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INSTITUTE OF BANKERS IN MALAWI CERTIFICATE IN BANKING EXAMINATION SUBJECT: FUNDAMENTALS OF BUSINESS STATISTICS (IOBM – C103) Date: Monday, 5th November 2012 Time Allocated: 3 hours (08:00 – 11:00 am) INSTRUCTIONS TO CANDIDATES 1 This paper consists of TWO Sections, A and B. 2 Section A consists of 4 questions, each question carries 15 marks. Answer ALL questions. 3 Section B consists of 4 questions, each question carries 20 marks. Answer ANY TWO questions. 4 You will be allowed 10 minutes to go through the paper before the start of the examination, you may write on this paper but not in the answer book. Begin each answer on a new page. 5 6 Please write your examination number on each answer book used. Answer sheets without examination numbers will not be marked. 7 DO NOT open this question paper until instructed to do so. A qualification examined by the Institute of Bankers in Malawi Page 1 SECTION A (60 MARKS) For items 1), 2), and 3): 450 Cumulative number of Employees 400 350 300 250 200 150 100 50 0 0 10 20 30 40 50 60 Age in Years 1) 2) 3) The graph is called a. a frequency distribution b. an ogive c. frequency polygon d. histogram The inter-quartile range of the distribution is approximately a. 100 b. 35 c. 300 d. 10 Which of the following statements are true? a. About 300 employees are younger than 30. b. 25% of the employees are older than 45. c. The inter-quartile range represents 60% of the employees. d. 75% of the employees are younger than 35. A qualification examined by the Institute of Bankers in Malawi Page 2 4) A sample of employees who completed a training were asked to rate it as either outstanding, very good, fair, or poor. The level of measurement used is: 5) a. nominal c. ordinal b. interval d. ratio The strength of association between an independent variable and a dependent variable is measured by the: a. coefficient of determination c. coefficient of variation b. correlation coefficient d. regression coefficients For items 6), 7), 8) and 9): A random sample of new graduates in “banking” indicates that their salaries (MK’000) are as given below. 6) 7) 8) 9) 39.5 59.4 45.1 51.2 55.8 26.7 65.6 62.6 48.7 28.5 21.6 78.4 34.9 50.9 53.6 30.6 53.9 32.3 34.1 36.2 The median salary of the sample is a. K45, 100 c. K45, 470 b. K46, 900 d. K47, 870 The mean salary of the sample is a. K45, 100 c. K45, 480 b. K46, 900 d. K47, 870 The standard deviation of the distribution, to the nearest K100, is a. K14, 600 c. K15, 480 b. K14, 500 d. K15, 000 The coefficient of skewness of the distribution is a. -0.3 c. 0.3 b. -0.1 d. 0.1 A qualification examined by the Institute of Bankers in Malawi Page 3 10) A useful measure to compare the relative dispersion of two or more distributions, if they are in different units, is the 11) a. coefficient of skewness c. coefficient of variation b. mean deviation d. standard deviation If distribution gives the following statistical summaries: mean = 100, median = 100, mode = 100 and standard deviation = 4, then the distribution can be said to be 12) a. positively skewed c. negatively skewed b. symmetrical d. asymmetrical Almost all the data values in the distribution given in item 11) above fall within the range a. -4 to 4 c. -3 to 3 b. 96 to 104 d. 88 to 112 For items 13) and 14): If two variables x and y are such that 𝑦 = 12 − 0.5𝑥, 13) 14) 15) The product moment correlation coefficient between x and y is a. 0.5 c. -1 b. 1 d. -0.5 The y-intercept is a. 0 c. -0.5 b. 12 d. 0.5 You divide a region into constituencies. Then you sample 12 constituencies at random and concentrate your participant-selection efforts in those constituencies. This type of sampling is a. simple random sampling c. stratified sampling b. systematic sampling d. cluster sampling A qualification examined by the Institute of Bankers in Malawi Page 4 For items 15), 16) and 17): The following histogram shows the distribution of the difference between “actual” and “ideal” account balances for 119 female students. 35 30 Percent (%) 25 20 15 10 5 0 -20 -15 -10 -5 0 5 10 15 20 25 30 35 40 45 50 55 Difference = Actual - Ideal 16) 17) 18) 19) What is the approximate shape of the distribution? a. nearly symmetric c. skewed to the left b. skewed to the right d. bimodal The median of the distribution is approximately a. -10 c. 30 b. 10 d. 50 The actual account balances of most of the female students were: a. about the same as their ideal balances b. less than their ideal balances c. greater that their ideal balances d. exactly the same as their ideal balances The coefficient of determination was computed to be 0.25 in a problem involving an independent variable and a dependent variable. This result means A qualification examined by the Institute of Bankers in Malawi Page 5 a. the variables are positively correlated b. the correlation coefficient is 0.0625 c. the correlation coefficient is ±0.5 d. 25% of the variability in the independent variable is explained by the dependent variable. For items 20), and 21): A survey asked bank customers how often they use the bank’s ATM. The results are summarised in the contingency table below. 20) Age (Years) Often Not often Below 25 30 60 25 but below 40 90 100 Over 40 20 100 Among the customers aged below 25, what is the likelihood of using the ATM often? 21) a. 0.33 c. 0.21 b. 0.08 d. 0.50 What is the probability that a randomly selected customer is over 40 and does not often use the ATM. 22) 23) a. 0.25 c. 0.14 b. 0.17 d. 0.05 Which one of the following variables is not categorical. a. Age of a person b. Gender of a person c. Nationality of a person d. Marital status of a person Which one of these statistics is not sensitive to outliers? a. Mean c. Standard deviation b. Inter-quartile range d. Range A qualification examined by the Institute of Bankers in Malawi Page 6 24) How would an outlier affect the value of a correlation coefficient? a. It will always reduce the value of a correlation coefficient b. It will always increase the value of a correlation coefficient c. It will have no effect on the value of a correlation coefficient d. It will either reduce or increase the value of a correlation coefficient, depending on its relative position. 25) To conduct a survey on ATM usage, a bank manager opens a printout to a random page, closes her eyes, puts a finger down on the page and then gets details of the next 5 customers. Which of the following statements are true? I. The survey incorporates chance. II. The procedure results in a simple random sample. III. The procedure could easily result in selection bias 26) a. I. and II. b. I. and III. c. I., II. and III. d. None of the above. The total costs (K’ million) of importing 5 cars through the bank in January, 2012 gave the following summaries: x 30.7 , x 2 205.31 The standard deviation (K’ million) for the costs is: a. 1.83 c. 4.20 b. 2.05 d. 16.81 For items 27) – 30): In a group of 75 Blantyre residents, 15 play pool, 50 play loto 36, 10 play both, and 20 play neither. Suppose a Blantyre resident is chosen at random from this group. Let A be the event “a resident plays pool”, and B be the event “a resident plays loto 36”. A qualification examined by the Institute of Bankers in Malawi Page 7 27) 28) 29) 30) Events A and B are: a. independent and mutually exclusive b. independent, but not mutually exclusive c. mutually exclusive, but not independent d. neither mutually exclusive nor independent What is the probability that the resident plays pool or loto 36? a. 1.00 c. 0.73 b. 0.60 d. 0.87 What is the probability that the resident plays pool but not loto 36? a. 0.07 c. 0.27 b. 0.20 d. 0.33 What is the probability that the resident does not play loto 36? a. 0.07 c. 0.27 b. 0.20 d. 0.33 A qualification examined by the Institute of Bankers in Malawi Page 8 SECTION B (40 MARKS) Answer ANY TWO questions from this section. QUESTION 31 a) State one main disadvantage of the mean. (2 marks) b) The following is a frequency distribution of the total annual premiums for motor vehicle insurance made out by a sample of 100 local companies. Annual Premiums (K’000) 0 – 200 200 – 400 400 – 600 600 – 800 800 – 1000 1000 – 1200 Number of Companies 15 28 32 15 6 4 Calculate the following statistics: i. Mean (4 marks) ii. Median (5 marks) iii. Standard deviation (6 marks) iv. Coefficient of skewness and comment on the value obtained. (3 marks) (Total 20 marks) A qualification examined by the Institute of Bankers in Malawi Page 9 QUESTION 32 a) Distinguish interpolation from extrapolation in the context of regression analysis. (4 marks) The data below show monthly incomes (K’000) and monthly house rentals b) (K’00) for a sample of families from Lilongwe. i. Income (x) 16 45 36 32 30 13 41 15 36 40 Rental (y) 35 78 102 56 75 26 130 42 59 85 Find the equation of the least squares regression line that relates income and house rental. ii. (8 marks) Calculate the Pearson correlation coefficient between x and y and comment on the value obtained. iii. (5 marks) Use the regression equation found in i. to predict monthly house rentals for a family whose monthly income is K30,000.00. iv. (2 marks) By how much will the monthly rentals change if the family income increases by K1,000.00? (1 marks) (Total 20 marks) A qualification examined by the Institute of Bankers in Malawi Page 10 QUESTION 33 a) A company decides to tender for 3 contracts; A, B and C. The probability that it will obtain contract A is 0.5, contract B is 0.4 and contract C is 0.3. The contracts are awarded independent of one another. Calculate the probability that it will get: i. no contracts ii. only one contract. (3 marks) (4 marks) b) A manager decided to check the accuracy of invoicing in its system. Invoices are prepared by 3 clerks, Chloe, Entire and Zoe. A sample of 1,000 invoices was selected. 300 were prepared by Chloe, 300 by Entire and 400 by Zoe. The error rates for Chloe, Entire and Zoe are estimated to be 2%, 5% and 3% respectively. From the sample of 1,000 invoices, one was selected. Calculate the probability that it: i. was prepared by Chloe (2 marks) ii. contained an error (4 marks) c) A fruit juice company produces fruit juice in 10 different flavours. A local supermarket sells the juice, but has only sufficient shelf space to display three of the company’s 10 fruit juice flavours. i. How many different groups of three flavours can be displayed on the shelf? ii. (3 marks) Suppose that one of the flavours is Banana. What is the probability that the Banana flavoured juice will be displayed? A qualification examined by the Institute of Bankers in Malawi (4 marks) Page 11 QUESTION 34 a) The data below shows the cumulative distribution of income among employees of a local company Highly paid (%) 1 5 10 25 50 All Gross income (%) 17 38 53 75 94 100 Net income (%) 10 24 36 60 83 100 Note: The data is cumulative, e.g. the most earners 5% includes the most earners 1% i. On the same graph, plot Lorenz curves for gross income and net income. (6 marks) ii. Briefly comment on the effect of tax on the distribution of income among the employees. (2 marks) b) The table below shows deposits (in K’million) made at a certain service centre of a bank located in a rural setup. Month, 2011 July August September October November December January February March April May June i. Actual deposits 5 1 4 10 3 6 8 1 4 1 8 3 12-months moving totals 46 44 49 48 51 49 53 54 55 53 56 54 Represent the data on a Z-chart. (Use a scale of 2cm:K10 million on the yaxis) ii. (8 marks) Interpret the two larger values corresponding to October, 2011 on your zchart. A qualification examined by the Institute of Bankers in Malawi (4 marks) Page 12