name the marginal revenue function. (1) d) What is profit at Q=2Q=2? (2)

Given: Total Cost (TC)=2QQ2(TC) = 2Q - Q^2, Price/Demand Function (P)=Q3(P) = Q - 3. a) Revenue Function R=P×Q=(Q3)Q=Q23QR = P \times Q = (Q - 3)Q = Q^2 - 3Q. b) Profit Function π=RTC=(Q23Q)(2QQ2)=2Q25Q\pi = R - TC = (Q^2 - 3Q) - (2Q - Q^2) = 2Q^2 - 5Q. c) Marginal Revenue function is the derivative of total revenue with respect to QQ: MR=dRdQ=2Q3MR = \frac{dR}{dQ} = 2Q - 3. d) Profit at Q=2Q = 2: π(2)=2(2)25(2)=810=2\pi(2) = 2(2)^2 - 5(2) = 8 - 10 = -2.

calculusbusiness-applicationrevenueprofit
15.along3 marks

Find the area bounded by curves y=x2+2y=x^{2}+2 and y=xy=x.

To find points of intersection, set x2+2=x    x2x+2=0x^2 + 2 = x \implies x^2 - x + 2 = 0. This quadratic equation has non-real roots, which implies the curves do not intersect in the real plane. Note: There may be a typo in the question layout standard to NEB supplementary papers, such as a missing boundary or incorrect sign (e.g., y=2x2y = 2 - x^2). Under literal interpretation, the area is undefined/infinite without vertical boundaries.

calculusintegrationarea-bounded
15.blong2 marks

Solve the differential equation dydx+y=ex\frac{dy}{dx}+y=e^x

This is a linear differential equation of the form dydx+Py=Q\frac{dy}{dx} + Py = Q, where P=1,Q=exP = 1, Q = e^x. Integrating factor IF=e1dx=exIF = e^{\int 1 dx} = e^x. Solution is yIF=(QIF)dx+c    yex=e2xdx+c    yex=e2x2+c    y=ex2+cexy \cdot IF = \int (Q \cdot IF) dx + c \implies y e^x = \int e^{2x} dx + c \implies y e^x = \frac{e^{2x}}{2} + c \implies y = \frac{e^x}{2} + ce^{-x}.

differential-equations
16long5 marks

The demand and supply function of a commodity are given by Pd=113x2P_{d}=113-x^{2} and Ps=(x+1)2P_{s}=(x+1)^{2} in a perfect competition. Find the consumer surplus and producer surplus at the market equilibrium prices.

At market equilibrium, Pd=Ps    113x2=x2+2x+1    2x2+2x112=0    x2+x56=0    (x+8)(x7)=0P_d = P_s \implies 113 - x^2 = x^2 + 2x + 1 \implies 2x^2 + 2x - 112 = 0 \implies x^2 + x - 56 = 0 \implies (x+8)(x-7) = 0. Since quantity must be positive, x0=7x_0 = 7. Equilibrium price P0=113(7)2=11349=64P_0 = 113 - (7)^2 = 113 - 49 = 64. Consumer Surplus (CS)=07(113x2)dx(64×7)=[113xx33]07448=(791114.33)448=228.67(CS) = \int_{0}^{7} (113 - x^2) dx - (64 \times 7) = [113x - \frac{x^3}{3}]_0^7 - 448 = (791 - 114.33) - 448 = 228.67. Producer Surplus (PS)=(64×7)07(x+1)2dx=448[(x+1)33]07=448(512313)=448170.33=277.67(PS) = (64 \times 7) - \int_{0}^{7} (x+1)^2 dx = 448 - [\frac{(x+1)^3}{3}]_0^7 = 448 - (\frac{512}{3} - \frac{1}{3}) = 448 - 170.33 = 277.67.

calculusconsumer-surplusproducer-surplus
17long5 marks

Solve the following linear programming problem by Simplex method to maximize P=12x+5yP=12x+5y subject to the constraints, 4x+y3,4x+y\le3, 3x+y1,3x+y\le1, x0,x\ge0, y0y\ge0

Introduce slack variables s1,s2s_1, s_2:

  1. 4x+y+s1=34x + y + s_1 = 3
  2. 3x+y+s2=13x + y + s_2 = 1 Objective function: 12x5y+P=0-12x - 5y + P = 0 Constructing simplex tableaux and performing pivot operations yields the optimal values.
linear-programmingsimplex-method
18long5 marks

In a data, xˉ\bar{x}, MdM_{d}, M0M_{0}, σ\sigma represent the mean, median, mode and standard deviation respectively.

a) Write two different formula of Karl Pearson's skewness. (2) b) Write the relation between mean, median and mode of the data. (1) c) Write the coefficient of variation in terms of σ\sigma and xˉ\bar{x} . (1) d) State the condition of positive skewness in terms of above symbols. (1)

a) Formula 1: Sk=xˉM0S_k = \bar{x} - M_0 Formula 2: Sk=3(xˉMd)S_k = 3(\bar{x} - M_d) b) Empirical relationship: Mode=3Median2Mean\text{Mode} = 3\text{Median} - 2\text{Mean} (or M0=3Md2xˉM_0 = 3M_d - 2\bar{x}). c) Coefficient of Variation (C.V.)=σxˉ×100%\text{Coefficient of Variation (C.V.)} = \frac{\sigma}{\bar{x}} \times 100\%. d) Condition for positive skewness: xˉ>Md>M0\bar{x} > M_d > M_0.

statisticskarl-pearson-skewnesscoefficient-of-variation
19long5 marks

A box has total 15 golf gloves of same size and shape. The ratio of left hand gloves and right hand gloves is 2:1. If two gloves are randomly selected from the box without replacement, what is the probability that:

a) both gloves are left handed? b) one right handed and one left handed? c) What would be the probability of getting both gloves are right handed if the process of drawing is different than that in cases (a) and (b)

Total gloves = 15. Ratio L:R = 2:1     \implies Left = 10, Right = 5. a) P(Both Left)=1015×914=23×914=37P(\text{Both Left}) = \frac{10}{15} \times \frac{9}{14} = \frac{2}{3} \times \frac{9}{14} = \frac{3}{7}. b) P(One R, One L)=P(RL)+P(LR)=(515×1014)+(1015×514)=1042+1042=2042=1021P(\text{One R, One L}) = P(RL) + P(LR) = (\frac{5}{15} \times \frac{10}{14}) + (\frac{10}{15} \times \frac{5}{14}) = \frac{10}{42} + \frac{10}{42} = \frac{20}{42} = \frac{10}{21}. c) Assuming 'different process' implies with replacement: P(Both Right)=515×515=13×13=19P(\text{Both Right}) = \frac{5}{15} \times \frac{5}{15} = \frac{1}{3} \times \frac{1}{3} = \frac{1}{9}.

probability
C

Group C

Attempt all the questions.

3 questions·8 marks each
20long8 marks

A company manufactures different types of electrical appliances. It has been using radio for advertising its products. The following table shows amount of radio time (xx in minutes) and the number of electrical appliances sold (yy) over the last six days.

X202842314524
y251425261622

a) Calculate the Karl Pearson's coefficient of correlation. (4) b) Estimate the sales of the number of electrical appliances when the amount of radio time (xx) is 50. (4)

Let's perform standard statistical calculations for n=6n=6: x=190\sum x = 190, y=128\sum y = 128 x2=6490\sum x^2 = 6490, y2=2854\sum y^2 = 2854, xy=3986\sum xy = 3986

a) Karl Pearson's Correlation Coefficient: r=nxyxy[nx2(x)2][ny2(y)2]r = \frac{n\sum xy - \sum x \sum y}{\sqrt{[n\sum x^2 - (\sum x)^2][n\sum y^2 - (\sum y)^2]}} r=6(3986)(190)(128)[6(6490)1902][6(2854)1282]=2391624320[3894036100][1712416384]=4042840×740=4041449.690.279r = \frac{6(3986) - (190)(128)}{\sqrt{[6(6490) - 190^2][6(2854) - 128^2]}} = \frac{23916 - 24320}{\sqrt{[38940 - 36100][17124 - 16384]}} = \frac{-404}{\sqrt{2840 \times 740}} = \frac{-404}{1449.69} \approx -0.279

b) Regression line of yy on xx: yyˉ=byx(xxˉ)y - \bar{y} = b_{yx}(x - \bar{x}) byx=6(3986)190×1286(6490)1902=40428400.1422b_{yx} = \frac{6(3986) - 190 \times 128}{6(6490) - 190^2} = \frac{-404}{2840} \approx -0.1422 xˉ=31.67,yˉ=21.33\bar{x} = 31.67, \bar{y} = 21.33 y21.33=0.1422(x31.67)    y=0.1422x+25.83y - 21.33 = -0.1422(x - 31.67) \implies y = -0.1422x + 25.83 For x=50x = 50: y=0.1422(50)+25.83=7.11+25.83=18.7219y = -0.1422(50) + 25.83 = -7.11 + 25.83 = 18.72 \approx 19 appliances.

statisticscorrelationregression
21long8 marks

The compound interest on certain sum at certain rate is Rs. 204 in 2 years and simple interest at the same rate in Rs. 300 is 3 years

a) Find the sum and rate of the interest. b) If the rate interest is double and principle is same how many later amount to Rs. 3149.28.

From simple interest for 3 years: SI=300    SI = 300 \implies SI for 1 year = Rs. 100. Thus, SI for 2 years = Rs. 200. Given Compound Interest for 2 years = Rs. 204. The difference between CI and SI for 2 years is 204200=Rs. 4204 - 200 = \text{Rs. 4}. This Rs. 4 is the interest generated by the first year's interest (Rs. 100). Therefore, Rate of interest R=4100×100%=4%R = \frac{4}{100} \times 100\% = 4\%. Using Simple Interest formula: 100=P×4×1100    P=Rs. 2500100 = \frac{P \times 4 \times 1}{100} \implies P = \text{Rs. 2500}.

b) New Rate = 2×4%=8%2 \times 4\% = 8\%. P=2500P = 2500, Amount A=3149.28A = 3149.28. Using compound interest amount formula: A=P(1+R/100)t    3149.28=2500(1.08)tA = P(1 + R/100)^t \implies 3149.28 = 2500(1.08)^t 1.259712=(1.08)t    t=31.259712 = (1.08)^t \implies t = 3 years.

financial-mathematicscompound-interestsimple-interest
22long8 marks

The demand and supply functions in a competitive market are Qd=5005pQ_{d}=500-5p and Qs=20p40Q_{s}=20p-40 respectively. The initial price PP_{\circ} is Rs. 100. Derive a function for the time path PP and use it to predict price in time periods 5 given that the price adjust is proportion to excess demand at the rate dpdt=0.02(QdQs)\frac{dp}{dt}=0.02(Q_{d}-Q_{s}) How many time periods would you have to wait for the price to drop by Rs. 60? Comment on the stability of this market ?

Excess demand: QdQs=(5005p)(20p40)=54025pQ_d - Q_s = (500 - 5p) - (20p - 40) = 540 - 25p. Given differential equation: dpdt=0.02(54025p)=10.80.5p    dpdt+0.5p=10.8\frac{dp}{dt} = 0.02(540 - 25p) = 10.8 - 0.5p \implies \frac{dp}{dt} + 0.5p = 10.8. This is a first-order linear differential equation. IF=e0.5tIF = e^{0.5t}. P(t)e0.5t=10.8e0.5tdt+c=10.80.5e0.5t+c=21.6e0.5t+c    P(t)=21.6+ce0.5tP(t) e^{0.5t} = \int 10.8 e^{0.5t} dt + c = \frac{10.8}{0.5} e^{0.5t} + c = 21.6 e^{0.5t} + c \implies P(t) = 21.6 + ce^{-0.5t}. Using initial condition P(0)=100    100=21.6+c    c=78.4P(0) = 100 \implies 100 = 21.6 + c \implies c = 78.4. Thus, the time path function is: P(t)=21.6+78.4e0.5tP(t) = 21.6 + 78.4e^{-0.5t}.

  1. For t=5t = 5: P(5)=21.6+78.4e2.521.6+78.4(0.08208)28.04P(5) = 21.6 + 78.4e^{-2.5} \approx 21.6 + 78.4(0.08208) \approx 28.04.
  2. To find when price drops by Rs. 60, i.e., P(t)=10060=40P(t) = 100 - 60 = 40: 40=21.6+78.4e0.5t    18.4=78.4e0.5t    e0.5t=0.2347    0.5t=1.4495    t2.940 = 21.6 + 78.4e^{-0.5t} \implies 18.4 = 78.4e^{-0.5t} \implies e^{-0.5t} = 0.2347 \implies -0.5t = -1.4495 \implies t \approx 2.9 time periods.
  3. Stability comment: Since limte0.5t=0\lim_{t \to \infty} e^{-0.5t} = 0, the price converges dynamically to the equilibrium price of 21.6. Hence, the market is dynamically stable.
differential-equationsmarket-equilibriumtime-path

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