Subject: QUANTITATIVE METHODS FOR DECISION-MAKING

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QMDM – APR 2024 – L2 – Q6 – Rural Bank Investment Proposals NPV

The management of a Rural Bank must decide between two investment proposals using Net Discounted Value (NPV) calculations at a 14% discount rate, explain the term, compute NPVs, and advise on selection.

The Management of a Rural Bank must decide between two proposals, on the basis of the following information:

Proposal Investment Now Net Cash Inflow at the End of 1991 1992 1993
A GHS 80,000 GHS 95,400 GHS 39,400 GHS 12,000
B GHS 100,000 GHS 35,000 GHS 58,000 GHS 80,000

Assume that on Projects of this type of the company can earn 14 percent per annum.                                                                                     (a) Explain briefly the term Net Discount Value in relation to the projects.                                                                                                      (b) Calculate the Net Discounted Value of Proposal A.                                                                                                                                          (c) Calculate the Net Discounted Value of Proposal B.                                                                                                                                            (d) Using the values in (a) and (b), advise Management regarding the proposal that should be selected.

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QMDM – APR 2024 – L2 – Q5 – Normal Distribution in Insurance Policy Payments

Using normal distribution for policyholders' lifetimes to calculate probabilities of receiving payments at specific ages in an insurance policy.

An Actuary in an insurance company formulates insurance policies that will be both profitable and marketable. For a particular policy, the lifetimes of the policyholders follow a normal distribution with a mean of 66.20 years and standard deviation of 4.4 years. One of the options with this policy is to receive a payment following the $65^{\mathrm{h}$ birthday and a payment every five years thereafter. Let $X$ be the age at death (in years) of a policyholder                                                                                                        (a) Draw the graph of the distribution of $X$ showing clearly the key decision numbers i.e. 66.2 years, 4.4years, 65years, 70years, 75years.                                                                                                                                                                                                              (b) Determine the                                                                                                                                                                                                          (i) percentage of policyholders who will receive at least one payment using the option above.                                                                    (ii) percentage of policyholders who will receive two or more payments.                                                                                                          (iii) percentage of policyholders who will receive exactly two payments.

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QMDM – APR 2024 – L2 – Q4 – Exponential Smoothing in Time Series Forecasting for Mango Demand

Using monthly demand data for mangos over 15 months, explain exponential smoothing, compute and compare forecasts using alpha=0.1 and 0.4 with initial forecast of 500, describe plots of actual vs forecasts, and comment on suitability.

Kiki, the commercial mango seller has collected demand figures for mangos over the last 15 months in the table below:

Month Demand
1 470
2 510
3 460
4 490
5 520
6 460
7 1500
8 1450
9 1550
10 1500
11 1480
12 1520
13 1500
14 1490
15 1500

(a) Explain briefly the term “Exponential Smoothing” in Time Series Analysis of the data above. [3 Marks]
(b) Use an initial forecast of 500 to compare Exponential Smoothing Forecasts with Smoothing Constant Values a = 0.1 and a=0.4.
(c) Plot the actual values of the time series and superimpose the forecast for the Smoothing Constant Values a= 0.1 and a=0.4 on the graph of the actual values.
(d) Comment on the suitability of the forecast from the Smoothing Constant Values a= 0.1 and a=0.4.

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QMDM – APR 2024 – L2 – Q3 – Spearman’s Rank Correlation in Employee Aptitude and Interview Ranking

Using data on aptitude scores and interview rankings for 10 employees at a community bank, state when Spearman's rank correlation is suitable, calculate a suitable correlation measure, and comment on the result.

Mumuadu Community Bank Ltd’s Personnel Department now has records on ten (10) recent employees that give an aptitude score and an interview ranking, as displayed below:

Employee Aptitude Score Interview Ranking
A 38 10
B 59 5
C 68 8
D 40 7
E 14 9
F 33 1
G 87 2
H 71 3
I 62 3
J 81 6

(a) State the situation under which the Spearman’s Rank Correlation Coefficient is a suitable measure of correlation.
(b) Determine a suitable measure of correlation
(c) Comment on your correlation value in (b) above

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QMFD – APR 2024 – L2 – Q2 – Measures of Central Tendency and Skewness in Student Spending

Analyze spending data from 18 students on textbooks by sketching mean-median-mode relationships for different distribution shapes, calculating central tendency measures, and commenting on the actual data distribution.

The Dean of Students of a premier private university in Ghana has been given the responses of 18 students to a question on how much money (in GHS) they have spent on textbooks in the last semester:

0 0 19.99 32.98 19.99 19.99 48.20 32.98 0 19.99 0 32.98 19.99 0 24.50 0 32.98 24.50

(a) Sketch graphs (not drawn to scale) which will show the relationship between the mean, median and mode, and the shape of the distribution when the data above is

(i) Negative Skew

(ii) Positive Skew

(iii) Symmetric

(b) Determine, the

(i) Mean

(ii) Median

(iii) Mode

(c) Using your answer in (a) and (b) above, give a detailed comment on the distribution of the responses of the 18 students, to the Dean.

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QMFD – APR 2024 – L2 – Q1 – Linear Programming in Delivery Optimization

Formulate and solve a linear programming problem using graphical method to minimize running costs for two lorries delivering minimum quantities of two products with capacity and usage constraints.

Dokument Courier Services has two Vans which it uses for deliveries. The first (X) can carry 10 of Product A or 4 of Product B. The second (Y) can carry 3 of A or 5 of Product B. Minimum deliveries are 200 of A and 150 of B. In order to maintain roadworthiness, each lorry must be used for a minimum of two journeys per week. Suppose the running costs are GHS20000.00 per journey for Lorry X and GHS 15000.0 per journey for Lorry Y. find the number of deliveries made by each lorry to minimize costs. If the aim of the manager of Dokument is to minimize costs.                                                                                                                                                            (a) Identify the decision variables.                                                                                                                                                                                   (b) Formulate the problem into a linear programming problem (LPM).                                                                                                              (c) Display the LPM on a graph and shade the critical region.

(d) Use the graphical approach to solving the LPM

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QMDM – APR 2024 – L2 – Q6 – Rural Bank Investment Proposals NPV

The management of a Rural Bank must decide between two investment proposals using Net Discounted Value (NPV) calculations at a 14% discount rate, explain the term, compute NPVs, and advise on selection.

The Management of a Rural Bank must decide between two proposals, on the basis of the following information:

Proposal Investment Now Net Cash Inflow at the End of 1991 1992 1993
A GHS 80,000 GHS 95,400 GHS 39,400 GHS 12,000
B GHS 100,000 GHS 35,000 GHS 58,000 GHS 80,000

Assume that on Projects of this type of the company can earn 14 percent per annum.                                                                                     (a) Explain briefly the term Net Discount Value in relation to the projects.                                                                                                      (b) Calculate the Net Discounted Value of Proposal A.                                                                                                                                          (c) Calculate the Net Discounted Value of Proposal B.                                                                                                                                            (d) Using the values in (a) and (b), advise Management regarding the proposal that should be selected.

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QMDM – APR 2024 – L2 – Q5 – Normal Distribution in Insurance Policy Payments

Using normal distribution for policyholders' lifetimes to calculate probabilities of receiving payments at specific ages in an insurance policy.

An Actuary in an insurance company formulates insurance policies that will be both profitable and marketable. For a particular policy, the lifetimes of the policyholders follow a normal distribution with a mean of 66.20 years and standard deviation of 4.4 years. One of the options with this policy is to receive a payment following the $65^{\mathrm{h}$ birthday and a payment every five years thereafter. Let $X$ be the age at death (in years) of a policyholder                                                                                                        (a) Draw the graph of the distribution of $X$ showing clearly the key decision numbers i.e. 66.2 years, 4.4years, 65years, 70years, 75years.                                                                                                                                                                                                              (b) Determine the                                                                                                                                                                                                          (i) percentage of policyholders who will receive at least one payment using the option above.                                                                    (ii) percentage of policyholders who will receive two or more payments.                                                                                                          (iii) percentage of policyholders who will receive exactly two payments.

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QMDM – APR 2024 – L2 – Q4 – Exponential Smoothing in Time Series Forecasting for Mango Demand

Using monthly demand data for mangos over 15 months, explain exponential smoothing, compute and compare forecasts using alpha=0.1 and 0.4 with initial forecast of 500, describe plots of actual vs forecasts, and comment on suitability.

Kiki, the commercial mango seller has collected demand figures for mangos over the last 15 months in the table below:

Month Demand
1 470
2 510
3 460
4 490
5 520
6 460
7 1500
8 1450
9 1550
10 1500
11 1480
12 1520
13 1500
14 1490
15 1500

(a) Explain briefly the term “Exponential Smoothing” in Time Series Analysis of the data above. [3 Marks]
(b) Use an initial forecast of 500 to compare Exponential Smoothing Forecasts with Smoothing Constant Values a = 0.1 and a=0.4.
(c) Plot the actual values of the time series and superimpose the forecast for the Smoothing Constant Values a= 0.1 and a=0.4 on the graph of the actual values.
(d) Comment on the suitability of the forecast from the Smoothing Constant Values a= 0.1 and a=0.4.

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QMDM – APR 2024 – L2 – Q3 – Spearman’s Rank Correlation in Employee Aptitude and Interview Ranking

Using data on aptitude scores and interview rankings for 10 employees at a community bank, state when Spearman's rank correlation is suitable, calculate a suitable correlation measure, and comment on the result.

Mumuadu Community Bank Ltd’s Personnel Department now has records on ten (10) recent employees that give an aptitude score and an interview ranking, as displayed below:

Employee Aptitude Score Interview Ranking
A 38 10
B 59 5
C 68 8
D 40 7
E 14 9
F 33 1
G 87 2
H 71 3
I 62 3
J 81 6

(a) State the situation under which the Spearman’s Rank Correlation Coefficient is a suitable measure of correlation.
(b) Determine a suitable measure of correlation
(c) Comment on your correlation value in (b) above

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QMFD – APR 2024 – L2 – Q2 – Measures of Central Tendency and Skewness in Student Spending

Analyze spending data from 18 students on textbooks by sketching mean-median-mode relationships for different distribution shapes, calculating central tendency measures, and commenting on the actual data distribution.

The Dean of Students of a premier private university in Ghana has been given the responses of 18 students to a question on how much money (in GHS) they have spent on textbooks in the last semester:

0 0 19.99 32.98 19.99 19.99 48.20 32.98 0 19.99 0 32.98 19.99 0 24.50 0 32.98 24.50

(a) Sketch graphs (not drawn to scale) which will show the relationship between the mean, median and mode, and the shape of the distribution when the data above is

(i) Negative Skew

(ii) Positive Skew

(iii) Symmetric

(b) Determine, the

(i) Mean

(ii) Median

(iii) Mode

(c) Using your answer in (a) and (b) above, give a detailed comment on the distribution of the responses of the 18 students, to the Dean.

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QMFD – APR 2024 – L2 – Q1 – Linear Programming in Delivery Optimization

Formulate and solve a linear programming problem using graphical method to minimize running costs for two lorries delivering minimum quantities of two products with capacity and usage constraints.

Dokument Courier Services has two Vans which it uses for deliveries. The first (X) can carry 10 of Product A or 4 of Product B. The second (Y) can carry 3 of A or 5 of Product B. Minimum deliveries are 200 of A and 150 of B. In order to maintain roadworthiness, each lorry must be used for a minimum of two journeys per week. Suppose the running costs are GHS20000.00 per journey for Lorry X and GHS 15000.0 per journey for Lorry Y. find the number of deliveries made by each lorry to minimize costs. If the aim of the manager of Dokument is to minimize costs.                                                                                                                                                            (a) Identify the decision variables.                                                                                                                                                                                   (b) Formulate the problem into a linear programming problem (LPM).                                                                                                              (c) Display the LPM on a graph and shade the critical region.

(d) Use the graphical approach to solving the LPM

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