WELCOME TO THE LECTURE SERIES ON BUSINESS STATISTICS 10/2/2021 Afzal Hossain (Assistant Professor) 1 COURSE NAME: BUSINESS STATISTICS COURSE CODE: BUS-2409 10/2/2021 Afzal Hossain (Assistant Professor) 2 Course Teacher: Afzal Hossain Assistant Professor Department of CSE Army IBA E-mail: afzal.armyiba@gmail.com Contact: 01920979195 10/2/2021 Afzal Hossain (Assistant Professor) 3 SUBMITTED BY IDs Section 1, 2, 3, 9, 13, 14, 18, 19, 21, 23, 27, 29, 30, 31, 35, 37, A 41, 43, 45, 51, 52, 53, 55, 57, 59, 61, 63, 65, 67, 68, 69,71, 75, 77, 81, 85, 70(BBA-5) Section 4, 5, 6, 8, 10, 11, 14, 15, 17, 20, 22, 24, 26, 28, 32, 33, B 34, 36, 40, 44, 46, 47, 48, 49, 50, 56, 60, 64, 66, 76, 80, 82, 83 10/2/2021 Afzal Hossain (Assistant Professor) 4 BUSINESS STATISTICS MEAN , MEDIAN AND MODE 10/2/2021 Afzal Hossain (Assistant Professor) 5 MEAN Definition: The "mean" is the "average" you're used to, where you add up all the numbers and then divide by the number of numbers. For example: The Mean of 13, 18, 13, 14, 13, 16, 14, 21, 13 are : (13 + 18 + 13 + 14 + 13 + 16 + 14 + 21 + 13) ÷ 9 = 15 10/2/2021 Afzal Hossain (Assistant Professor) 6 ARITHMETIC MEAN Example: Suppose we have the following observations: 10, 15,30, 7, 42, 79 and 83. Find out the Arithmetic Mean. Solutions: These are seven observations. Symbolically, the arithmetic mean, 𝑛 𝑖=1 𝑥𝑖 also called simply mean 𝑥 = Now, 𝑥 = 𝑛 𝑖=1 𝑥𝑖 𝑛 = Here 𝑥 is simple mean. 𝑛 𝑥1 +𝑥2 +𝑥3 +𝑥4 +𝑥5 +𝑥6 +𝑥7 7 = 10+15+30+7+42+79+83 7 = 266 7 = 38 It may be noted that the Greek letter μ is used to denote the mean of the population and n to denote the total number of observations in a population. Thus the population mean μ = 10/2/2021 𝑛 𝑖=1 𝑥𝑖 𝑛 . Afzal Hossain (Assistant Professor) 7 ARITHMETIC MEAN Ungrouped Data-weighted Average: Suppose we have the following observations: Type of Test Mid-term Laboratory Final Relative Weight (w) 2 3 5 Marks (x) 30 25 20 Find out the Arithmetic Mean. Solutions:μ = 10/2/2021 𝑛 𝑖=1 𝑤𝑖 𝑥𝑖 𝑛 𝑤 𝑖=1 𝑖 = 𝑤1 𝑥1 +𝑤2 𝑥2 +𝑤3 𝑥3 𝑤1 +𝑤2 +𝑤3 = Afzal Hossain (Assistant Professor) 2×30+3×25+5×20 2+3+5 = 235 10 = 23.5 8 ARITHMETIC MEAN Ungrouped Data-weighted Average: An investor is fond of investing in equity shares. During a period of falling prices in the stock exchange, a stock is sold at BDT 120 per share on one day, BDT 105 on the next and BDT 90 on the third day. The investor has purchased 50 shares on the first day, 80 shares on the second day and 100 shares on the third' day. What average price per share did the investor pay? 10/2/2021 Afzal Hossain (Assistant Professor) 9 ARITHMETIC MEAN Solutions: Day 1 2 3 Price per Share (BDT) (x) 120 105 90 No of Shares Purchased (w) 50 80 100 𝑤1 𝑥1 +𝑤2 𝑥2 +𝑤3 𝑥3 120 × 50 + 105 × 80 + 90 × 100 μ= = = 𝑤1 +𝑤2 +𝑤3 50 + 80 + 100 6000 + 8400 + 9000 23400 = = = 101.7 230 230 𝑛 𝑖=1 𝑤𝑖 𝑥𝑖 𝑛 𝑖=1 𝑤𝑖 10/2/2021 Afzal Hossain (Assistant Professor) 10 ARITHMETIC MEAN Grouped Data-arithmetic Mean: For grouped data, arithmetic mean may be calculated by applying any of the following methods: (i) Direct method (ii) Short-cut method (iii) Step-deviation method 10/2/2021 Afzal Hossain (Assistant Professor) 11 ARITHMETIC MEAN Grouped Data-arithmetic Mean (Direct Method): In the case of direct method, the 𝑛 𝑖=1 𝑓𝑖 𝑚𝑖 formula μ = is used. Here m is 𝑛 mid-point of various classes, f is the frequency of each class and n is the total number of frequencies. The given table gives the marks of 58 students in Statistics. Calculate the average marks of this group. 10/2/2021 Afzal Hossain (Assistant Professor) Marks No. of Students 0-10 4 10-20 8 20-30 11 30-40 15 40-50 12 50-60 6 60-70 2 Total 58 12 ARITHMETIC MEAN Grouped Data-arithmetic Mean (Direct Method): Solution: Here n=58 𝑛 1940 𝑖=1 𝑓𝑖 𝑚𝑖 μ= = 𝑛 58 Or, μ =33.45 10/2/2021 Marks 0-10 10-20 20-30 30-40 40-50 50-60 60-70 Mid-point (𝒎𝒊 ) 5 15 25 35 45 55 65 Afzal Hossain (Assistant Professor) No. of 𝒇𝒊 𝒎𝒊 Students (𝒇𝒊 ) 4 20 8 120 11 275 15 525 12 540 6 330 2 130 n i=1 fi mi = 1940 13 DIRECT METHOD SOME EXAMPLES 10/2/2021 Afzal Hossain (Assistant Professor) 14 ARITHMETIC MEAN Question 1: Marks obtained by the 30 students of BBA-06 in Business Statistics course- 60, 65, 76, 73, 73, 90, 78, 81, 62, 92, 75, 73, 66, 66, 68, 71, 74, 83, 78, 80, 86, 61, 87, 92, 87, 86, 81, 77, 74, 83 Now, Find out the mean using Direct method 10/2/2021 Afzal Hossain (Assistant Professor) 15 ARITHMETIC MEAN Solution: Arithmetic mean using Direct method Marks Mid-point (𝒎𝒊 ) No. of Students (𝒇𝒊 ) 𝒇𝒊 𝒎𝒊 60-64 62 3 186 65-69 67 4 268 70-74 72 6 432 75-79 77 5 385 80-84 82 5 410 85-89 87 4 348 90-94 92 3 276 Σfi =30 10/2/2021 Afzal Hossain (Assistant Professor) n i=1 fi mi =2305 16 ARITHMETIC MEAN Here n=30 μ= 𝑛 𝑖=1 𝑓𝑖 𝑚𝑖 𝑛 = 2305 30 Or, μ = 76.833 10/2/2021 Afzal Hossain (Assistant Professor) 17 ARITHMETIC MEAN Question 2: The monthly income of 10 employees working in a firm is as follows: 4493 4502 4446 4475 4492 4572 4516 4468 4489 4520 Calculating average monthly income by direct method. 10/2/2021 Afzal Hossain (Assistant Professor) 18 ARITHMETIC MEAN Marks No. of Students (𝒇𝒊 ) Mid-point (𝒎𝒊 ) 4440-4459 4460-4479 4480-4499 4500-4519 4520-4539 4540-4559 4560-4579 1 2 3 2 1 0 1 n=10 4449.5 4469.5 4489.5 4509.5 4529.5 4549.5 4569.5 10/2/2021 Afzal Hossain (Assistant Professor) 𝒇𝒊 𝒎𝒊 4449.5 8939 13468.5 9019 4529.5 0 4569.5 n i=1 fi mi = 44975 19 ARITHMETIC MEAN Grouped Data-arithmetic Mean (Direct Method) Solution: Here n=10 Known that,μ = 𝑛 𝑖=1 𝑓𝑖 𝑚𝑖 𝑛 44975 = 10 Or, μ =4497.5 So, Average monthly income by using direct method is = 4497.5 10/2/2021 Afzal Hossain (Assistant Professor) 20 ARITHMETIC MEAN Question 3: A contractor employs three types of works- male, female and children. To a male he pays Rs. 200 per day, to a female worker Rs. 150 per day and to child worker Rs. 100 per day. Now, Find out the mean by using Direct method Answer: 𝒇𝒊 𝒎𝒊 Salary Mid-point (𝒎𝒊 ) No. of people (𝒇𝒊 ) 200 150 100 100 75 50 20 15 5 2000 1125 250 Total = - 40 3375 ARITHMETIC MEAN Now 𝜇 = = 𝑛 𝑓𝑚 𝑖=1 𝑖 𝑖 𝑛 3375 40 = 84.375 (approx.) ARITHMETIC MEAN Question 4: 1,500 workers are working in an industrial establishment. Their age is classified as follows. Find out the mean using direct method 10/2/2021 Age (yrs.) No. of workers Age (yrs.) No. of workers 18-22 22-26 26-30 120 125 280 38-42 42-46 46-50 184 162 86 30-34 34-38 260 155 50-54 54-58 75 53 Afzal Hossain (Assistant Professor) 23 ARITHMETIC MEAN Solutions-Arithmetic mean using direct method: Age (yrs.) Mid-point (𝒎𝒊 ) No. of workers (𝒇𝒊 ) 𝒇𝒊 𝒎𝒊 18-22 20 120 2400 22-26 24 125 3000 26-30 28 280 7840 30-34 32 260 8320 34-38 36 155 5580 38-42 40 184 7360 42-46 44 162 7128 46-50 48 86 4128 50-54 52 75 3900 54-58 56 53 2968 N= 1500 n i=1 fi mi = 52624 10/2/2021 Afzal Hossain (Assistant Professor) 24 24 ARITHMETIC MEAN Here, m= Mid-point of various classes, f= Frequency of each class, N= Total number of frequencies =1500 Class intervene= 4 and we know μ= 𝑛 𝑖=1 𝑓𝑖 𝑚𝑖 𝑛 52624 = = 35.08 1500 So, the average age of the workers is 35.08 10/2/2021 Afzal Hossain (Assistant Professor) 25 ARITHMETIC MEAN Question 5: Given below is the frequency distribution of the profit obtained by 250 companies. Find out arithmetic mean using Direct Method. 10/2/2021 Profits (in BDT.) 10000-20000 20000-30000 30000-40000 40000-50000 50000-60000 60000-70000 70000-80000 80000-90000 90000-100000 Total No. of companies 15 35 47 68 32 22 12 11 8 250 26 ARITHMETIC MEAN Mid Point (𝒎𝒊 ) 10000-20000 15000 15 225000 20000-30000 30000-40000 25000 35000 35 47 875000 1645000 40000-50000 50000-60000 60000-70000 70000-80000 80000-90000 90000100000 45000 55000 65000 75000 85000 95000 10/2/2021 No of companies (𝒇𝒊 ) 𝒇𝒊 𝒎𝒊 Profits in(BDT) 68 32 22 12 11 8 Afzal Hossain (Assistant Professor) n=250 3060000 1760000 1430000 900000 935000 760000 𝑛 𝑖=1 𝑓𝑖 𝑚𝑖 = 11590000 27 ARITHMETIC MEAN Grouped Data Arithmetic Mean(Direct Method): Solution: Here, n = 250 µ= 𝑛 𝑖=1 𝑓𝑖 𝑚𝑖 𝑛 11590000 = 250 =46360 ⸫Arithmetic mean = 46360 10/2/2021 Afzal Hossain (Assistant Professor) 28 ARITHMETIC MEAN Question 6: Here given the following Incomplete frequency distribution. Find out the arithmetic mean using Direct Method. 10/2/2021 Sales 300-325 325-350 350-375 375-400 400-425 425-450 450-475 475-500 Total Afzal Hossain (Assistant Professor) No. of Companies 5 17 80 468 326 7 88 9 1000 ARITHMETIC MEAN Grouped Data-arithmetic Mean (Direct Method): Solution: Sales 300-325 325-350 350-375 375-400 400-425 425-450 450-475 475-500 10/2/2021 Mid-point (𝒎𝒊 ) No. of Companies (𝒇𝒊 ) 312.5 337.5 362.5 387.5 412.5 437.5 462.5 487.5 5 17 80 468 326 7 88 9 Afzal Hossain (Assistant Professor) 𝒇𝒊 𝒎𝒊 1562.5 5737.5 29000 181350 134475 3062.5 40700 4387.5 n i=1 fi mi = 400275 ARITHMETIC MEAN Grouped Data-arithmetic Mean (Direct Method): Solution: Here n=1000 μ= 10/2/2021 𝑛 𝑖=1 𝑓𝑖 𝑚𝑖 𝑛 400275 = = 400.275 1000 Afzal Hossain (Assistant Professor) ARITHMETIC MEAN Question 8: Find the arithmetic mean from the given data using Direct method Weekly Rent (in Rs) 200-400 No. of Persons Paying the Rent 6 400-600 600-800 800-1000 9 11 14 1000-1200 1200-1400 20 15 1400-1600 1600-1800 1800-2000 10 8 7 ARITHMETIC MEAN Weekly Rent 200-400 400-600 600-800 Mid-Point (𝒎𝒊 ) No. of Persons Paying the Rent(𝒇𝒊 ) 300 6 500 9 700 11 800-1000 1000-1200 1200-1400 900 1100 1300 14 20 15 1400-1600 1600-1800 1800-2000 1500 1700 1900 10 8 7 N=100 𝒇𝒊 𝒎𝒊 1800 4500 7700 12600 22000 19500 15000 13600 13300 n i=1 fi mi =110,000 ARITHMETIC MEAN Grouped Data-arithmetic Mean (Direct Method): Solution: Here, n=100 𝜇= 𝑛 𝑖=1 𝑓𝑖 𝑚𝑖 𝑛 = 110,000 100 = 1100 ARITHMETIC MEAN Question 9: Consider the following data and find the arithmetic mean using shortcut Direct Method. 10/2/2021 Class 10-20 20-30 30-40 40-50 50-60 60-70 70-80 Frequenc y 12 30 33 45 25 18 65 Afzal Hossain (Assistant Professor) 35 ARITHMETIC MEAN Grouped Data-arithmetic Mean (Direct Method): Class Mid-point No. of frequency Solution: (𝒇𝒊 ) 𝒇𝒊 𝒎𝒊 (𝒎𝒊 ) 10/2/2021 10-20 15 12 180 20-30 25 30 750 30-40 35 33 1155 40-50 45 65 2925 50-60 55 45 2475 60-70 65 25 1625 70-80 75 18 1350 N=228 10460 Afzal Hossain (Assistant Professor) 36 ARITHMETIC MEAN Grouped Data-arithmetic Method): Solution: Here n=228 µ= 𝑛 𝑖=1 𝑓𝑖𝑚𝑖 𝑛 = 10460 = 228 Mean (Direct 45.88 ⸫ Arithmetic mean = 45.88 10/2/2021 Afzal Hossain (Assistant Professor) 37 ARITHMETIC MEAN QUESTION 10: Given below is the frequency distribution of the marks obtained by 90 student. Find out arithmetic mean using direct method. MARKS 20-29 30-39 NO. OF THE STUDENTS 2 12 40-49 50-59 60-69 15 20 18 70-79 80-89 10 9 90-99 4 Afzal Hossain (Assistant Professor) ARITHMETIC MEAN Grouped Data-arithmetic Mean (Direct Method): Solution: Marks 20-29 30-39 40-49 50-59 60-69 70-79 80-89 90-99 Mid-point (𝒎𝒊 ) 24.5 No. of the Students (𝒇𝒊 ) 2 34.5 44.5 54.5 12 15 20 64.5 74.5 84.5 18 10 9 94.5 4 n = 90 Afzal Hossain (Assistant Professor) (𝒇𝒊 𝒎𝒊 ) 49 414 667.5 1090 1161 745 760.5 378 𝑛 𝑖=1 fimi= 5265 ARITHMETIC MEAN Grouped Data-arithmetic Mean (Direct Method): Solution: Solution: Here, n = 90 𝑛 5265 𝑖=1 fimi μ= = = 58.5 𝑛 90 ∴ Arithmetic mean = 58.5 Afzal Hossain (Assistant Professor) SHORTCUT METHOD 10/2/2021 Afzal Hossain (Assistant Professor) 41 ARITHMETIC MEAN Grouped Data-arithmetic Mean (Shortcut Method): The formula for calculation of the arithmetic mean by the short-cut method is given below: 𝑛 𝑖=1 𝑓𝑖 𝑑𝑖 μ=𝐴+ is used. Here, d is deviation from 𝑛 the arbitrary or assumed mean, f is the frequency of each class, A is arbitrary or assumed mean and n is the total number of frequencies. The given table gives the marks of 58 students in Statistics. Calculate the average marks of this group. 10/2/2021 Afzal Hossain (Assistant Professor) Marks No. of Students 0-10 4 10-20 8 20-30 11 30-40 15 40-50 12 50-60 6 60-70 2 Total 58 42 ARITHMETIC MEAN Grouped Data-arithmetic Mean (Shortcut Method): Solution: Here n=58, A=35 𝑛 𝑖=1 𝑓𝑖 𝑑𝑖 μ=𝐴+ 𝑛 −90 = 35+ 58 Or, μ =35-1.55 Or, μ=33.45 10/2/2021 Marks 0-10 10-20 20-30 30-40 40-50 50-60 60-70 Mid-point (𝒎𝒊 ) 5 15 25 35 45 55 65 Afzal Hossain (Assistant Professor) No. of Students (𝒇𝒊 ) 4 8 11 15 12 6 2 Deviation 𝒇𝒊 𝒅𝒊 (𝒅𝒊 ) -30 -20 -10 0 10 20 30 -120 -160 -110 0 120 120 60 n i=1 fi 𝑑i = -90 43 SHORTCUT METHOD SOME EXAMPLES 10/2/2021 Afzal Hossain (Assistant Professor) 44 ARITHMETIC MEAN Question 1: Marks obtained by the 30 students of BBA-06 in Business Statistics course- 60, 65, 76, 73, 73, 90, 78, 81, 62, 92, 75, 73, 66, 66, 68, 71, 74, 83, 78, 80, 86, 61, 87, 92, 87, 86, 81, 77, 74, 83 Now, Find out the mean using shortcut method 10/2/2021 Afzal Hossain (Assistant Professor) 45 ARITHMETIC MEAN Solution-Arithmetic mean using short-cut method: Marks 60-64 65-69 70-74 75-79 80-84 85-89 90-94 10/2/2021 Mid-point (mi) 62 67 72 77 82 87 92 No. of people (fi) 3 4 6 5 5 4 3 Σfi =30 Afzal Hossain (Assistant Professor) Deviation (di ) -15 -10 -5 0 5 10 15 fi di -45 -40 -30 0 25 40 45 Σfi di =-5 46 ARITHMETIC MEAN We know, −5 30 μ= 77 + = 76.833 Ans: 76.84 (approx.) 10/2/2021 Here, μ = Mean f = Frequency d = Deviation n = Total number of frequency=30 A= Arbitrary or assumed mean=77 Afzal Hossain (Assistant Professor) 47 ARITHMETIC MEAN Question 2: The monthly income 0f 10 employees working in a firm is as follows (Average short cut) 4487 4493 4502 4446 4475 4492 4572 4516 4468 4489 Calculating average monthly income by short cut method. 10/2/2021 Afzal Hossain (Assistant Professor) 48 ARITHMETIC MEAN Solution: Here n = 10, A = 4520 𝑛 𝑖=1 𝑓𝑖 𝑑𝑖 −126 =4509+ 10 μ=𝐴+ 𝑛 =4496.4 average monthly income by short cut method is 4496.4 10/2/2021 Monthly Income 4446-4488 4488-4530 4530-4572 No. of Deviation Mid-point fidi Employ (di) (mi) (fi) 4 -42 4467 -168 5 0 4509 0 1 42 4551 42 Σfi =10 Σfi di = -126 Afzal Hossain (Assistant Professor) 49 ARITHMETIC MEAN Question 3: A contractor employs three types of works- male, female and children. To a male he pays Rs. 200 per day, to a female worker Rs. 150 per day and to child worker Rs. 100 per day. Now, Find out the mean by using shortcut method 10/2/2021 Afzal Hossain (Assistant Professor) 50 ARITHMETIC MEAN Solutions-Arithmetic mean using shortcut method: Salary 200 150 100 10/2/2021 Mid-point (mi) 100 75 50 No. of people (fi) 20 15 5 n=40 Deviati on (di ) -1 0 1 Afzal Hossain (Assistant Professor) fi di -20 0 5 Σfi di =-15 51 ARITHMETIC MEAN We know, Here, μ = Mean f = Frequency d = Deviation n = Total number of frequency A= Arbitrary or assumed mean −15 40 μ= 75 + = 74.625 Ans: 74.625 (approx.) 10/2/2021 Afzal Hossain (Assistant Professor) 52 ARITHMETIC MEAN Question 4: 1,500 workers are working in an industrial establishment. Their age is classified as follows. Age (yrs.) Find out the mean using shortcut method 10/2/2021 No. of workers Age (yrs.) No. of workers 18-22 22-26 26-30 120 125 280 38-42 42-46 46-50 184 162 86 30-34 34-38 260 155 50-54 54-58 75 53 Afzal Hossain (Assistant Professor) 53 ARITHMETIC MEAN Solutions-Arithmetic mean using shortcut method: Age (yrs.) Mid-point (mi) No. of workers (fi) 18-22 20 120 22-26 24 125 -12 -1500 280 -8 -2240 26-30 28 fidi -1920 30-34 32 260 -4 -1040 34-38 36 155 0 0 38-42 40 184 4 736 42-46 44 162 8 1296 46-50 48 86 12 1032 50-54 52 75 16 1200 54-58 56 53 20 1060 N= 1500 10/2/2021 Deviation (di) -16 Afzal Hossain (Assistant Professor) Σ fi𝑑 ′ i= -1376 54 54 ARITHMETIC MEAN Here, m= Mid-point of various classes, d= Deviation from the arbitrary or assumed mean, f= Frequency of each class, A= Arbitrary or assumed mean =36, N= Total number of frequencies =1500 and Class intervene= 4 and we know μ=𝐴+ 𝑛 𝑖=1 𝑓𝑖 𝑑𝑖 𝑛 −1376 μ= 36+ 1500 Or, Or, μ=35.083 So, the average age of the workers is 36.08 10/2/2021 Afzal Hossain (Assistant Professor) 55 ARITHMETIC MEAN Question 5: Given below is the frequency distribution of the profit obtained by 250 companies. Find out arithmetic mean using Short-cut Method. 10/2/2021 Profits (in BDT.) 10000-20000 20000-30000 30000-40000 40000-50000 50000-60000 60000-70000 70000-80000 80000-90000 90000-100000 Afzal Hossain (Assistant Professor) No. of companies 15 35 47 68 32 22 12 11 8 56 ARITHMETIC MEAN Solutions-Arithmetic mean using shortcut method: Profits in(BDT) Mid Point (mi) No of companies (fi) f id i 10000-20000 15000 15 -40000 -600000 20000-30000 25000 35 -30000 -1050000 30000-40000 35000 47 -20000 -940000 40000-50000 45000 68 -10000 -680000 50000-60000 55000 32 0 0 60000-70000 65000 22 10000 220000 70000-80000 75000 12 20000 240000 80000-90000 85000 11 30000 330000 90000100000 95000 8 40000 320000 n=250 10/2/2021 Deviation (di) Afzal Hossain (Assistant Professor) 𝑓𝑖𝑑𝑖 = 2160000 57 ARITHMETIC MEAN Here, No. of companies (n) =250 and A=55000 We know, µ = A+ 𝑛 𝑖=1 𝑓𝑖𝑑𝑖 𝑛 =55000 + −2160000 250 = 55000 – 8640 = 46360 ∴ Arithmetic mean (short-cut method)= 46360 10/2/2021 Afzal Hossain (Assistant Professor) 58 ARITHMETIC MEAN Question 6: Here given the following Incomplete frequency distribution. Find out the arithmetic mean using short cut method. 10/2/2021 Sales 320-325 325-330 330-335 335-340 340-345 345-350 350-355 355-360 Total Afzal Hossain (Assistant Professor) No. of Companies 5 17 80 468 326 7 88 9 1000 59 2 ARITHMETIC MEAN Solutions-Arithmetic mean using shortcut method: Here n=1000, A=337.5 𝑛 𝑖=1 𝑓𝑖 𝑑𝑖 μ=𝐴+ 𝑛 2555 μ = 337.5+ 1000 Or, μ=340.05 10/2/2021 Sales 320-325 325-330 330-335 335-340 340-345 345-350 350-355 355-360 Mid-point No. of Deviation fidi (mi) Companies (di) (fi) 322.5 5 -15 -75 327.5 17 -10 -170 332.5 80 -5 -400 337.5 468 0 0 342.5 326 5 1630 347.5 7 10 70 352.5 88 15 1320 357.5 9 20 180 n n = 1000 i=1 fi 𝑑i = 2555 Afzal Hossain (Assistant Professor) 60 ARITHMETIC MEAN Question 7: Find the Weekly Income(BDT) No. of employees arithmetic mean from the given data using short cut method 500-550 550-600 600-650 650-700 700-750 750-800 800-850 10/2/2021 Afzal Hossain (Assistant Professor) 6 10 22 30 16 12 15 61 ARITHMETIC MEAN Solutions-Arithmetic mean using shortcut method: H ere n=111, A=675 𝑛 𝑖=1 𝑓𝑖 𝑑𝑖 μ=𝐴+ 𝑛 1250 Or, μ=675+ 111 Or, μ =675+11.3 Weekly No. of Income(BDT) employees(fi) Deviation (di) f id i 500- 550 6 525 -150 -900 550-600 10 575 -100 -1000 600-650 22 625 -50 -1100 650-700 30 675 0 0 700-750 16 725 50 800 750-800 12 775 100 1200 800-850 15 825 150 2250 n=111 n fi 𝑑i = 1250 Or, μ=686.3 10/2/2021 mi i=1 Afzal Hossain (Assistant Professor) 62 ARITHMETIC MEAN Question 8: Find the arithmetic mean from the given data using short cut method 10/2/2021 Weekly Rent (in Rs) 200-400 400-600 No. of Persons Paying the Rent 6 9 600-800 11 800-1000 1000-1200 14 20 1200-1400 1400-1600 15 10 1600-1800 1800-2000 8 7 Afzal Hossain (Assistant Professor) 63 ARITHMETIC MEAN Solutions-Arithmetic mean using shortcut method: Here, Total frequency n=100, and A=1100 We know, µ = A+ =1100+ 𝑛 𝑖=1 𝑓𝑖 𝑑𝑖 𝑛 0 100 = 1100 ∴ Arithmetic mean =1100 10/2/2021 Weekly Rent (in BDT) No. of Persons Paying the Rent (𝒇𝒊 ) mi Deviation (𝒅𝒊 ) 𝒇𝒊 𝒅𝒊 200-400 6 300 -800 -4800 400-600 9 500 -600 -5400 600-800 11 700 -400 -4400 800-1000 14 900 -200 -2800 1000-1200 20 1100 0 0 1200-1400 15 1300 200 3000 1400-1600 10 1500 400 4000 1600-1800 8 1700 600 4800 1800-2000 7 1900 800 5600 n=100 Afzal Hossain (Assistant Professor) ∑ 𝑓𝑖 𝑑𝑖 =0 64 ARITHMETIC MEAN Question 9: Consider the following data and Find the arithmetic mean using Shortcut Method. Class 10-20 20-30 Frequency 12 30 10/2/2021 30-40 33 40-50 65 Afzal Hossain (Assistant Professor) 50-60 45 60-70 25 70-80 18 65 ARITHMETIC MEAN Solutions-Arithmetic mean using shortcut method: Here, Total frequency n =228, A=45. We know, µ = A+ = 45 + 𝑛 𝑖=1 𝑓𝑖 𝑑𝑖 𝑛 200 = 228 45.877 variable Mid-point (𝑚𝑖 ) Deviation (𝒅𝒊 ) 𝒇𝒊 𝒅𝒊 10-20 15 12 -30 -360 20-30 25 30 -20 -600 30-40 35 33 -10 -330 40-50 45 65 0 0 50-60 55 45 10 450 60-70 65 25 20 500 70-80 75 18 30 540 N=228 ∴ Arithmetic mean = 46.75 10/2/2021 No. of frequency (fi) Afzal Hossain (Assistant Professor) ∑ 𝑓𝑖 𝑑𝑖 =200 66 ARITHMETIC MEAN Question10: Given below is the frequency distribution of the marks obtained by 90 student. Find out arithmetic mean in, 1. Short-cut Method & 2. Step-deviation Method. 10/2/2021 Afzal Hossain (Assistant Professor) Marks 20-29 30-39 40-49 50-59 60-69 70-79 80-89 90-99 No. of the students 2 12 15 20 18 10 9 4 67 ARITHMETIC MEAN Solutions-Arithmetic mean using shortcut method: Here, No. of students n =90 and A=54.5, We know, µ = A+ 𝑛 𝑖=1 𝑓𝑖 𝑑𝑖 µ = 54.5+ 𝑛 360 =54.5+4=58.5 90 ∴ Arithmetic mean (short-cut method)= 58.5 10/2/2021 Marks 20-29 30-39 MidNo. of Deviation point(mi) students(fi) (di) 24.5 2 -30 34.5 12 -20 fidi -60 -240 40-49 50-59 60-69 44.5 54.5 64.5 15 20 18 -10 0 10 -150 0 180 70-79 80-89 74.5 84.5 10 9 20 30 200 270 90-99 94.5 4 40 160 N=90 Afzal Hossain (Assistant Professor) ∑fidi=360 68 SETP DEVIATION METHOD 10/2/2021 Afzal Hossain (Assistant Professor) 69 ARITHMETIC MEAN Grouped Data-arithmetic Mean (Step-deviation Method): The formula for calculation of the arithmetic mean by the Step-deviation Method is given below: 𝑛 𝑖=1 𝑓𝑖 𝑑𝑖 μ=𝐴+ ×C is used. Here m is mid-point of 𝑛 various classes, d is deviation from the arbitrary or assumed mean, f is the frequency of each class, A is arbitrary or assumed mean, C is class interval and n is the total number of frequencies. The given table gives the marks of 58 students in Statistics. Calculate the average marks of this group. 10/2/2021 Afzal Hossain (Assistant Professor) Marks No. of Students 0-10 4 10-20 8 20-30 11 30-40 15 40-50 12 50-60 6 60-70 2 Total 58 70 ARITHMETIC MEAN Grouped Dataarithmetic Mean(Stepdeviation Method): Solution: Here n=58, A=35 μ=𝐴+ 𝑛 𝑖=1 𝑓𝑖 𝑑𝑖 𝑛 ×𝐶 −9 𝑂𝑟, μ =35+ ×10 58 Or, μ =35-.155×10 Or, μ =35-1.55 Or, μ=33.45 10/2/2021 Marks 0-10 10-20 20-30 30-40 40-50 50-60 60-70 Midpoint (mi) 5 15 25 35 45 55 65 No. of Students (fi) 4 8 11 15 12 6 2 Afzal Hossain (Assistant Professor) 𝒅i -3 -2 -1 0 1 2 3 f i𝒅 i -12 -16 -11 0 12 12 6 n i=1 fi 𝑑i = -9 71 SETP DEVIATION METHOD SOME EXAMPLES 10/2/2021 Afzal Hossain (Assistant Professor) 72 ARITHMETIC MEAN Question 1: Marks obtained by the 30 students of BBA-06 in Business Statistics course60, 65, 76, 73, 73, 90, 78, 81, 62, 92, 75, 73, 66, 66, 68, 71, 74, 83, 78, 80, 86, 61, 87, 92, 87, 86, 81, 77, 74, 83 Now, Find out the mean using step-deviation method 10/2/2021 Afzal Hossain (Assistant Professor) 73 ARITHMETIC MEAN Solution-Arithmetic mean using step-deviation method: Marks Mid-point (mi) No. of people (fi) Step deviation (di) 60-64 65-69 70-74 75-79 80-84 85-89 90-94 62 67 72 77 82 87 92 3 4 6 5 5 4 3 -3 -2 -1 0 1 2 3 N=30 10/2/2021 Afzal Hossain (Assistant Professor) f i di -9 -8 -6 0 5 8 9 Σfi d′i =-1 74 ARITHMETIC MEAN We know, Here, μ = Mean f = Frequency d′ = Step deviation n = Total number of frequency A= Arbitrary or assumed mean C = Class Interval ′ μ= 77 + −1 30 × 5 = 76.833 Ans: 76.84 (approx.) 10/2/2021 Afzal Hossain (Assistant Professor) 75 ARITHMETIC MEAN Question 2: The monthly income of 10 employees working in a firm is as follows: 4493 4502 4446 4475 4492 4572 4516 4468 4489 Calculating average monthly income by step-deviation method. 10/2/2021 Afzal Hossain (Assistant Professor) 76 ARITHMETIC MEAN Solution: Here n= 10, d = 340 and A= 4460 μ=A+ n i=1 fi di n −3 + 10 = 4509 =4496.4 ×C × 42 Monthly Income 4446-4488 4488-4530 4530-4572 No. of Employ (fi) 4 5 1 n=10 𝒅i -1 0 1 Midfidi point (mi) 4467 -4 4509 0 4551 1 Σfi di =-3 average monthly income by using step-deviation method is 4496.4 10/2/2021 Afzal Hossain (Assistant Professor) 77 ARITHMETIC MEAN Question 3: A contractor employs three types of works- male, female and children. To a male he pays Rs. 200 per day, to a female worker Rs. 150 per day and to child worker Rs. 100 per day. Now, Find out the mean by using step-deviation method 10/2/2021 Afzal Hossain (Assistant Professor) 78 ARITHMETIC MEAN Solutions: Arithmetic mean using step-deviation method: Salary 200 150 100 10/2/2021 Mid-point (mi) No. of people Deviation (di ) (fi) 100 20 -1 75 15 0 50 5 1 n=31 Afzal Hossain (Assistant Professor) fi di -20 0 5 Σfi d′i =-15 79 ARITHMETIC MEAN We know, μ= 75 + =56.25 −15 × 40 Here, μ = Mean f = Frequency d′ = Step deviation n = Total number of frequency A= Arbitrary or assumed mean C = Class Interval 50 Ans: 𝟓𝟔. 𝟐𝟓(approx.) 10/2/2021 Afzal Hossain (Assistant Professor) 80 ARITHMETIC MEAN Question 4: 1,500 workers are working in an industrial establishment. Their age is classified as follows. Find out the mean using step-deviation method. 10/2/2021 Age (yrs.) No. of workers Age (yrs.) No. of workers 18-22 22-26 26-30 120 125 280 38-42 42-46 46-50 184 162 86 30-34 34-38 260 155 50-54 54-58 75 53 Afzal Hossain (Assistant Professor) 81 ARITHMETIC MEAN Solutions: Arithmetic mean using step-deviation method: Mid-point (mi) No. of workers (fi) 18-22 20 120 22-26 24 125 -3 -375 26-30 28 280 -2 -560 30-34 32 260 -1 -260 34-38 36 155 0 0 38-42 40 184 1 184 42-46 44 162 2 324 46-50 48 86 3 258 50-54 52 75 4 300 54-58 56 53 5 265 N= 1500 10/2/2021 Afzal Hossain (Assistant Professor) Deviation (di) -4 fi𝒅i Age (yrs.) -480 Σ fi𝑑 ′ i= -344 82 ARITHMETIC MEAN Here, A=36, N=1500, C= 4 n i=1 fi 𝑑i = -344 We know, 𝑛 𝑖=1 𝑓𝑖 𝑚𝑖 μ=𝐴+ ×𝐶 𝑛 −344 𝑂𝑟, μ =36+ ×4 1500 Or, μ=35.08 So, the average age of the workers is 35.08 10/2/2021 Afzal Hossain (Assistant Professor) 83 ARITHMETIC MEAN Question 5: Given below is the frequency distribution of the profit obtained by 250 companies. Find out arithmetic mean using Step-deviation Method. 10/2/2021 Profits (in BDT.) No. of companies 10000-20000 20000-30000 30000-40000 15 35 47 40000-50000 50000-60000 60000-70000 68 32 22 70000-80000 80000-90000 90000-100000 12 11 8 Afzal Hossain (Assistant Professor) 84 ARITHMETIC MEAN Solutions: Arithmetic mean using step-deviation method: Profits in(BDT) Mid Point (mi) No of companies (fi) f id i 10000-20000 15000 15 -4 -60 20000-30000 25000 35 -3 -105 30000-40000 35000 47 -2 -94 40000-50000 45000 68 -1 -68 50000-60000 55000 32 0 0 60000-70000 65000 22 1 22 70000-80000 75000 12 2 24 80000-90000 85000 11 3 33 90000-100000 95000 8 4 32 n=250 10/2/2021 Deviation (di) Afzal Hossain (Assistant Professor) 𝑓𝑖𝑑𝑖 = -216 85 ARITHMETIC MEAN Here, No. of companies (n) =250 and A=55000 We know, µ = A+ 𝑛 𝑖=1 𝑓𝑖𝑑𝑖 𝑛 × C=55000 + −216 250 × 10000 = 55000 – 0.864 × 10000= 55000 – 8640 = 46360 ∴ Arithmetic mean (short-cut method)= 46360 10/2/2021 Afzal Hossain (Assistant Professor) 86 ARITHMETIC MEAN Question 6: Here given the following Incomplete frequency distribution. Find out arithmetic mean using Step-deviation Method. 10/2/2021 Sales No. of Companies 300-325 325-350 350-375 375-400 400-425 425-450 450-475 475-500 5 17 80 468 326 7 88 9 Total 1000 Afzal Hossain (Assistant Professor) 87 2 ARITHMETIC MEAN Solutions: Arithmetic mean using stepdeviation method: Here n=1000, A=468 μ=𝐴+ n ′ i=1 fi 𝒅 i 𝑛 ×𝐶 511 𝑂𝑟, μ = 387.5+ ×25 1000 Or, μ=400.2 10/2/2021 Sales 300-325 325-350 350-375 375-400 400-425 425-450 450-475 475-500 Mid-point No. of (mi) Companies (fi) 312.5 5 337.5 17 362.5 80 387.5 468 412.5 326 437.5 7 462.5 88 487.5 9 n = 1000 Afzal Hossain (Assistant Professor) di fi𝒅′ i -3 -2 -1 0 1 2 3 4 -15 -34 -80 0 326 14 264 36 𝑛 ′ 𝑓 𝑑 𝑖=1 𝑖 𝑖 =511 88 ARITHMETIC MEAN Question 7: Find the Weekly Income(BDT) No. of employees arithmetic mean from the given data using stepdeviation method. 500-550 550-600 600-650 650-700 700-750 750-800 800-850 6 10 22 30 16 12 15 10/2/2021 Afzal Hossain (Assistant Professor) 89 ARITHMETIC MEAN Solutions: Arithmetic mean using step-deviation method: Here n=111, A=675 μ=𝐴+ 𝑛 𝑖=1 𝑓𝑖 𝑑𝑖 𝑛 25 675+ 111 ×𝐶 𝑂𝑟, μ = × 50 Or, μ = 675+11.3 Or, μ=686.3 10/2/2021 Weekly Income(BDT) mi No. of employees(fi) 𝒅𝒊 fi𝒅𝒊 500- 550 550-600 600-650 525 575 625 6 10 22 -3 -2 -1 -18 -20 -22 650-700 700-750 750-800 675 725 775 30 16 12 0 1 2 0 16 24 800-850 825 15 n=111 3 45 n fi 𝑑i = 𝟐𝟓 Afzal Hossain (Assistant Professor) i=1 90 ARITHMETIC MEAN Question 8: Find the arithmetic mean from the given data using stepdeviation method. 10/2/2021 Weekly Rent (in BDT) 200-400 No. of Persons Paying the Rent 6 400-600 600-800 800-1000 9 11 14 1000-1200 1200-1400 20 15 1400-1600 1600-1800 1800-2000 10 8 7 Afzal Hossain (Assistant Professor) 91 ARITHMETIC MEAN Solutions: Arithmetic mean using step-deviation method: Here, Total frequency n =100, A=1100, C=200 We know, µ = A+ 𝑛 ′ 𝑖=1 𝑓𝑖 𝑑𝑖 =1100+ 𝑛 0 100 = 1100 ∴ Arithmetic mean=1100 10/2/2021 xC x 200 Weekly Rent (in Rs) 200-400 400-600 600-800 800-1000 1000-1200 1200-1400 1400-1600 1600-1800 1800-2000 No. of Persons Paying the Rent (𝑓𝑖 ) 6 9 11 14 20 15 10 8 7 n=100 Afzal Hossain (Assistant Professor) Deviation (𝑑𝑖 ) -8 -6 -4 -2 0 2 4 6 8 𝑓𝑖 𝑑𝑖 -48 -54 -44 -28 0 30 40 48 56 ∑ 𝑓𝑖 𝑑𝑖′ =0 92 ARITHMETIC MEAN Question 9: Consider the following data and Find the arithmetic mean using Step Deviation Method. Class 10-20 20-30 Frequency 12 30 10/2/2021 30-40 33 40-50 65 Afzal Hossain (Assistant Professor) 50-60 45 60-70 25 70-80 18 93 ARITHMETIC MEAN Solutions: Arithmetic mean variab Mid-point le (𝑚𝑖 ) using step-deviation method: 15 Here, Total frequency n =228, 10-20 20-30 25 A=400, C=10 We know, µ = A+ = 45 + 20 228 𝑛 ′ 𝑓 𝑑 𝑖 𝑖 𝑖=1 𝑛 × 10 = 45.87 ×C 𝒅𝒊 𝒇 𝒊 𝒅𝒊 -3 -36 -2 -1 0 -60 -33 0 1 2 3 45 50 54 30-40 40-50 35 45 30 33 65 50-60 60-70 70-80 55 65 75 45 25 18 ∴ Arithmetic mean= 45.87 10/2/2021 No. of frequency (fi) 12 N=228 Afzal Hossain (Assistant Professor) ∑ 𝑓𝑖 𝑑𝑖 =20 94 ARITHMETIC MEAN Question 10: Given below is the frequency distribution of the marks obtained by 90 students. Find out arithmetic mean using Step-deviation Method. 10/2/2021 Afzal Hossain (Assistant Professor) Marks 20-29 30-39 40-49 50-59 60-69 70-79 80-89 90-99 No. of the students 2 12 15 20 18 10 9 4 95 ARITHMETIC MEAN Solutions: Arithmetic mean using step-deviation method: Here, No. of students n =90 µ = A+ = 55.5 + 𝑛 ′ 𝑓 𝑑 𝑖=1 𝑖 𝑖 𝑛 400 228 ×C × 10 = 73.04 Marks Midpoint(mi) No. of students(fi) di fidi 20-29 24.5 2 -3 -6 30-39 34.5 12 -2 -24 40-49 44.5 15 -1 -15 50-59 55.5 20 0 0 60-69 65.5 18 1 18 70-79 74.5 10 2 20 80-89 84.5 9 3 27 90-99 94.5 4 4 16 N=90 10/2/2021 Afzal Hossain (Assistant Professor) ∑ fidi=36 96 BUSINESS STATISTICS GEOMETRIC MEAN, HARMONIC MEAN & QUADRATIC MEAN 8/14/2020 Afzal Hossain (Assistant Professor) 97 GEOMETRIC MEAN Definition : There are two other means that are used sometimes in business and economics. These are the geometric mean and the harmonic mean. Geometric mean is defined at the nth root of the product of n observations of a distribution. Symbolically, ( 1/𝑁 𝑁 𝑖=1 𝑋𝑖 ) = 𝑁 𝑋1 . 𝑋2 … … … . . 𝑋𝑁 , If we have only two observations, say, 4 and 16 then GM = √(4 ×16) = 64 =8 have to calculate the cube root of the product of these three observations; and so on. When the number of items is large, it becomes extremely difficult to multiply the numbers and to calculate the root. 10/2/2021 Afzal Hossain (Assistant Professor) 98 GEOMETRIC MEAN Example 1: What is the geometric mean of 2,3,and 6? Solution: First, multiply the numbers together and then take the cubed root (because there are three numbers) = (2×3×6)1/3 = 3.30 Example 2: What is the geometric mean of 4,8,3,9 and 17? Solution: First, multiply the numbers together and then take the 5th root (because there are 5 numbers) = (4*8*3*9*17)(1/5) = 6.81 10/2/2021 Afzal Hossain (Assistant Professor) 99 GEOMETRIC MEAN Example: If we have to find out the geometric mean of 2, 4 and 8, then we find. 10/2/2021 log 𝑥𝑖 𝑁 Solution : log 𝐺𝑀 = log 2 + log 4 + log 8 = 3 .3010 + .6021 + .9031 = 3 1.8062 = 3 Or, log 𝐺𝑀 = .60206 Or, GM= 𝐴𝑛𝑡𝑖 𝐿𝑜𝑔(.60206)=4 Afzal Hossain (Assistant Professor) 100 GEOMETRIC MEAN Geometric Mean For Group Data: Geometric mean can 𝑓𝑖 . 𝐿𝑜𝑔 𝑥𝑖 𝐿𝑜𝑔 𝐺𝑀 = 𝑓1 + 𝑓2 + ⋯ … … … … + 𝑓𝑛 𝐿𝑜𝑔 𝐺𝑀 be obtained by the formula: 𝑓1 . 𝐿𝑜𝑔 𝑥1 + 𝑓2 . 𝐿𝑜𝑔 𝑥2 + ⋯ … … … … + 𝑓𝑛 . 𝐿𝑜𝑔 𝑥𝑛 = 𝑓1 + 𝑓2 + ⋯ … … … … + 𝑓𝑛 Then, GM 10/2/2021 = Antilog Afzal Hossain (Assistant Professor) 𝑓𝑖 .𝐿𝑜𝑔 𝑥𝑖 𝑓1 +𝑓2 +⋯…………+𝑓𝑛 101 GEOMETRIC MEAN Example : A person has invested Rs 5,000 in the stock market. At the end of the first year the amount has grown to Rs 6,250; he has had a 25 percent profit. If at the end of the second year his principal has grown to Rs 8,750, the rate of increase is 40 percent for the year. What is the average rate of increase of his investment during the two years? 10/2/2021 Solution : GM = .25 × .40 = .316 The average rate of increase as .316 or 31.6 percent. Afzal Hossain (Assistant Professor) 102 GEOMETRIC MEAN Example: An economy has grown at 5 percent in the first year, 6 percent in the second year, 4.5 percent in the third year, 3 percent in the fourth year and 7.5 percent in the fifth year. What is the average rate of growth of the economy during the five years? 10/2/2021 Afzal Hossain (Assistant Professor) 103 GEOMETRIC MEAN GM = Antilog = Antilog Rate of Growth (present) Value at the end of the -Year x (in BDT) (xi ) Log xi Log 𝑥𝑖 𝑛 Year 10.10987 1 5 105 2.02119 5 2 6 106 2.02531 3 4.5 104.5 2.01912 4 3 103 2.01284 5 7.5 107.5 2.03141 = Antilog 2.021974 = 105.19 The average rate of growth during the fiveyear period is 105.19 - 100 = 5.19 percent per annum. In case of a simple arithmetic average, the corresponding rate of growth would have been 5.2 percent per annum. 10/2/2021 Afzal Hossain (Assistant Professor) Log 𝑥𝑖 = 10.10987 104 GEOMETRIC MEAN Example: An economy has grown at 5 percent in the last 2 years, 6 percent in the next 3 Years , 4.5 percent in the next 4 years , 3 percent in the next 5 years and 7.5 percent in the next 6 years. What is the average rate of growth of the economy during the 20 years? 10/2/2021 Afzal Hossain (Assistant Professor) 105 GEOMETRIC MEAN Solution : Rate of Growth (present) 5 6 4.5 3 7.5 Value at the end of the -Year x (in BDT) (xi ) 105 106 104.5 103 107.5 Year (fi ) 2 3 4 5 6 Log xi 2.02119 2.02531 2.01912 2.01284 2.03141 𝑓𝑖 . Log 𝑥𝑖 10/2/2021 Afzal Hossain (Assistant Professor) fi . Log xi 4.0424 6.0759 8.0765 10.064 12.188 40.447 106 GEOMETRIC MEAN GM = Antilog = Antilog 𝑓𝑖 .Log 𝑥𝑖 40.447 = Antilog 𝑓1 +𝑓2 +𝑓3 +𝑓4 +𝑓5 2+3+4+5+6 40.447 =105.281 20 The average rate of growth during the five-year period is 105.281 - 100 = 5.281 percent per annum. 10/2/2021 Afzal Hossain (Assistant Professor) 107 GEOMETRIC MEAN Example: Given below is the frequency distribution of the marks obtained by 90 students. Find out Geometric mean. 10/2/2021 Afzal Hossain (Assistant Professor) Marks 20-29 30-39 40-49 50-59 60-69 70-79 80-89 90-99 No. of the students 2 12 15 20 18 10 9 4 108 GEOMETRIC MEAN Solution: Marks 20-29 30-39 40-49 50-59 60-69 70-79 80-89 90-99 No. of the students (𝒇𝒊 ) 2 12 15 20 18 10 9 4 Mid Point (𝒙𝒊 ) 𝐋𝒐𝒈 𝒙𝒊 𝒇𝒊 . 𝐋𝒐𝒈 𝒙𝒊 24.5 34.5 44.5 54.5 64.5 74.5 84.5 94.5 1.389 1.537 1.648 1.736 1.809 1.874 1.926 1.975 2.778 18.444 24.72 34.72 32.562 18.72 17.34 7.9 157.178 𝑓𝑖 . Log 𝑥𝑖 10/2/2021 Afzal Hossain (Assistant Professor) 109 GEOMETRIC MEAN Solution: GM 𝑓𝑖 .Log 𝑥𝑖 = Antilog 𝑓1 +𝑓2 +𝑓3 +𝑓4 +𝑓5 157.178 =Antilog 90 = Antilog 1.746 =55.71 10/2/2021 Afzal Hossain (Assistant Professor) 110 GEOMETRIC MEAN ADVANTAGES OF G. M. • • • LIMITATIONS OF G. M. Geometric mean is based on each and every observation in the data set. It is rigidly defined. It is more suitable while averaging ratios and percentages as also in calculating growth rates. 10/2/2021 • • • As compared to the arithmetic mean, geometric mean is difficult to understand. Both computation of the geometric mean and its interpretation are rather difficult. When there is a negative item in a series or one or more observations have zero value, then the geometric mean cannot be calculated. Afzal Hossain (Assistant Professor) 111 BUSINESS STATISTICS EXAMPLES OF GEOMETRIC MEAN 8/14/2020 Afzal Hossain (Assistant Professor) 112 GEOMETRIC MEAN Question 1: Marks obtained by the 30 students of BBA-06 in Business Statistics course- 60, 65, 76, 73, 73, 90, 78, 81, 62, 92, 75, 73, 66, 66, 68, 71, 74, 83, 78, 80, 86, 61, 87, 92, 87, 86, 81, 77, 74, 83. Now, Find out the Geometric mean. 8/15/2020 Afzal Hossain (Assistant Professor) 113 GEOMETRIC MEAN Solution: Geometric Mean Calculation We know, 𝑮𝑴 = (𝒙𝟏 . 𝒙𝟐 . 𝒙𝟑 … . . … … 𝒙𝑵 ) Here, 𝑥 = Individual Terms N = Number of numbers or terms 𝟏 𝑵 G= (60. 65. 76. 73. 73. 90. 78. 81. 62. 92. 75. 73. 66. 66. 68. 71. 1 30 74. 83. 78. 80. 86. 61. 87. 92. 87. 86. 81. 77. 74. 83) = 𝟕𝟔. 𝟎𝟔 8/15/2020 Afzal Hossain (Assistant Professor) 114 GEOMETRIC MEAN Question 2: The monthly income of 10 employees working in a firm is as follows: 4487 4493 4502 4446 4475 4492 4572 4516 4468 4489. Calculate the GEOMETRIC MEAN. GEOMETRIC MEAN Solution: Here n= 10 Log GM= Log Log log 𝑥𝑖 𝑛 log 4487+𝑙𝑜𝑔4493+𝑙𝑜𝑔4502+𝑙𝑜𝑔4446+𝑙𝑔4475+𝑙𝑜𝑔4492+𝑙𝑜𝑔4572+𝑙𝑜𝑔4516+𝑙𝑜𝑔4468+𝑙𝑜𝑔4489 GM= 10 3.65+3.667+3.64+3.650+3.652+3.660+3.654+3.650+3.652 GM== 10 32.87 GM= = 10 Log GM=Antilog 3.28 =1905.46 (approx.) GEOMETRIC MEAN Question 3: A contractor employs three types of worksmale, female and children. To a male he pays Rs. 200 per day, to a female worker Rs. 150 per day and to child worker Rs. 100 per day. What is the average wage per day paid by the contractor? 10/2/2021 Afzal Hossain (Assistant Professor) GEOMETRIC MEAN Solution: Calculation of GEOMETRIC MEAN Here n= 3 Log GM = Log GM log 𝑥𝑖 𝑛 log 200+𝑙𝑜𝑔150+𝑙𝑜𝑔100 = 3 2.30+2.17+2 = 3 Log GM Log GM =2.1567 GM= Antilog (2.1567) = 143.44 (approx.) 10/2/2021 Afzal Hossain (Assistant Professor) Illustration 9(A) Question 4: 1,500 workers are working in an industrial establishment. Their age is classified as follows. Age (yrs.) Find out the geometric mean for this group data. No. of workers Age (yrs.) No. of workers 18-22 22-26 26-30 120 125 280 38-42 42-46 46-50 184 162 86 30-34 34-38 260 155 50-54 54-58 75 53 119 GEOMETRIC MEAN Solution : Calculation of Geometric Mean through Group Data Age (yrs.) (𝒙𝒊 ) (fi) 𝐋𝒐𝒈 𝒙𝒊 𝒇𝒊 . 𝐋𝒐𝒈 𝒙𝒊 18-22 20 120 1.301 156.12 22-26 24 125 1.380 172.5 26-30 28 280 1.447 405.16 30-34 32 260 1.505 391.3 34-38 36 155 1.556 241.18 38-42 40 184 1.602 294.768 42-46 44 162 1.643 266,166 46-50 48 86 1.681 144.566 50-54 52 75 1.716 128.7 54-58 56 53 1.748 97.888 𝒏 𝒊=𝟏 𝒇𝒊 =1500 𝑓𝑖 . Log 𝑥𝑖 = 2298.348 120 GEOMETRIC MEAN GM = Antilog = Antilog 𝑓𝑖 .Log 𝑥𝑖 𝒏 𝒇 𝒊=𝟏 𝒊 2298.348 1500 = Antilog 1.5322 =34.05 121 GEOMETRIC MEAN Question 5: Given below is the frequency distribution of the profit obtained by 250 companies. Find out the Geometric mean. Profits (in BDT.) 10000-20000 20000-30000 No. of companies 15 35 30000-40000 40000-50000 50000-60000 47 68 32 60000-70000 70000-80000 80000-90000 22 12 11 90000-100000 8 GEOMETRIC MEAN Profits in (BDT ) We know, 10000-20000 15000 15 4.176 62.64 20000-30000 25000 35 4.398 153.93 30000-40000 35000 47 4.544 213.57 40000-50000 45000 68 4.653 316.40 50000-60000 55000 32 4.740 151.68 60000-70000 65000 22 4.813 105.89 70000-80000 75000 12 4.875 58.50 80000-90000 85000 11 4.929 54.22 90000-100000 95000 8 4.978 32.82 GM=Antilog ∑fi logxi 𝒏 𝒇 𝒊=𝟏 𝒊 1149.65 GM= Antilog 250 = 39719.154 Mid Point No of companies (xi) (fi) 𝒏 𝒊=𝟏 𝒇𝒊 =250 Log xi 𝒇𝒊 . 𝐋𝒐𝒈 𝒙𝒊 Solution: ∑𝒇𝒊 . 𝐋𝒐𝒈 𝒙𝒊 = 1149.65 GEOMETRIC MEAN Question 6: Here given the following Incomplete frequency distribution. It is known as the total frequency is 1,000 . Find out the Geometric Mean. 10/2/2021 Sales 300-325 325-350 350-375 375-400 400-425 425-450 450-475 475-500 Total No. of Companies 5 17 80 468 326 7 88 9 1000 2 GEOMETRIC MEAN Solution: Sales Here, Geometric mean, GM=Antilog log(𝑥𝑖) 𝑓𝑖 2601.348 GM=Antilog( 100 GM=1.023 (approx.) 10/2/2021 ) 300-325 325-350 350-375 375-400 400-425 425-450 450-475 475-500 Mid-point (mi) 312.5 337.5 362.5 387.5 412.5 437.5 462.5 487.5 No. of Companies (fi) 5 17 8 46 32 7 8 9 𝑓𝑖= 100 𝒇𝒊 𝐋𝒐𝒈 𝒙𝒊 12.474 42.981 204.745 1211.311 852.628 18.487 234.53 24.19 log(𝑥𝑖)=2601.348 125 GEOMETRIC MEAN Question 7: Find out the Mean by using direct data from the grouped data. Find out the Geometric mean Weekly Wage (Rs) 1200 - 1400 1400 - 1600 1600 - 1800 1800 - 2000 2000 - 2200 2200 - 2400 2400 - 2600 2600 - 2800 2800 - 3000 3000- 3200 No of workers (fi) 8 12 20 30 40 32 18 7 6 4 GEOMETRIC MEAN Weekly Wage (Rs) Solution: Mid point (mi) Log (xi) fi log xi 1200 - 1400 8 1300 3.1139 24.9112 fi log 𝑥𝑖 1400 - 1600 12 1500 3.1760 38.112 1600 - 1800 20 1700 3.2304 64.608 𝑓𝑖 586.3749 177 1800 - 2000 30 1900 3.2787 98.361 2000 - 2200 40 2100 3.3222 132.888 2200 - 2400 32 2300 3.3617 107.5744 2400 - 2600 18 2500 3.3979 61.1622 2600 - 2800 7 2700 3.4313 24.0191 2800 - 3000 6 2900 3.4623 20.7738 3000- 3200 4 3100 3.4913 13.9652 We Know, Log GM= No of workers (fi) Log GM = GM= Antilog(3.31) GM = 2041.73 𝑓𝑖 = 177 Σfi log xi = 586.3749 127 GEOMETRIC MEAN Question 8: An incomplete distribution is given below : Variable : 10-20 20-30 30-40 40-50 50-60 60-70 70-80 Frequency : 12 30 33 65 45 25 18 Find the Geometric Mean GEOMETRIC MEAN Solution: Here we know, GM = Antilog = Antilog = 42.73 𝑓𝑖 .Log 𝑥𝑖 𝑓𝑖 371.769 228 variable Midpoint xi 10-20 20-30 30-40 40-50 50-60 60-70 70-80 15 25 35 45 55 65 75 No. of frequency (fi) Log 𝒙𝒊 (fi) log xi 12 1.176 14.112 30 1.397 41.91 33 1.544 50.952 65 1.653 107.445 45 1.740 78.3 25 1.812 45.3 18 1.875 33.75 𝑓𝑖=228 Σfi log xi =371.769 GEOMETRIC MEAN Question 9: From the following distribution of travel time to work of a firm’s employees, find the Geometric mean and Harmonic mean. Travel time (in Minutes) Frequency 70-79 60-69 50-59 218 215 195 40-49 30-39 20-29 156 85 50 10-19 18 0-9 2 GEOMETRIC MEAN GM = Antilog = Antilog = 45.763 𝑓𝑖 .Log 𝑥𝑖 𝑓𝑖 1559.224 939 Travel time (in Minutes) Mid-point 𝑥𝑖 Frequency (𝑓𝑖 ) Log 𝑥𝑖 𝑓𝑖 . Log 𝑥𝑖 70-79 74.5 218 1.872 408.1 60-69 64.5 215 1.80 387 50-59 54.5 195 1.736 338.52 40-49 44.5=A 156 1.648 257.1 30-39 34.5 85 1.537 76.85 20-29 24.5 50 1.389 69.45 10-19 14.5 18 1.161 20.898 0-9 4.5 2 0.653 1.306 N=939 𝑓𝑖 . Log 𝑥𝑖 = 1559.224 GEOMETRIC MEAN Question 10: From the following distribution of sales of companies , find the Geometric mean. Sale’s (BDT) 300-325 No. of Companies 5 325-350 350-375 375-400 17 80 468 400-425 425-450 450-475 326 7 88 475-500 9 GEOMETRIC MEAN Solution: GM = Antilog = Antilog =399.04 𝑓𝑖 .Log 𝑥𝑖 𝑓𝑖 2601.018 1000 sale’s (BDT) Mid-point (𝑥𝑖 ) Frequency (𝒇𝒊 ) Log 𝑥𝑖 300-325 312.5 5 2.494 12.47 325-350 337.5 17 2.528 42.976 350-375 362.5 80 2.559 204.72 375-400 387.5=A 468 2.588 1211.184 400-425 412.5 326 2.615 852.49 425-450 437.5 7 2.641 18.487 450-475 462.5 88 2.665 234.5 475-500 487.5 9 2.687 24.191 N=1000 𝒇𝑖 log𝑥𝑖 ∑flogx = 2601.018 BUSINESS STATISTICS GEOMETRIC MEAN, HARMONIC MEAN & QUADRATIC MEAN 8/14/2020 Afzal Hossain (Assistant Professor) 134 HARMONIC MEAN Definition : The harmonic mean is defined as the reciprocal of the arithmetic mean of Symbolically, 𝑯𝑴 = the 𝒏 𝒏 𝟏 𝒊=𝟏𝒙 𝒊 reciprocals = of individual observations. 𝒏 𝟏 𝟏 𝟏 𝟏 + + +⋯+ 𝒙𝟏 𝒙𝟐 𝒙𝟑 𝒙𝒏 The calculation of harmonic mean becomes very tedious when a distribution has a large number of observations. 10/2/2021 Afzal Hossain (Assistant Professor) 135 HARMONIC MEAN Formula for Ungrouped Data 𝒏 𝒏 𝑯𝑴 = = 𝟏 𝟏 𝟏 𝟏 𝒏 𝟏 + + + ⋯+ 𝒊=𝟏 𝒙 𝒙𝟏 𝒙𝟐 𝒙𝟑 𝒙𝒏 𝒊 Here, n= Total number of numbers or terms 𝑥1 , 𝑥2 , 𝑥3 … 𝑥𝑛 = Individual terms or individual values 10/2/2021 Afzal Hossain (Assistant Professor) 136 HARMONIC MEAN Example: Suppose we have three observations 4, 8 and 16. We are required to calculate the harmonic mean. 1 1 1 Reciprocals of 4,8 and 16 are- , , Solution: Since, 𝐻𝑀 = 4 8 16 𝑛 1 1 1 1 + + +⋯+ 𝑥1 𝑥2 𝑥3 𝑥𝑛 =1 3 1 1 + + 4 8 16 3 0.25+0.125+0.0625 = = 6.857 𝑎𝑝𝑝𝑟𝑥. 10/2/2021 Afzal Hossain (Assistant Professor) 137 HARMONIC MEAN Formula for Grouped Data 𝒏 𝒊=𝟏 𝒇𝒊 𝒇𝟏 + 𝒇𝟐 + 𝒇𝟑 … … . . +𝒇𝒏 𝑯𝑴 = = 𝒇𝟏 𝒇𝟐 𝒇𝟑 𝒇𝒏 𝒏 𝒇𝒊 + + + ⋯+ 𝒊=𝟏 𝒙 𝒙𝟏 𝒙𝟐 𝒙𝟑 𝒙𝒏 𝒊 Here, f= Frequency 𝑥1 , 𝑥2 , 𝑥3 … 𝑥𝑛 = Individual terms or individual values 10/2/2021 Afzal Hossain (Assistant Professor) 138 HARMONIC MEAN Example: Consider the following series: and calculate the Harmonic Mean. Class-Interval Frequency 10/2/2021 2-4 20 4-6 40 Afzal Hossain (Assistant Professor) 6-8 30 8-10 10 139 HARMONIC MEAN Solution: Let us set up the table as follows: Class -Interval 2-4 4-6 6-8 Mid-value (xi) 3 5 7 Frequency (fi ) 20 40 30 8-10 9 10 n i=1 fi =100 10/2/2021 Afzal Hossain (Assistant Professor) fi xi 6.6660 8.0000 4.2870 1.1111 n fi i=1 x =20.0641 i 140 HARMONIC MEAN Finally, 𝐻𝑀 = 𝑛 𝑖=1 𝑓𝑖 𝑛 𝑓𝑖 𝑖=1 𝑥 𝑖 100 20.0641 = = 4.984 10/2/2021 Afzal Hossain (Assistant Professor) 141 HARMONIC MEAN Example of the Harmonic Mean As an example, take two firms. One has a market capitalization of $100 billion and earnings of $4 billion (P/E of 25) and one with a market capitalization of $1 billion and earnings of $4 million (P/E of 250). In an index made of the two stocks, with 10% invested in the first and 90% invested in the second, the P/E ratio of the index is: 10/2/2021 Afzal Hossain (Assistant Professor) 142 HARMONIC MEAN Solutions: The WAM = (0.1×25+0.9×250)/(.1+.9) = 227.5 The W𝐻𝑀 = 𝑛 𝑖=1 𝑓𝑖 𝑛 𝑓𝑖 𝑖=1𝑥 𝑖 = .1+.9 .1 .9 + 25 250 ≈ 131.6 Where, WAM=Weighted Arithmetic Mean P/E=Price-to-Earnings Ratio WHM=Weighted Harmonic Mean 10/2/2021 Afzal Hossain (Assistant Professor) 143 HARMONIC MEAN Advantages Disadvantages The main advantage of the harmonic mean is that it is based on all observations in a distribution and is amenable to further algebraic treatment. When we desire to give greater weight to smaller observations and less weight to the larger observations, then the use of harmonic mean will be more suitable. It is difficult to understand as well as difficult to compute It cannot be calculated if any of the observations is zero or negative it is only a summary figure, which may not be an actual observation in the distribution 10/2/2021 Afzal Hossain (Assistant Professor) 144 BUSINESS STATISTICS EXAMPLES OF HARMONIC MEAN 8/14/2020 Afzal Hossain (Assistant Professor) 145 HARMONIC MEAN Question 1: Marks obtained by the 30 students of BBA-06 in Business Statistics course- 60, 65, 76, 73, 73, 90, 78, 81, 62, 92, 75, 73, 66, 66, 68, 71, 74, 83, 78, 80, 86, 61, 87, 92, 87, 86, 81, 77, 74, 83. Now, Find out the Harmonic mean. 8/15/2020 Afzal Hossain (Assistant Professor) 146 HARMONIC MEAN Solution(Harmonic Mean Calculation): We know, 𝑛 𝐻𝑀 = 1 1 1 1 + + + ⋯+ 𝑥1 𝑥2 𝑥3 𝑥𝑛 Here, 𝑥 = Individual Terms n = Number of numbers or terms 30 𝐻 = 1 1 1 1 1 1 1 1 1 1 + + + + + + + + + + 60 65 76 73 73 90 78 81 62 92 1 1 1 1 1 1 1 1 1 1 + + + + + + + + + + 75 73 66 66 68 71 74 83 78 80 1 1 1 1 1 1 1 1 1 1 + + + + + + + + + 86 61 87 92 87 86 81 77 74 83 =80 8/15/2020 Afzal Hossain (Assistant Professor) 147 HARMONIC MEAN Question 2: The monthly income of 10 employees working in a firm is as follows: 4487 4493 4502 4446 4475 4492 4572 4516 4468 4489. Calculate the Harmonic Mean HARMONIC MEAN Solution: Here n= 10 𝑛 HM= 1 1 1 1 + + +⋯+ 𝑥1 𝑥2 𝑥3 𝑛 = 10 1 1 1 1 1 1 1 1 1 1 + + + + + + + + + 4487 4493 4502 4446 4475 4492 4572 4516 4468 4489 =4493.45 (approx.) HARMONIC MEAN Question 3: A contractor employs three types of worksmale, female and children. To a male he pays Rs. 200 per day, to a female worker Rs. 150 per day and to child worker Rs. 100 per day. What is the average wage per day paid by the contractor? Calculate the Harmonic Mean 10/2/2021 Afzal Hossain (Assistant Professor) HARMONIC MEAN Solution: Here n= 3 HM= 1 1 = 𝑛 1 1 + + +⋯+𝑛 𝑥1 𝑥2 𝑥3 3 1 1 1 + + 200 150 100 3 − = 03 5×10 +6.67×10 03 +0.01 − =138.440 (approx.) 10/2/2021 Afzal Hossain (Assistant Professor) HARMONIC MEAN Question 4: 1,500 workers are working in an industrial establishment. Their age is classified as follows. Age (yrs.) Find out the harmonic mean using group data. No. of workers Age (yrs.) No. of workers 18-22 22-26 26-30 120 125 280 38-42 42-46 46-50 184 162 86 30-34 34-38 260 155 50-54 54-58 75 53 152 HARMONIC MEAN Class-Interval Mid-value (𝑥𝑖 ) Frequency (𝒇𝑖 ) Recripocal of MV 𝒇𝒊 𝒙𝒊 18-22 20 120 156.12 6 22-26 24 125 172.5 5.208 280 405.16 10 Solution : Calculation of Harmonic Mean through Group Data 26-30 28 30-34 32 260 391.3 8.125 34-38 36 155 241.18 4.306 38-42 40 184 294.768 4.6 42-46 44 162 266.166 3.682 46-50 48 86 144.566 1.792 50-54 52 75 128.7 1.44 54-58 56 53 97.888 0.946 𝒏 1500 𝒏 𝒇𝒊 𝒊=𝟏 𝒊=𝟏 𝒇𝒊 𝒙𝒊 46.099 153 HARMONIC MEAN Finally, 𝑛 𝑖=1 𝑓𝑖 1500 𝐻𝑀 = = = 32.539 46.099 𝑛 𝑓𝑖 𝑖=1 𝑥 𝑖 So, the Geometric Mean of the workers is 32.539 154 HARMONIC MEAN Profits (in BDT.) Question 5: Given below is the 10000-20000 frequency distribution of the profit 20000-30000 obtained by 250 companies. Find 30000-40000 out the Harmonic mean. No. of companies 15 35 40000-50000 50000-60000 47 68 32 60000-70000 22 70000-80000 80000-90000 12 11 90000-100000 8 HARMONIC MEAN Solution: HM = = 𝑁 𝑓𝑖 𝑥𝑖 250 0.0063 = 39,682.53 Profits in(Rs.) Mid Point (𝐱 𝒊 ) 𝒇𝒊 𝒙𝒊 No of companies (𝒇𝒊 ) 10000-20000 15000 15 0.003 20000-30000 25000 35 0.009 30000-40000 35000 47 0.015 40000-50000 45000 68 0.002 50000-60000 55000 32 0.005 60000-70000 65000 22 0.02 70000-80000 75000 12 0.0005 80000-90000 85000 11 0.0004 90000-100000 95000 8 0.0001 N=250 𝑓𝑖 𝑥𝑖 =0.0063 HARMONIC MEAN Question 6: Here given the following Incomplete frequency distribution. It is known as the total frequency is 1,000 and that the median is 413.11. Estimate by calculation the missing frequencies and find the value of the mode. 10/2/2021 Sales 300-325 325-350 350-375 375-400 400-425 425-450 450-475 475-500 Total No. of Companies 5 17 80 468 326 7 88 9 1000 2 HARMONIC MEAN Solution: Harmonic mean of X ( = 𝑛 𝑓𝑖 𝑥𝑖 ) 1000 2.5095 398.486 (approx.) 10/2/2021 Sales 300-325 325-350 350-375 375-400 400-425 425-450 450-475 475-500 Mid-point (𝒙𝒊 ) No. of Companies (𝒇𝒊 ) 312.5 337.5 362.5 387.5 412.5 437.5 462.5 487.5 5 17 8 46 32 7 8 9 n = 1000 𝒇𝒊 𝒙𝒊 0.016 0.050 0.221 1.208 0.790 0.016 0.190 0.018 2.5095 158 HARMONIC MEAN Weekly Wage (BDT) Question 7: Find out the Mean by using direct data from the grouped data. Find out the Harmonic mean No of workers (fi) 1200 - 1400 1400 - 1600 1600 - 1800 8 12 20 1800 - 2000 2000 - 2200 2200 - 2400 30 40 32 2400 - 2600 18 2600 - 2800 2800 - 3000 7 6 3000- 3200 4 HARMONIC MEAN Weekly Wage No of workers (fi) Mid point (xi) 𝒙𝒊 fi 𝒙𝒊 1200 - 1400 8 1300 3.1139 2.5691 𝒏 𝒊=𝟏 i 1400 - 1600 12 1500 3.1760 3.7783 1600 - 1800 20 1700 3.2304 6.1911 𝒏 𝒊=𝟏𝑥 𝑖 1800 - 2000 30 1900 3.2787 9.1499 2000 - 2200 40 2100 3.3222 12.0402 2200 - 2400 32 2300 3.3617 9.5189 2400 - 2600 18 2500 3.3979 5.2973 2600 - 2800 7 2700 3.4313 2.0400 2800 - 3000 6 2900 3.4623 1.7329 3000- 3200 4 3100 3.4913 1.1457 𝒏 fi = 𝒊=𝟏 Solution: HM= f fi 177 53.4634 = HM= 3.3106 𝒏 fi = 𝟏𝟕𝟕 𝒊=𝟏 𝑥𝑖 53.4634 160 HARMONIC MEAN Question 8: An incomplete distribution is given below : Variable : 10-20 20-30 30-40 40-50 50-60 60-70 70-80 Total Frequency : 12 30 33 65 45 25 18 228 Find the Harmonic Mean HARMONIC MEAN Solution: 𝑛 𝐻𝑀 = 𝑓𝑖 𝑥𝑖 111 = = 41.75 0.162 variable Mid-point (xi) No. of frequency (fi) 𝟏 𝒙𝒊 fi 𝒙𝒊 10-20 15 12 0.066 0.792 20-30 25 30 0.04 1.2 30-40 35 33 0.028 0.924 40-50 45 65 0.022 1.43 50-60 55 45 0.018 0.81 60-70 65 25 0.015 0.375 70-80 75 18 0.013 0.234 228 ∑ =5.675 HARMONIC MEAN Question 9: From the following distribution of travel time to work of a firm’s employees, find the Geometric mean and Harmonic mean. Travel time (in Minutes) 70-79 60-69 Frequency 218 215 50-59 40-49 30-39 195 156 85 20-29 10-19 50 18 0-9 2 HARMONIC MEAN Solution: 𝐻𝑀 = 𝑛 𝑓𝑖 𝑥𝑖 = 939 / 20.896 = 44.936 Travel time (in Minutes) Mid-point (xi) Frequency (fi) fi 𝑥𝑖 70-79 60-69 50-59 74.5 64.5 54.5 218 215 195 2.926 3.33 3.577 40-49 30-39 20-29 44.5 34.5 24.5 156 85 50 3.505 2.463 2.040 10-19 0-9 14.5 4.5 18 2 n=939 0.805 2.25 𝑓𝑖 =20.896 𝑥𝑖 HARMONIC MEAN Question 10: From the following distribution of sales of companies , find the Harmonic mean. Sale's (Rs) 300-325 325-350 No. of companies 5 17 350-375 375-400 400-425 80 468 326 425-450 450-475 475-500 7 88 9 HARMONIC MEAN Mid-point (xi) Frequency (fi) 300-325 325-350 350-375 312.5 337.5 362.5 5 17 80 0.016 0.051 0.221 375-400 400-425 425-450 387.5=A 412.5 437.5 468 326 7 1.207 0.877 0.016 450-475 462.5 88 0.191 475-500 487.5 9 N=1000 0.018 Solution: 𝐻𝑀 = = 𝑛 𝑓𝑖 𝑥𝑖 1000 / 2.597 = 38.059 𝒇𝒊 𝒙𝒊 Sale's 𝑓𝑖 =2.597 𝑥𝑖 BUSINESS STATISTICS GEOMETRIC MEAN, HARMONIC MEAN & QUADRATIC MEAN 8/14/2020 Afzal Hossain (Assistant Professor) 167 QUADRATIC MEAN Definition: The quadratic mean (Q) is the square root of the arithmetic mean of the squares. Symbolically, Q= 𝑛 2 𝑥 𝑖 𝑖=1 𝑛 = 2 𝑥12 +𝑥22 +….+𝑥𝑛 𝑛 Instead of using original values, the quadratic mean can be used while averaging deviations when the standard deviation is to be calculated. This will be used in the next chapter on dispersion. 8/14/2020 Afzal Hossain (Assistant Professor) 168 QUADRATIC MEAN Formula for Ungrouped Data Q= 𝒏 𝒙 𝟐 𝒊=𝟏 𝒊 𝒏 = 𝒙𝟐𝟏 +𝒙𝟐𝟐 +….+𝒙𝟐𝒏 𝒏 Here, n= Total number of numbers or terms 𝑥1 , 𝑥2 , 𝑥3 … 𝑥𝑛 = Individual terms or individual values 10/2/2021 Afzal Hossain (Assistant Professor) 169 QUADRATIC MEAN Solution: Example: Suppose we have three observations 4, 8 and 16. We are required to calculate the QUADRATIC mean. Since, Q= = = 𝑛 𝑥 2 𝑖=1 𝑖 𝑛 2 𝑥12 +𝑥22 +….+𝑥𝑛 𝑛 42 +82 +162 3 16 + 64 + 256 = 3 = 10/2/2021 Afzal Hossain (Assistant Professor) 336 = 10.58 3 170 QUADRATIC MEAN Formula for Grouped Data Q= 𝒏 𝒇 𝒙 𝟐 𝒊=𝟏 𝒊 𝒊 𝒏 𝒇 𝒊=𝟏 𝒊 = 𝒇𝟏 𝒙𝟐𝟏 +𝒇𝟐 𝒙𝟐𝟐 +….+𝒇𝒏 𝒙𝟐𝒏 𝒇𝟏 +𝒇𝟐 +𝒇𝟑 …….+𝒇𝒏 Here, n= Total number of numbers or terms and f is the frequency of individual values. 𝑥1 , 𝑥2 , 𝑥3 … 𝑥𝑛 = Individual terms or individual values 10/2/2021 Afzal Hossain (Assistant Professor) 171 QUADRATIC MEAN Example: Consider the following series: and calculate the Quadratic Mean. Class-Interval Frequency 10/2/2021 2-4 20 4-6 40 Afzal Hossain (Assistant Professor) 6-8 30 8-10 10 172 QUADRATIC MEAN Solution: Let us set up the table as follows: Class-Interval 2-4 4-6 6-8 8-10 Mid-value (xi) 3 5 7 9 Frequency (𝑓𝑖 ) 20 40 30 10 𝑛 𝑛 𝑓𝑖 𝑓𝑖 𝑥𝑖 2 9 25 49 81 180 1000 1470 810 𝑓𝑖 𝑥𝑖 2 3460 100 𝑖=1 10/2/2021 𝑥𝑖 2 𝑖=1 Afzal Hossain (Assistant Professor) 173 QUADRATIC MEAN Solution: Q = = 𝑛 2 𝑖=1 𝑓𝑖 𝑥𝑖 𝑛 𝑖=1 𝑓𝑖 3460 100 = 5.89 10/2/2021 Afzal Hossain (Assistant Professor) 174 QUADRATIC MEAN Relative Position of Different Means: The relative position of different means will always be: Q> X >G>H provided that all the individual observations in a series are positive and all of them are not the same. 8/14/2020 Afzal Hossain (Assistant Professor) 175 BUSINESS STATISTICS EXAMPLES OF QUADRATIC MEAN 8/14/2020 Afzal Hossain (Assistant Professor) 176 QUADRATIC MEAN Question 1: Marks obtained by the 30 students of BBA-06 in Business Statistics course- 60, 65, 76, 73, 73, 90, 78, 81, 62, 92, 75, 73, 66, 66, 68, 71, 74, 83, 78, 80, 86, 61, 87, 92, 87, 86, 81, 77, 74, 83. Now, Find out the Quadratic mean. 8/15/2020 Afzal Hossain (Assistant Professor) 177 QUADRATIC MEAN Solution(Quadratic Mean Calculation): We know, Q= 𝒏 𝒙 𝟐 𝒊=𝟏 𝒊 𝒏 Here, n= Total number of numbers or terms 𝑥1 , 𝑥2 , 𝑥3 … 𝑥𝑛 = Individual terms or individual values 8/15/2020 Q= 602 +652 +762 + 732 +732 +902 + 782 +812 +622 + 922 +752 +732 + 662 +662 +682 + 712 +74 2 +832 +782 +802 +862 +612 +872 + 922 +872 +862 + 812 +772 + 742 +832 30 = 178462 30 = 77.128 Afzal Hossain (Assistant Professor) 178 QUADRATIC MEAN Question 2: The monthly income of 10 employees working in a firm is as follows: 4487 4493 4502 4446 4475 4492 4572 4516 4468 4489. Calculate the Quadratic Mean. 8/15/2020 Afzal Hossain (Assistant Professor) 179 QUADRATIC MEAN Solution: Here n= 10 Q= 𝒙𝟐𝟏 +𝒙𝟐𝟐 +….+𝒙𝟐𝒏 𝒏 𝟐 = = 8/15/2020 𝟐 𝟐 𝟐 𝟐 𝟐 4487 +4493 +4502 +4446 +4475 +4492 +4572 𝟐 𝟐 𝟐 4516 +4468 +4486 𝟐 + 10 201970412 10 = 4494.11 Afzal Hossain (Assistant Professor) 180 QUADRATIC MEAN Question 3: A contractor employs three types of worksmale, female and children. To a male he pays Rs. 200 per day, to a female worker Rs. 150 per day and to child worker Rs. 100 per day. What is the average wage per day paid by the contractor? 8/15/2020 Afzal Hossain (Assistant Professor) 181 QUADRATIC MEAN Solution: Here n= 3 Q= = = 8/15/2020 𝑛 𝑥 2 𝑖=1 𝑖 𝑛 = 2 𝑥12 +𝑥22 +….+𝑥𝑛 𝑛 2002 +1502 +1002 3 72500 3 =155.45 Afzal Hossain (Assistant Professor) 182 QUADRATIC MEAN Question 4: 1,500 workers are working in an industrial establishment. Their age is classified as follows. Find out the Quadratic mean using group data. 8/15/2020 Age (yrs.) No. of workers Age (yrs.) No. of workers 18-22 22-26 26-30 120 125 280 38-42 42-46 46-50 184 162 86 30-34 34-38 260 155 50-54 54-58 75 53 Afzal Hossain (Assistant Professor) 183 QUADRATIC MEAN Solution : Calculation of Quadratic Mean through Group Data. Q= = 𝑛 𝑓 𝑥 2 𝑖=1 𝑖 𝑖 𝑛 𝑖=1 𝑓𝑖 1981824 = 36.34 1500 𝟐 𝒇𝒊 𝒙𝒊 𝟐 120 400 48000 24 125 576 72000 26-30 28 280 784 219520 30-34 32 260 1024 266240 34-38 36 155 1296 200880 38-42 40 184 1600 294400 42-46 44 162 1936 313632 46-50 48 86 2304 198144 50-54 52 75 2704 202800 54-58 56 53 3136 166208 Class-Interval Mid-value (𝒙𝒊 ) Frequency (𝒇𝒊 ) 18-22 20 22-26 𝒏 𝒏 𝒇𝒊 8/15/2020 𝒙𝒊 𝒊=𝟏 Afzal Hossain (Assistant Professor) 𝒇𝒊 𝒙 𝒊 𝟐 1500 1981824 𝒊=𝟏 184 QUADRATIC MEAN Profits (in BDT.) Question 5: Given below is the 10000-20000 frequency distribution of the profit 20000-30000 obtained by 250 companies. Find 30000-40000 out the Quadratic mean. 40000-50000 8/15/2020 No. of companies 15 35 50000-60000 47 68 32 60000-70000 22 70000-80000 80000-90000 12 11 90000-100000 8 Afzal Hossain (Assistant Professor) 185 QUADRATIC MEAN Solution: Q= = 𝒏 𝒇 𝒙 𝟐 𝒊=𝟏 𝒊 𝒊 𝒏 𝒇 𝒊=𝟏 𝒊 6.2945e+11 250 𝒙𝒊 𝟐 𝒇𝒊 𝒙𝒊 𝟐 15 225000000 3375000000 25000 35 625000000 21875000000 30000-40000 35000 47 1225000000 57575000000 40000-50000 45000 68 2025000000 137700000000 50000-60000 55000 32 3025000000 96800000000 60000-70000 65000 22 4225000000 92950000000 70000-80000 75000 12 5625000000 67500000000 80000-90000 85000 11 7225000000 79475000000 90000-100000 95000 8 9025000000 72200000000 𝒏 𝟐 𝒊=𝟏 𝒇𝒊 𝒙𝒊 = 6.2945e+11 Profits in(Rs.) Mid Point (𝒙𝒊 ) 10000-20000 15000 20000-30000 No of companies (𝒇𝒊 ) 𝒏 𝒊=𝟏 𝒇𝒊 =250 8/15/2020 Afzal Hossain (Assistant Professor) 186 QUADRATIC MEAN Question 6: Here given the following Incomplete frequency distribution. It is known as the total frequency is 1,000 and that the median is 413.11. Estimate by calculation the missing frequencies and find the value of the mode. 8/15/2020 Sales 300-325 325-350 350-375 375-400 400-425 425-450 450-475 475-500 Total Afzal Hossain (Assistant Professor) No. of Companies 5 17 80 468 326 7 88 9 1000 187 QUADRATIC MEAN Solution: Quadratic mean of X Q= = 𝒏 𝒇 𝒙 𝟐 𝒊=𝟏 𝒊 𝒊 𝒏 𝒇 𝒊=𝟏 𝒊 21018125 1000 =144.97 8/15/2020 Sales Mid-point No. of 𝒙𝒊 𝟐 (xi) Companies (𝒇𝒊 ) 300-325 312.5 5 97656.25 325-350 337.5 17 113906.25 𝒇𝒊 𝒙𝒊 𝟐 488281.25 1936406.25 350-375 362.5 8 131406.25 1051250 375-400 387.5 46 150156.25 6907187.5 400-425 412.5 32 170156.25 5445000 425-450 437.5 7 191406.25 1339843.75 450-475 462.5 8 213906.25 1711250 475-500 487.5 9 237656.25 2138906.25 𝒏 𝒊=𝟏 𝒇𝒊 Afzal Hossain (Assistant Professor) = 1000 𝒏 𝟐 𝒊=𝟏 𝒇𝒊 𝒙𝒊 =21018125 188 QUADRATIC MEAN Weekly Wage (BDT) Question 7: Find out the Mean by using direct data from the grouped data. Find out the Quadratic mean. 8/15/2020 No of workers (fi) 1200 - 1400 1400 - 1600 1600 - 1800 8 12 20 1800 - 2000 2000 - 2200 2200 - 2400 30 40 32 2400 - 2600 18 2600 - 2800 2800 - 3000 7 6 3000- 3200 4 Afzal Hossain (Assistant Professor) 189 QUADRATIC MEAN Solution: Q= = 𝒏 𝒇 𝒙 𝟐 𝒊=𝟏 𝒊 𝒊 𝒏 𝒇 𝒊=𝟏 𝒊 804730000 177 = 2132.25 Weekly Wage No of workers (fi) Mid point (xi) 𝒇𝒊 𝒙𝒊 𝟐 1200 - 1400 8 1300 1690000 13520000 1400 - 1600 12 1500 2250000 27000000 1600 - 1800 20 1700 2890000 57800000 1800 - 2000 30 1900 3610000 108300000 2000 - 2200 40 2100 4410000 176400000 2200 - 2400 32 2300 5290000 169280000 2400 - 2600 18 2500 6250000 112500000 2600 - 2800 7 2700 7290000 51030000 2800 - 3000 6 2900 8410000 50460000 3000- 3200 4 3100 9610000 38440000 𝒏 𝟐 𝒊=𝟏 𝒇𝒊 𝒙𝒊 =804730000 𝒏 fi = 𝟏𝟕𝟕 8/15/2020 𝒙𝒊 𝟐 𝒊=𝟏 Afzal Hossain (Assistant Professor) 190 QUADRATIC MEAN Question 8: An incomplete distribution is given below : Variable : 10-20 20-30 30-40 40-50 50-60 60-70 70-80 Total Frequency : 12 30 33 65 45 25 18 228 Find the Quadratic Mean 8/15/2020 Afzal Hossain (Assistant Professor) 191 QUADRATIC MEAN Solution: Q= = 𝑛 2 𝑖=1 𝑓𝑖 𝑥𝑖 𝑛 𝑖=1 𝑓𝑖 536500 228 = 48.50 8/15/2020 No. of frequency (fi) 𝒙𝒊 𝟐 𝒇𝒊 𝒙𝒊 𝟐 10-20 20-30 Midpoint (xi) 15 25 12 30 225 625 2700 18750 30-40 40-50 50-60 35 45 55 33 65 45 1225 2025 3025 40425 131625 136125 60-70 65 25 4225 105625 70-80 75 5625 101250 𝒏 𝟐 𝒊=𝟏 𝒇𝒊 𝒙𝒊 = 536500 192 Variabl e Afzal Hossain (Assistant Professor) 18 𝒏 𝒊=𝟏 𝒇𝒊 = 228 QUADRATIC MEAN Question 9: From the following distribution of travel time to work of a firm’s employees, find the Quadratic mean. 8/15/2020 Travel time (in Minutes) 70-79 60-69 Frequency 218 215 50-59 40-49 30-39 195 156 85 20-29 10-19 50 18 0-9 2 Afzal Hossain (Assistant Professor) 193 QUADRATIC MEAN Solution: Q= = 𝒏 𝒇 𝒙 𝟐 𝒊=𝟏 𝒊 𝒊 𝒏 𝒇 𝒊=𝟏 𝒊 3127534.75 939 = 57.71 Travel time (in Minutes) Midpoint (xi) Frequency (fi) 𝒙𝒊 𝟐 𝒇𝒊 𝒙𝒊 𝟐 70-79 74.5 218 5550.25 1209955 60-69 64.5 215 4160.25 894453.8 50-59 54.5 195 2970.25 579198.8 40-49 44.5 156 1980.25 308919 30-39 34.5 85 1190.25 101171.3 20-29 24.5 50 600.25 30012.5 10-19 14.5 18 210.25 3784.5 0-9 4.5 2 20.25 40.5 𝒏 𝟐 𝒊=𝟏 𝒇𝒊 𝒙𝒊 = 3127534.75 𝒏 𝒊=𝟏 𝒇𝒊 8/15/2020 =939 Afzal Hossain (Assistant Professor) 194 QUADRATIC MEAN Question 10: From the following distribution of sales of companies , find the Quadratic mean. 8/15/2020 Sale's (Rs) 300-325 325-350 No. of companies 5 17 350-375 375-400 400-425 80 468 326 425-450 450-475 475-500 7 88 9 Afzal Hossain (Assistant Professor) 195 QUADRATIC MEAN Sale's Mid-point (xi) Frequency (fi) 𝒙𝒊 𝟐 𝒇𝒊 𝒙𝒊 𝟐 300-325 312.5 5 97656.25 488281.25 325-350 337.5 17 113906.25 1936406.25 350-375 362.5 80 131406.25 10512500 375-400 387.5 468 150156.25 70273125 400-425 412.5 326 170156.25 55470937.5 425-450 437.5 7 191406.25 1339843.75 450-475 462.5 88 213906.25 18823750 475-500 487.5 9 237656.25 Solution: Q= = 𝒏 𝒇 𝒙 𝟐 𝒊=𝟏 𝒊 𝒊 𝒏 𝒇 𝒊=𝟏 𝒊 160983750 1000 = 401.22 2138906.25 𝒏 𝟐 𝒊=𝟏 𝒇𝒊 𝒙𝒊 =16098375 𝒏 𝒊=𝟏 𝒇𝒊 =100 0 8/15/2020 Afzal Hossain (Assistant Professor) 0 196 BUSINESS STATISTICS MEAN , MEDIAN AND MODE 10/2/2021 Afzal Hossain (Assistant Professor) 197 MEDIAN Definition:The "median" is the "middle" value in the list of numbers. To find the median, your numbers have to be listed in numerical order from smallest to largest, so you may have to rewrite your list before you can find the median. 10/2/2021 Afzal Hossain (Assistant Professor) 198 MEDIAN Characteristics Of The Median : Unlike the arithmetic mean, the median can be computed from open-ended distributions. This is because it is located in the median class-interval, which would not be an open-ended class. The median can also be determined graphically whereas the arithmetic mean cannot be ascertained in this manner. As it is not influenced by the extreme values, it is preferred in case of a distribution having extreme values 10/2/2021 Afzal Hossain (Assistant Professor) 199 MEDIAN Median for Ungrouped Data: The median will in (N+1)/2-th Position for ungrouped data but if the result is given fraction value the median will be average prior and posterior values of fraction. For example, The Median of 13, 18, 13, 14, 13, 16, 14, 21, 13 are : Here N=9 Step-1: Sort the Value-13 , 13, 13, 13, 14, 14, 16,18,21 Step-2: Median Position: (N+1)/2 -th Position= (9+1)/2 -th Position= 10/2 -th Position= 5 -th Position=14 10/2/2021 Afzal Hossain (Assistant Professor) 200 MEDIAN Median for Ungrouped Data: Example-1: The Median of 13, 18, 13, 14, 13, 16, 14, 21, 13,16 are : Here N=10 Step-1: Sort the Value-13 , 13, 13, 13, 14, 14, 16,16,18,21 Step-2: Median Position: (N+1)/2 -th Position= (10+1)/2 -th Position= 11/2 -th Position= 5.5 -th Position. Since Position of median is fraction. So Prior value of fraction =5 and Posterior value of fraction =6. th th Median=(5 Position Value+6 Position Value)/2 =(14+14)/2=14. 10/2/2021 Afzal Hossain (Assistant Professor) 201 MEDIAN Median for Grouped Data: In the case of a grouped series, the median is calculated by linear interpolation with the help of the following formula: 𝑳𝟐 − 𝑳𝟏 𝑴 = 𝑳𝟏 + 𝒇 10/2/2021 𝒎−𝒄 Where M = the median L1 = the lower limit of the class in which the median lies. L2 = the upper limit of the class in which the median lies f = the frequency of the class in which the median lies m = the middle item or (n + 1)/2th, where n stands for total number of items c = the cumulative frequency of the class preceding the one in which the median lies Afzal Hossain (Assistant Professor) 202 MEDIAN Example : Find the Median Value of the Given Data 10/2/2021 Monthly Wages (BDT) 800-1,000 1,000-1,200 1,200-1,400 1,400-1,600 1,600-1,800 1,800-2,000 No. of Workers 18 25 30 34 26 10 Total 143 Afzal Hossain (Assistant Professor) 203 MEDIAN Solution : We Know 𝐿2 − 𝐿1 𝑀 = 𝐿1 + 𝑓 Monthly Wages (BDT) 𝑚−𝑐 𝑛+1 143+1 = =72 2 2 Here, m= So, Median Lies in 1200-1400 L1 =1200 and L2 = 1400, f=30, c=43. 10/2/2021 800-1,000 1,000-1,200 1,200-1,400 1,400-1,600 1,600-1,800 1,800-2,000 Total Afzal Hossain (Assistant Professor) Frequency (f) 18 25 30 34 26 10 143 Cumulative Frequency (c) 18 43 73 107 133 143 204 MEDIAN Solution : Now, 𝐿2 − 𝐿1 𝑀 = 𝐿1 + 𝑓 Monthly Wages (BDT) 𝑚−𝑐 1400 − 1200 = 1200 + 72 − 43 30 200 = 1200 + 29 30 = 1200 + 6.67 × 29 = 1200 + 193.43 = 1393.43 10/2/2021 Frequency (f) 800-1,000 1,000-1,200 1,200-1,400 1,400-1,600 1,600-1,800 1,800-2,000 Total Afzal Hossain (Assistant Professor) 18 25 30 34 26 10 143 Cumulative Frequency (c) 18 43 73 107 133 143 205 MEDIAN Median for Grouped Data: In the case of a grouped series, the median is calculated by linear interpolation with the help of the following formula: 𝒏 −𝒄 𝑴 = 𝑳𝟏 + 𝟐 ×𝒊 𝒇 10/2/2021 Where M = the median L1 = the lower limit of the class in which the median lies. f = the frequency of the class in which the median lies c = the cumulative frequency of the class preceding the one in which the median lies i=Class Interval of median Class. Afzal Hossain (Assistant Professor) 206 MEDIAN Example : Find the Median Value of the Given Data. 10/2/2021 Monthly Wages (BDT) 800-1,000 1,000-1,200 1,200-1,400 1,400-1,600 1,600-1,800 1,800-2,000 No. of Workers 18 25 30 34 26 10 Total 143 Afzal Hossain (Assistant Professor) 207 MEDIAN Solution : We Know 𝒏 −𝒄 𝟐 𝑴 = 𝑳𝟏 + ×𝒊 𝒇 𝑛 143 Here, m= = =71.5 2 2 So, Median Lies in 1200-1400 L1 =1200 f=30 c=43 i=1400-1200=200. 10/2/2021 Monthly Wages (BDT) 800-1,000 1,000-1,200 1,200-1,400 1,400-1,600 1,600-1,800 1,800-2,000 Total Afzal Hossain (Assistant Professor) Frequency (f) 18 25 30 34 26 10 143 Cumulative Frequency (c) 18 43 73 107 133 143 208 MEDIAN Solution : 𝑵𝒐𝒘, 𝑛 −𝑐 𝑀 = 𝐿1 + 2 ×𝑖 𝑓 71.5 − 43 = 1200 + × 200 30 = 1200 + .95 × 200 =1200+190 =1390 10/2/2021 Monthly Wages (BDT) 800-1,000 1,000-1,200 1,200-1,400 1,400-1,600 1,600-1,800 1,800-2,000 Total Afzal Hossain (Assistant Professor) Frequency (f) 18 25 30 34 26 10 143 Cumulative Frequency (c) 18 43 73 107 133 143 209 MEDIAN Median for Grouped Data at Quartiles, Deciles and Percentiles : Quartiles, Deciles and Percentiles are special case of quantities. Quartiles: Quartiles are those values of the variate which divide the frequencies into four equals parts. Deciles: Deciles are those values of the variate which divide the frequencies into ten equals parts. Percentiles: Percentiles are those values of the variate which divide the frequencies into hundred equals parts. 10/2/2021 Afzal Hossain (Assistant Professor) 210 MEDIAN Median for Grouped Data Median for Grouped Data (Percentiles) (Quartiles) 𝑀𝑛 𝑗𝑛 −𝑐 −𝑐 100 𝑃𝑀 = 𝐿1 + ×𝑖 𝑄𝐽 = 𝐿1 + 4 ×𝑖 𝑓 𝑓 Where M=1,2,3,…99 Where J=1,2,3 Median for Grouped Data (Deciles) 𝐾𝑛 −𝑐 𝐷𝐾 = 𝐿1 + 10 ×𝑖 𝑓 Where K=1,2,3……..9 10/2/2021 Afzal Hossain (Assistant Professor) 211 MEDIAN Example : Find the Quartiles (Q2), Deciles (D2), Percentiles (P3) Value of the Given Data 10/2/2021 Monthly Wages (BDT) 800-1,000 1,000-1,200 1,200-1,400 1,400-1,600 1,600-1,800 1,800-2,000 No. of Workers 18 25 30 34 26 10 Total 143 Afzal Hossain (Assistant Professor) 212 MEDIAN Solution : Quartiles Calculation We Know, 𝑗𝑛 −𝑐 𝑄𝐽 = 𝐿1 + 4 ×𝑖 𝑓 Here, For 𝑄2 , 𝐽𝑛 2×143 286 m= = = =71.5 4 4 4 Monthly Wages (BDT) 800-1,000 1,000-1,200 1,200-1,400 1,400-1,600 1,600-1,800 1,800-2,000 Total Frequency (f) 18 25 30 34 26 10 143 Cumulative Frequency (c) 18 43 73 107 133 143 So, Median Lies in 1200-1400 and L1 =1200 , f=30, c=43 and i=14001200=200. 10/2/2021 Afzal Hossain (Assistant Professor) 213 MEDIAN Solution : Quartiles Calculation 𝑗𝑛 −𝑐 𝑄𝐽 = 𝐿1 + 4 ×𝑖 𝑓 71.5 − 43 𝑄2 = 1200 + × 200 30 𝑄2 = 1200 + .95 × 200 𝑄2 =1200+190 𝑄2 =1390 Monthly Wages (BDT) 800-1,000 1,000-1,200 1,200-1,400 1,400-1,600 1,600-1,800 1,800-2,000 Total Frequency (f) 18 25 30 34 26 10 143 Cumulative Frequency (c) 18 43 73 107 133 143 71.5% Worker get wages 1390 10/2/2021 Afzal Hossain (Assistant Professor) 214 MEDIAN Solution : Deciles Calculation We Know, 𝐾𝑛 −𝑐 𝐷𝐾 = 𝐿1 + 10 ×𝑖 𝑓 For, 𝐷2 , K=2 𝐾𝑛 2×143 286 Here, m= = = =28.6 10 10 10 So, Median Lies in 1000-1200 and L1 =1000 , f=25, c=18 and i=12001000=200. 10/2/2021 Monthly Wages (BDT) 800-1,000 1,000-1,200 1,200-1,400 1,400-1,600 1,600-1,800 1,800-2,000 Total Afzal Hossain (Assistant Professor) Frequency (f) 18 25 30 34 26 10 143 Cumulative Frequency (c) 18 43 73 107 133 143 215 MEDIAN Solution : Deciles Calculation 𝐾𝑛 −𝑐 10 𝐷𝐾 = 𝐿1 + ×𝑖 𝑓 28.6 − 18 𝐷2 = 1000 + × 200 25 𝐷2 = 1000 + .424 × 200 𝐷2 =1200+84.8 𝐷2 =1284.8 28.6% Worker get wages 1284.8 BDT 10/2/2021 Monthly Wages (BDT) 800-1,000 1,000-1,200 1,200-1,400 1,400-1,600 1,600-1,800 1,800-2,000 Total Afzal Hossain (Assistant Professor) Frequency (f) 18 25 30 34 26 10 143 Cumulative Frequency (c) 18 43 73 107 133 143 216 MEDIAN Solution : Percentiles Calculation We Know, 𝑀𝑛 −𝑐 𝑃𝑀 = 𝐿1 + 100 ×𝑖 𝑓 For 𝑃3 , 𝑀 = 3 𝑀𝑛 3×143 429 Here, m= = = = 4.29 100 100 100 So, Median Lies in 800-1000 and L1 =800 , f=18, c=0 and i=1000800=200. 10/2/2021 Monthly Wages (BDT) 800-1,000 1,000-1,200 1,200-1,400 1,400-1,600 1,600-1,800 1,800-2,000 Total Afzal Hossain (Assistant Professor) Frequency (f) 18 25 30 34 26 10 143 Cumulative Frequency (c) 18 43 73 107 133 143 217 MEDIAN Solution : Percentiles Calculation 𝐾𝑛 −𝑐 𝑃𝑀 = 𝐿1 + 10 ×𝑖 𝑓 4.29 − 0 𝑃3 = 800 + × 200 18 𝑃3 = 800 + .2383 × 200 𝑃3 =800+47.667 𝑃3 =847.667 4.29% Worker get wages 847.667 BDT 10/2/2021 Monthly Wages (BDT) 800-1,000 1,000-1,200 1,200-1,400 1,400-1,600 1,600-1,800 1,800-2,000 Total Afzal Hossain (Assistant Professor) Frequency (f) 18 25 30 34 26 10 143 Cumulative Frequency (c) 18 43 73 107 133 143 218 QUARTILES SOME EXAMPLES 10/2/2021 Afzal Hossain (Assistant Professor) 219 MEDIAN Question 1: Marks obtained by the 30 students of BBA-06 in Business Statistics course- 60, 65, 76, 73, 73, 90, 78, 81, 62, 92, 75, 73, 66, 66, 68, 71, 74, 83, 78, 80, 86, 61, 87, 92, 87, 86, 81, 77, 74, 83 Now, Find out median in Quartile. 10/2/2021 Afzal Hossain (Assistant Professor) 220 MEDIAN Solution : We Know, 𝑄𝐽 = 𝐿1 + 𝑗𝑛 −𝑐 4 𝑓 ×𝑖 Here, For 𝑄2 , m= 𝐽𝑛 4 =( 2 ∗ 30)/4 = 60/4 = 15 So, Median Lies in 75-79 and L1 =75 , f=5, c=13 and i=79-75=4 Marks Frequency (f) 60-64 65-69 70-74 75-79 80-84 85-89 90-94 Total 3 4 6 5 5 4 3 30 Cumulative Frequency (c) 3 7 13 18 23 27 30 MEDIAN Solution : 𝑗𝑛 −𝑐 𝑄𝐽 = 𝐿1 + 4 ×𝑖 𝑓 Q2 = 75+ 15−13 5 Q2 = 75 + 2 5 Q2 = 75 + 8 5 Q2 = 75 + 1.6 Q2 = 76.5 ×4 ×4 Marks Frequency (f) 60-64 65-69 70-74 75-79 80-84 85-89 90-94 Total 3 4 6 5 5 4 3 30 Afzal Hossain (Assistant Professor) Cumulative Frequency (c) 3 7 13 18 23 27 30 MEDIAN Question 2: The monthly income 0f 10 employees working in a firm is as follows (Average short cut) 4487 4493 4502 4446 4475 4492 4572 4516 4468 4489. Find the Quartiles. Afzal Hossain (Assistant Professor) MEDIAN Solution: 𝑗𝑛 −𝑐 4 𝑄𝐽 = 𝐿1 + ×𝑖 𝑓 Here, 𝑗𝑛 2×10 m= = =5 4 4 MONTHLY INCOME NO. OF EMPLOY (f) 4446 - 4488 4488 - 4530 4530 - 4572 4 5 1 Σf =10 So, the median lies in 4488-4530. L1 = 4488, f = 5, c = 4 and i = 4530-4488 = 42. Afzal Hossain (Assistant Professor) CUMULATIVE FREQUENCY (c) 4 9 10 MEDIAN Solution: 𝑗𝑛 −𝑐 4 𝑄𝐽 = 𝐿1 + ×𝑖 𝑓 5−4 𝑄2 = 4488 + × 42 5 42 + 5 𝑄2 = 4488 𝑄2 = 4488+8.4 𝑄2 = 4496.4 5% Worker get wages 4496.4 MONTHLY INCOME NO. OF EMPLOY (f) 4446 - 4488 4488 - 4530 4530 - 4572 4 5 1 Σf =10 Afzal Hossain (Assistant Professor) CUMULATIVE FREQUENCY (c) 4 9 10 MEDIAN Question 3: A contractor employs three types of works- male, female and children. To a male he pays Rs. 200 per day, to a female worker Rs. 150 per day and to child worker Rs. 100 per day. Now, Find out the mean by using quartile. 10/2/2021 Afzal Hossain (Assistant Professor) 226 MEDIAN Solution: Here N=3 Step-1: Sort the value- 100,150,200 (𝑁+1) (3+1) 4 Step-2: Median position: th position = th position = th 2 2 2 position = 2nd position 150 ∴ 𝑀𝑒𝑑𝑖𝑎𝑛 = = 75. 2 10/2/2021 Afzal Hossain (Assistant Professor) 227 MEDIAN Question 4: 1,500 workers are working in an industrial establishment. Their age is classified as follows. Find out the mean using quartile method. 10/2/2021 Age (yrs.) No. of workers Age (yrs.) No. of workers 18-22 22-26 26-30 120 125 280 38-42 42-46 46-50 184 162 86 30-34 34-38 260 155 50-54 54-58 75 53 Afzal Hossain (Assistant Professor) 228 MEDIAN Age (yrs.) No. of workers (fi) 18-22 20 120 22-26 24 125 -12 -1500 280 -8 -2240 Solution: 26-30 28 -1920 30-34 32 260 -4 -1040 34-38 36 155 0 0 38-42 40 184 4 736 42-46 44 162 8 1296 46-50 48 86 12 1032 50-54 52 75 16 1200 54-58 56 53 20 1060 N= 1500 10/2/2021 Deviation (di) -16 fi𝒅′ i Mid-point (mi) Afzal Hossain (Assistant Professor) Σ fi𝑑 ′ i= -1376 229 229 MEDIAN Here, 𝑗𝑛 −𝑐 = 𝐿1 + 4 ×𝑖 𝑓 750−525 Or, 𝑄4 = 30+ ×4 260 Or, 𝑄4 = 33.46 So, the average age of the workers is 33.46 10/2/2021 Afzal Hossain (Assistant Professor) 230 MEDIAN Question 5: Given below is the frequency distribution of the profit obtained by 250 companies. Find out quartile. 10/2/2021 Profits (in BDT.) 10000-20000 20000-30000 15 35 30000-40000 40000-50000 50000-60000 47 68 32 60000-70000 70000-80000 80000-90000 22 12 11 90000-100000 8 Afzal Hossain (Assistant Professor) No. of companies 231 MEDIAN Solution : We Know, 𝑗𝑛 −𝑐 4 𝑄𝐽 = 𝐿1 + ×𝑖 𝑓 Here, For 𝑄2 , 𝐽𝑛 m= = (2×250)/4= (500/4) =125 4 So, Median Lies in 40000-50000 and L1 =40000, f=68, c=97 and i=50000-40000 =10000 Monthly Wages (BDT) 10000-20000 20000-30000 30000-40000 40000-50000 50000-60000 60000-70000 70000-80000 80000-90000 90000-100000 Frequency (f) 15 35 47 68 32 22 12 11 8 Cumulative Frequency (c) 15 50 97 165 197 219 231 242 250 MEDIAN Solution: 𝑗𝑛 −𝑐 𝑄𝐽 = 𝐿1 + 4 ×𝑖 𝑓 Q2 = 40000 + (125 − 97)/68 × 10000 Q2 = 40000 + 0.411 × 10000 𝑄2 = 40000 + 4117.64 𝑄2 = 44117.64 125% Worker get wages 44117.64 Monthly Wages (BDT) 10000-20000 20000-30000 30000-40000 40000-50000 50000-60000 60000-70000 70000-80000 80000-90000 90000-100000 Frequency (f) 15 35 47 68 32 22 12 11 8 Cumulative Frequency (c) 15 50 97 165 197 219 231 242 250 MEDIAN Question 6: Find the Median from the given data using Quartiles 2. Sales 320-325 325-330 No. of companies 5 17 330-335 335-340 340-345 80 468 326 345-350 350-355 355-360 7 88 9 N=1000 MEDIAN Solution: Sales No. of companies (f) Cumulative frequency (c) 320-325 325-330 5 17 5 22 330-335 335-340 340-345 80 468(f) 326 102(c) 570 896 345-350 350-355 355-360 7 88 9 903 991 1000 N=1000 MEDIAN Solution: We Know, 𝑗𝑛 −𝑐 4 𝑄𝐽 = 𝐿1 + ×𝑖 𝑓 Here, 𝑗𝑛 m= 4 2×1000 = 4 =500 MEDIAN 𝐿1 = 335, 𝑓 = 468, 𝑖 = 340 − 335 = 5, 𝑐 = 102 𝑗𝑛 −𝑐 𝑄2 = 𝐿1 + 4 ×𝑖 𝑓 =335+ 2×1000 −102 4 468 ×5 = 335+4.252 = 339.252 10/2/2021 Afzal Hossain (Assistant Professor) 237 MEDIAN Question 7: Find the Weekly Income(BDT) No. of employees Quartiles Value from the given data. 500-550 550-600 600-650 650-700 700-750 750-800 800-850 10/2/2021 Afzal Hossain (Assistant Professor) 6 10 22 30 16 12 15 238 MEDIAN Solution: 10/2/2021 Weekly Income(BDT) 500-550 550-600 600-650 650-700 700-750 750-800 800-850 No. of employees 6 10 22 30 16 12 15 Afzal Hossain (Assistant Professor) Cumulative frequency(c) 6 16 38 68 84 96 111 239 MEDIAN Solution: We know, 𝑄𝑗 = 𝐿1 + 𝐽𝑛 −𝐶 4 𝑓 𝑗𝑛 4 ×𝑖 2×111 4 For, P2,M=2. Here, j= = = 55.5 So, median lies in 500-550 and L1=500,f=6,c=0,i=550-500=50 55.5 − 0 ∴ 𝑄𝑗 = 500 + × 50 6 Or, 𝑄𝑗 = 500 + 9.25 × 50 Or, 𝑄𝑗 = 500 + 462.5 = 962.5 We can say, 55.5% employees set weekly income is 962.5 BDT. Afzal Hossain (Assistant Professor) 240 MEDIAN Question quartile. 10/2/2021 8: Find using Weekly Rent (in Rs) No. of Persons Paying the Rent 200-400 400-600 600-800 6 9 11 800-1000 1000-1200 1200-1400 14 20 15 1400-1600 1600-1800 1800-2000 10 8 7 Afzal Hossain (Assistant Professor) 241 MEDIAN Solution: We Know, WeeklyRent (RS) 𝑗𝑛 −𝑐 4 𝑄𝐽 = 𝐿1 + ×𝑖 𝑓 Here, For 𝑄2 , 𝐽𝑛 (2×100) 200 m= = = =50 4 4 4 So, Median Lies in 1000-1200 and L1 =1000, f=20, c=40 and i=1200-1000 =200. 10/2/2021 200-400 400-600 600-800 800-1000 1000-1200 1200-1400 1400-1600 1600-1800 1800-2000 Afzal Hossain (Assistant Professor) No. Of person paying the rent (f) 6 9 11 14 20 15 10 8 7 (c) 6 15 26 40 60 75 85 93 100 242 MEDIAN Solution: 𝑗𝑛 −𝑐 𝑄𝐽 = 𝐿1 + 4 ×𝑖 𝑓 (50−40) Q2 = 1000 + × 200 20 10 Q2 = 1000 + ×200 20 𝑄2 = 1000 + 0.5 × 200 𝑄2 = 1100 50% Worker get rent 1100 10/2/2021 WeeklyRent (RS) 200-400 400-600 600-800 800-1000 1000-1200 1200-1400 1400-1600 1600-1800 1800-2000 Afzal Hossain (Assistant Professor) No. Of person paying the rent (f) 6 9 11 14 20 15 10 8 7 (c) 6 15 26 40 60 75 85 93 100 243 MEDIAN Question 9: Consider the following data and Find the quartile. Class 10-20 20-30 Frequency 12 30 10/2/2021 30-40 33 40-50 65 Afzal Hossain (Assistant Professor) 50-60 45 60-70 25 70-80 18 244 MEDIAN Solution: We Know, 𝑗𝑛 −𝑐 4 𝑄𝐽 = 𝐿1 + ×𝑖 𝑓 Here, For 𝑄2 , 𝐽𝑛 (2×228) 456 m= = = =114 Monthly Wages (BDT) 10-20 20-30 30-40 40-50 50-60 4 4 4 60-70 So, Median Lies in 40-50 and L1 =40 70-80 Frequency (f) 12 30 33 65 45 25 18 Cumulative Frequency (c) 12 42 75 140 185 210 228 , f=65, c=75 and i=50-40 =10. 10/2/2021 Afzal Hossain (Assistant Professor) 245 MEDIAN Solution: Monthly Wages (BDT) 𝑗𝑛 −𝑐 4 10-20 𝑄𝐽 = 𝐿1 + ×𝑖 20-30 𝑓 Q2 = 40 + (114 − 75)/65 × 10 30-40 40-50 Q2 = 40 + 0.6 × 10 50-60 𝑄2 = 40 + 6 = 46 60-70 70-80 Frequency (f) 12 30 33 65 45 25 18 Cumulative Frequency (c) 12 42 75 140 185 210 228 114% Worker get wages 46 10/2/2021 Afzal Hossain (Assistant Professor) 246 MEDIAN Marks Question 10: Given below is the frequency distribution of the marks obtained by 90 student. Find out Quartile. 10/2/2021 20-29 30-39 40-49 50-59 60-69 70-79 80-89 Afzal Hossain (Assistant Professor) Frequency (f) 2 12 15 20 18 10 9 Cumulative Frequency (c) 18 30 45 65 83 93 102 247 MEDIAN Solution: 𝑄𝑗 = 𝑙1 + ( Marks 𝑗𝑛−𝑐 4 𝑓 )× 𝑖 Here, l = 50 f=20 c=65 i= (59-50) = 9 10/2/2021 20-29 30-39 40-49 50-59 60-69 70-79 80-89 Frequency (f) 2 12 15 20 18 10 9 Afzal Hossain (Assistant Professor) Cumulative Frequency (c) 18 30 45 65 83 93 102 248 MEDIAN So the value of 𝑄𝑗 is, 2 4 𝑄𝑗 = 50+ ( -65) × 9 20 1.5−65 = 50+ ( )× 20 −63.5 =50+( )×9 20 9 =50+ (-3.175)× 9 =50 - 28.575 = 21.425 Afzal Hossain (Assistant Professor) 249 DECILES SOME EXAMPLES 10/2/2021 Afzal Hossain (Assistant Professor) 250 MEDIAN Question 1: Marks obtained by the 30 students of BBA-06 in Business Statistics course- 60, 65, 76, 73, 73, 90, 78, 81, 62, 92, 75, 73, 66, 66, 68, 71, 74, 83, 78, 80, 86, 61, 87, 92, 87, 86, 81, 77, 74, 83 Now, Find out the mean in decile. Afzal Hossain (Assistant Professor) 251 MEDIAN Solution : We Know, Marks 𝐾𝑛 −𝑐 𝐷𝐾 = 𝐿1 + 10 ×𝑖 𝑓 For, 𝐷2 , K=2 𝐾𝑛 (2×30) Here, m= = =6 10 10 So, Median Lies in 65-69 and L1 =65 , f=4, c=3 and i=69-65=4. 60-64 65-69 70-74 75-79 80-84 85-89 90-94 Afzal Hossain (Assistant Professor) Frequency (f) 3 4 6 5 5 4 3 Cumulative Frequency (c) 3 7 13 18 23 27 30 252 MEDIAN Solution: 𝐾𝑛 −𝑐 𝐷𝐾 = 𝐿1 + 10 ×𝑖 𝑓 𝐷2 = 65 + (6-3)/4 × 4 𝐷2 = 65 + (3/4) × 4 𝐷2 = 65 + 0.75 × 4 𝐷2 = 65 + 3 𝐷2 = 68 Marks 60-64 65-69 70-74 75-79 80-84 85-89 90-94 Frequency (f) 3 4 6 5 5 4 3 Cumulative Frequency (c) 3 7 13 18 23 27 30 6% student get 68 marks Afzal Hossain (Assistant Professor) 253 MEDIAN Question 2: The monthly income 0f 10 employees working in a firm is as follows 4487 4493 4502 4446 4475 4492 4572 4516 4468 4489 Calculating monthly income by Deciles Calculation method. 10/2/2021 Afzal Hossain (Assistant Professor) 254 MEDIAN Solution: We Know, Monthly income 𝐾𝑛 −𝑐 𝐷𝐾 = 𝐿1 + 10 ×𝑖 𝑓 For, 𝐷2 , K=2 𝐾𝑛 2×10 20 Here, m= = = =2 10 10 10 So, Median Lies in 4446-4488 and L1 =4446 , f=4, c=0 and i= 4446-4488 =42 10/2/2021 4446-4488 4488-4530 4530-4572 Total Afzal Hossain (Assistant Professor) Frequency (f) 4 5 1 10 Cumulative Frequency (c) 4 9 10 255 MEDIAN Monthly income 2−0 𝐷2 = 4446 + × 42 4 𝐷2 = 4446 + 𝐷2 = 4467 10/2/2021 1 2 × 42 4446-4488 4488-4530 4530-4572 Total Afzal Hossain (Assistant Professor) Frequency (f) 4 5 1 10 Cumulative Frequency (c) 4 9 10 256 MEDIAN Question 3: A contractor employs three types of works- male, female and children. To a male he pays Rs. 200 per day, to a female worker Rs. 150 per day and to child worker Rs. 100 per day. Now, Find out the mean by using decile. 10/2/2021 Afzal Hossain (Assistant Professor) 257 MEDIAN Solution: Here N=3 Step-1: Sort the value- 100,150,200 (𝑁+1) (3+1) 4 Step-2: Median position: th position = th position = th 2 2 2 position = 2nd position ∴ 𝑀𝑒𝑑𝑖𝑎𝑛 = 150 2 = 75. Afzal Hossain (Assistant Professor) 258 MEDIAN Question 4: 1,500 workers are working in an industrial establishment. Their age is classified as follows. Age (yrs.) Find out the median using Deciles calculation. 10/2/2021 No. of workers Age (yrs.) No. of workers 18-22 120 38-42 184 22-26 125 42-46 162 26-30 280 46-50 86 30-34 260 50-54 75 34-38 155 54-58 53 Afzal Hossain (Assistant Professor) 259 MEDIAN Solutions: We know Age (yrs.) 𝐷𝑘 = 𝐿1 +( 𝐾𝑛 −𝑐 10 𝑓 )×i For 𝐷2 ,k=2 𝐾𝑛 2×1500 Here , m= = 3000 = 10 10 10 = 300 So median lies in 26-30 and 𝐿1 =26, f=280, c=245, i=(30-26)=4 10/2/2021 No. of workers (fi) Cumulative Frequency (c) 18-22 120 120 22-26 125 245 26-30 280 525 30-34 260 785 34-38 155 940 38-42 184 1124 42-46 162 1286 46-50 86 1372 50-54 75 1447 54-58 53 1500 N= 1500 Afzal Hossain (Assistant Professor) 260 260 MEDIAN Age (yrs.) No. of workers (fi) Cumulative Frequency (c) )* I 18-22 120 120 22-26 125 245 ∗4 26-30 280 525 30-34 260 785 34-38 155 940 38-42 184 1124 42-46 162 1286 46-50 86 1372 50-54 75 1447 54-58 53 1500 We know 𝐷𝑘 = 𝐿1 +( 𝐾𝑛 −𝑐 10 𝑓 300−245 =26+ 280 55 =26+( )*4 280 =26+.78571429 =26.78 Ans: 26.78 N= 1500 10/2/2021 Afzal Hossain (Assistant Professor) 261 261 MEDIAN Question 5: Given below is the frequency distribution of the profit obtained by 250 companies. Find out decile. 10/2/2021 Profits (in BDT.) 10000-20000 20000-30000 30000-40000 40000-50000 50000-60000 60000-70000 70000-80000 80000-90000 90000-100000 Afzal Hossain (Assistant Professor) No. of companies 15 35 47 68 32 22 12 11 8 262 MEDIAN Solution: Profits 10,000-20,000 20,000-30,000 30,000-40,000 40,000-50,000 50,000-60,000 60,000-70,000 70,000-80,000 Total 10/2/2021 Frequency (f) 15 35 47 68 32 22 12 231 Afzal Hossain (Assistant Professor) Cumulative Frequency (c) 15 50 97 165 197 219 231 263 MEDIAN Here, m= 46.2, So, Median lies in 20000-30000 L1 = 20000, f=35, C=15, i=(30000-20000)=10000 𝑘𝑛 −𝑐 10 𝐷𝐾 = 𝐿1 + ×𝑖 𝑓 46.2−15 Or, 𝐷2 = 20000+ × 10000 35 Or, 𝐷2 = 28914.29 So, the solution is 28914.29. 10/2/2021 Afzal Hossain (Assistant Professor) 264 MEDIAN Question 6: Here given the following Incomplete frequency distribution. Find out decile. 10/2/2021 Sales 320-325 325-330 330-335 335-340 340-345 345-350 350-355 355-360 Total Afzal Hossain (Assistant Professor) No. of Companies 5 17 80 468 326 7 88 9 1000 265 2 MEDIAN Solution: We Know, 𝐾𝑛 −𝑐 10 𝐷𝐾 = 𝐿1 + ×𝑖 𝑓 For, 𝐷2 , K=2 𝐾𝑛 2×1000 2000 Here, m= = = =200 10 10 10 So, Median Lies in 335-340 and L1 =335 , f=468, c=102 and i= 340-335 =5 10/2/2021 Marks Frequency (f) 320-325 325-330 330-335 335-340 340-345 345-350 350-355 355-360 5 17 80 468 326 7 88 9 Afzal Hossain (Assistant Professor) Cumulative Frequency (c) 5 22 102 570 896 903 991 1000 266 MEDIAN Solution: 𝐾𝑛 −𝑐 10 𝐷𝐾 = 𝐿1 + ×𝑖 𝑓 200 − 102 𝐷2 = 335 + ×5 468 49 𝐷2 = 335+ × 234 245 𝐷2 = 335 + 234 𝐷2 = 336.05 10/2/2021 5 Marks Frequency (f) 320-325 325-330 330-335 335-340 340-345 345-350 350-355 355-360 5 17 80 468 326 7 88 9 Afzal Hossain (Assistant Professor) Cumulative Frequency (c) 5 22 102 570 896 903 991 1000 267 MEDIAN Question 7: Find the Weekly Income(BDT) No. of employees Deciles Value from the given data. 500-550 550-600 600-650 650-700 700-750 750-800 800-850 6 10 22 30 16 12 15 10/2/2021 Afzal Hossain (Assistant Professor) 268 MEDIAN Solutions: We know, 𝐾𝑛 −𝑐 10 𝐷𝐾 = 𝐿1 + ×𝑖 𝑓 For, 𝐷2 , K=2 𝐾𝑛 2×111 222 Here, m= = = =22.2 10 10 10 So, Median Lies in 600-650 and L1 =600 , f=22, c=16 and i=600650=50. 10/2/2021 Weekly Income(BDT) No. of employees(f) Cumulative frequency(c) 500-550 6 6 550-600 10 16 600-650 22 38 650-700 30 68 700-750 16 84 750-800 12 96 800-850 15 111 Afzal Hossain (Assistant Professor) 269 MEDIAN Solution: 𝐾𝑛 −𝑐 10 𝐷𝐾 = 𝐿1 + ×𝑖 𝑓 22.2 − 16 𝐷2 = 600 + × 50 22 𝐷2 = 600 + .282 × 50 𝐷2 =600+14.1 𝐷2 =614.1 22.2% Employees weekly income is 614.1 BDT. 10/2/2021 Weekly Income(BDT) No. of employees(f) Cumulative frequency(c) 500-550 6 6 550-600 10 16 600-650 22 38 650-700 30 68 700-750 16 84 750-800 12 96 800-850 15 111 Afzal Hossain (Assistant Professor) 270 MEDIAN Question 8: An incomplete distribution is given below : Variable : 10-20 20-30 30-40 40-50 50-60 60-70 70-80 Total Frequency : 12 30 33 65 45 25 18 228 Find the median using deciles. MEDIAN Solution: Variable No. of frequency (fi) Cumulative frequency(c) 10-20 20-30 30-40 40-50 50-60 60-70 70-80 12 30 33 65 45 25 18 12 42 75 140 185 210 228 Afzal Hossain (Assistant Professor) 272 MEDIAN Solution: We know, 𝐷𝑘 = 𝐿1 + 𝑘𝑛 −𝐶 10 𝑓 𝑘𝑛 10 ×𝑖 2×228 10 For, D2,M=2. Here, 𝑚 = = = 45.6 So, median lies in 600-800 and L1=600,f=11,c=15,i=800-600=200 45.6 − 15 ∴ 𝐷𝑘 = 600 + × 200 11 Or, 𝐷2 = 600 + 2.78 × 200 Or, 𝐷2 = 600 + 556.36 = 1156.36 Afzal Hossain (Assistant Professor) 273 MEDIAN Question 9: Consider the following data and calculate the deciles value? Class 10-20 Frequency 12 10/2/2021 20-30 30 30-40 33 40-50 65 Afzal Hossain (Assistant Professor) 50-60 45 60-70 25 70-80 18 274 MEDIAN Class No. of frequency (f) 𝑪𝒖𝒎𝒖𝒍𝒂𝒕𝒊𝒗𝒆 frequency 10-20 20-30 30-40 12 30 33 12 42 75 So,median lies in 30-40 and 𝐿1 =30, 40-50 50-60 60-70 65 45 25 140 185 210 f =33 70-80 18 N=228 228 Solution: We know, 𝐷k = 𝐿1 +( 𝑘𝑛 −𝐶 10 𝑓 )𝑥𝑖 For, 𝐷2 , K=2 Here,m= 𝑘𝑛 10 = 2 𝑥 228 10 = 456 10 = 45.6 C=42 and i=40-30=10 10/2/2021 Afzal Hossain (Assistant Professor) 275 MEDIAN Solution: 10-20 No. of frequency (f) 12 𝑪𝒖𝒎𝒖𝒍𝒂𝒕𝒊𝒗𝒆 frequency 12 20-30 30-40 40-50 30 33 65 42 75 140 50-60 60-70 70-80 45 25 18 185 210 228 Class We know, 𝐷k = 𝐿1 + 𝐷2 = 30+( 𝑘𝑛 −𝐶 10 𝑓 × 𝑖 45.6−42 ) 33 𝑥 10 𝐷2 = 30 + (0.109 𝑥 10) 𝐷2 = 30 + 1.09 𝐷2 = 31.09 N=228 So,45.6% of class will get the frequency of 31.09 10/2/2021 Afzal Hossain (Assistant Professor) 276 MEDIAN Question 10: Given below is the frequency distribution of the marks obtained by 90 student. Find out the Deciles (D2) of the Given Data 10/2/2021 Afzal Hossain (Assistant Professor) Marks 20-29 30-39 40-49 50-59 60-69 70-79 80-89 90-99 No. of the students 2 12 15 20 18 10 9 4 277 MEDIAN Solution: Marks No. of the students (f) Cumulative Frequency (c) 20-29 2 2 30-39 12 14 40-49 15 29 50-59 20 49 60-69 18 67 70-79 10 77 80-89 9 86 90-99 4 90 Total 90 We Know, 𝐾𝑛 −𝑐 10 𝐷𝐾 = 𝐿1 + ×𝑖 𝑓 For, 𝐷2 , K=2 𝐾𝑛 2×90 180 Here, m= = = =18 10 10 10 So, Median Lies in 30-39 and L1 =30 , f=12, c=14 and i=39-30=9. 10/2/2021 Afzal Hossain (Assistant Professor) 278 MEDIAN Solution: 𝐾𝑛 −𝑐 10 𝐷𝐾 = 𝐿1 + ×𝑖 𝑓 18 − 14 𝐷2 = 30 + ×9 12 𝐷2 = 30 + .333 × 9 𝐷2 =30 + 2.997 𝐷2 =32.997 𝐷2 =33 (Approx) So, 33 students get 18% marks. 10/2/2021 Marks No. of the students (f) Cumulative Frequency (c) 20-29 2 2 30-39 12 14 40-49 15 29 50-59 20 49 60-69 18 67 70-79 10 77 80-89 9 86 90-99 4 90 Total 90 Afzal Hossain (Assistant Professor) 279 PERCENTILE SOME EXAMPLES 10/2/2021 Afzal Hossain (Assistant Professor) 280 MEDIAN Question 1: Marks obtained by the 30 students of bba 06 in Business Statistics course. 60,65,76,73,73,90,78,81,62,92,75,73,66,66,68,71,74,83,78,80,86,6 1,87,92,87,86,81,77,74,83 Find out the 15th percentile or 𝑃15 of this frequency. 10/2/2021 Afzal Hossain (Assistant Professor) 281 MEDIAN Solution: Marks Here, for 𝑃15 𝑚𝑛 M= 60-64 65-69 70-74 75-79 80-84 85-89 90-94 = 100 15×30 100 𝑃15 = 𝐿1 + = 65+ = 4.5 𝑀𝑛 −𝐶 100 4.5−3 4 10/2/2021 𝑓 ×𝑖 × 4 = 66.5 No of people (f) 3 4 6 5 5 4 3 Afzal Hossain (Assistant Professor) Cumulitive(c) 3 7 13 18 23 27 30 MEDIAN Question 2: The monthly income 0f 10 employees working in a firm is as follows 4487 4493 4502 4446 4475 4492 4572 4516 4468 4489 Find out the 5th percentile or 𝑃5 of this frequency. 10/2/2021 Afzal Hossain (Assistant Professor) 283 MEDIAN Solution: We know, Income Employ (fi) 4446-4488 4 Cumulative (C) 4 Here, 𝑚𝑛 M= 4488-4530 5 9 1.5 So median lies in (4446-4488) So we know 𝐿1 =4446, f=4, c=0, i=(4488-4446)=42 45304572 1 N=10 10 𝑃15 = 𝐿1 + 100 15∗10 = = 100 10/2/2021 𝑀𝑛 −𝐶 100 𝑓 ×𝑖 Afzal Hossain (Assistant Professor) 284 MEDIAN Solution: We know, 𝑃15 = 𝐿1 + 𝑀𝑛 −𝐶 100 𝑓 ×𝑖 1.5−0 =4446+( )*42 4 =4446+15.75 4461.75 Income Employ (f) 4446-4488 4 Comulative (C) 4 4488-4530 5 9 45304572 1 N=10 10 Ans: 4461.75 10/2/2021 Afzal Hossain (Assistant Professor) 285 MEDIAN Question 3: A contractor employs three types of works- male, female and children. To a male he pays Rs. 200 per day, to a female worker Rs. 150 per day and to child worker Rs. 100 per day. Now, Find out the mean by using percentilies. 10/2/2021 Afzal Hossain (Assistant Professor) 286 MEDIAN Solution: here N=3 Step-1: sort the value- 100,150,200 (𝑁+1) (3+1) 4 Step-2: Median position: th position = th position = th 2 2 2 position = 2nd position ∴ 𝑀𝑒𝑑𝑖𝑎𝑛 = 150 2 = 75. Afzal Hossain (Assistant Professor) 287 MEDIAN Question 4: 1,500 workers are working in an industrial establishment. Their age is classified as follows. Age (yrs.) Find out the 3rd percentile or 𝑷𝟑 of this frequency using percentiles method. 10/2/2021 No. of workers Age (yrs.) No. of workers 18-22 22-26 26-30 120 125 280 38-42 42-46 46-50 184 162 86 30-34 34-38 260 155 50-54 54-58 75 53 Afzal Hossain (Assistant Professor) 288 MEDIAN Age(yrs.) Solution: We know, 𝑃𝑀 =𝐿1 + 𝑀𝑛 −𝐶 100 𝑓 ×𝑖 For 𝑃3 , M=3 𝑀𝑛 3×1500 Here,m= = =45 100 100 So,median lies in 18-22 and 𝐿1 =18,f=120,C=0 and i=22-18=4. Frequency(f) Cumulative Frequency(c) 18-22 120 120 22-26 125 245 26-30 280 525 30-34 260 785 34-38 155 940 38-42 184 1124 42-46 162 1286 46-50 86 1372 50-54 75 1447 54-58 53 1500 Total 10/2/2021 Afzal Hossain (Assistant Professor) 1500 289 289 MEDIAN Age(yrs.) Frequency(f) Cumulative Frequency(c) ×i 18-22 120 120 22-26 125 245 ×4 26-30 280 525 30-34 260 785 𝑃3 =18+.375×4 𝑃3 =27 34-38 155 940 38-42 184 1124 42-46 162 1286 ⸫45% worker’s age is 27 yrs. 46-50 86 1372 50-54 75 1447 54-58 53 1500 Solution: 𝑃𝑀 =𝐿1 + 𝑃3 = 18+ 𝑘𝑛 −𝑐 10 𝑓 45−0 120 Total 10/2/2021 Afzal Hossain (Assistant Professor) 1500 290 290 Question 5: Given below is the frequency distribution of the profit obtained by 250 companies. Find out the 2nd percentile or 𝑷𝟐 of this frequency using percentiles method. 10/2/2021 Profits (in BDT.) 10000-20000 20000-30000 30000-40000 40000-50000 50000-60000 60000-70000 70000-80000 80000-90000 90000-100000 Afzal Hossain (Assistant Professor) No. of companies 15 35 47 68 32 22 12 11 8 291 MEDIAN Solution: Profits (in BDT.) 10000-20000 20000-30000 30000-40000 40000-50000 50000-60000 60000-70000 70000-80000 80000-90000 90000-100000 No. of companies 15 35 47 68 32 22 12 11 Afzal Hossain (Assistant Professor) 8 Cumulative frequency (C) 15 50 97 165 197 219 231 242 250 292 MEDIAN Solution: We know, 𝑃𝑀 = 𝐿1 + 𝑀𝑛 −𝐶 100 𝑓 𝑀𝑛 100 ×𝑖 2×250 100 For 𝑃2 , M=2. Here, 𝑚 = = =5 So, median lies in 10000-20000 and 𝐿1 =10000,f=15,c=0,i=2000010000=10000 5−0 ∴ 𝑃𝑀 = 10000 + × 10000 15 Or, 𝑃2 = 10000 + 0.33 × 10000 Or, 𝑃2 = 10000 + 3300 = 13300 We can say, 5% company’s earned profit is 13300 BDT. Afzal Hossain (Assistant Professor) 293 MEDIAN Sales No. of Companies Question 6: Here given the following 320-325 5 Incomplete frequency distribution. 325-330 17 330-335 80 335-340 468 340-345 326 345-350 7 350-355 88 355-360 9 Total 1000 Find out the 53th percentile or P53 of this frequency. 10/2/2021 Afzal Hossain (Assistant Professor) 294 294 MEDIAN Solution: Here we have to calculate P53 Mn c PM L1 ( 100 )i f Here M = 53 53000 m= 53×1000= = 530 100 So the median lies here in fourth row. L1 = 335, m= 530, c = 102, i= 5 10/2/2021 Class Interval 320-325 Frequency (f) 5 Cumulative Frequency 5 325-330 330-335 335-340 17 80 468 22 102 570 340-345 345-350 350-355 326 7 88 896 903 991 355-360 Total 9 1000 1000 Afzal Hossain (Assistant Professor) 295 295 MEDIAN Mn c PM L1 ( 100 )i f P53 = 335+ (428÷468)×5 = 335+4.573 = 339.572 So the answer is 339.572 . 10/2/2021 Class Interval Frequency (f) Cumulative Frequency 320-325 325-330 5 17 5 22 330-335 335-340 340-345 80 468 326 102 570 896 345-350 350-355 355-360 7 88 9 903 991 1000 Total 1000 Afzal Hossain (Assistant Professor) 296 MEDIAN Question 7: Here given the following frequency distribution. th Find out the 30 Percentiles or P30 of this frequency. 10/2/2021 Weekly Income(BDT) No. of employees 500-550 550-600 600-650 6 10 22 650-700 700-750 750-800 30 16 12 800-850 15 Afzal Hossain (Assistant Professor) 297 MEDIAN Solution: Here, we have to calculate 𝑃30 So, Median lies in 600-650 and 𝐿1 = 600, f= 22,c=16 and i=650-600 = 50. 10/2/2021 Weekly Income(BDT) 500-550 550-600 600-650 650-700 700-750 750-800 800-850 Afzal Hossain (Assistant Professor) No. of Cumulative employees(f) Frequency (c) 6 6 10 16 22 38 30 68 16 84 12 96 15 111 298 MEDIAN Solution: Here, = 600 + 0.78636 = 600+ 39.31818 = 639.318 So, the answer is 639.318 10/2/2021 Weekly Income(BDT) 500-550 550-600 600-650 650-700 700-750 750-800 800-850 Afzal Hossain (Assistant Professor) No. of Cumulative employees(f) Frequency (c) 6 6 10 16 22 38 30 68 16 84 12 96 15 111 299 MEDIAN Weekly Rent (in Rs) Question 8: Find the median from the given data using percentile calculation. rd Find out the 3 Percentiles or 𝑷𝟑 of this frequency. 10/2/2021 200-400 400-600 No. of Persons Paying the Rent 6 9 600-800 11 800-1000 1000-1200 14 20 1200-1400 1400-1600 15 10 1600-1800 1800-2000 8 7 Afzal Hossain (Assistant Professor) 300 MEDIAN Solutions: Weekly Rent (in BDT) No. of Persons Paying the Rent (f) Cumulative Frequency (c) 200-400 6 6 400-600 9 15 600-800 11 26 800-1000 14 40 1000-12000 20 60 1200-1400 15 75 1400-1600 10 85 1600-1800 8 93 1800-2000 7 100 Total 100 We know, 𝑃𝑀 =𝐿1 + 𝑃3 =200+ 𝐾𝑛 −𝐶 10 𝑓 3−0 6 ×𝑖 ×200 𝑃3 =200+100 𝑃3 =300 3% workers weekly rent is 300 BDT. 10/2/2021 Afzal Hossain (Assistant Professor) 301 MEDIAN Solutions: Weekly Rent (in BDT) We know, No. of Persons Paying the Rent (f) Cumulative Frequency (c) 200-400 6 6 Here, m =3 400-600 9 15 600-800 11 26 800-1000 14 40 1000-12000 20 60 f=6 1200-1400 15 75 1400-1600 10 85 C=0 1600-1800 8 93 1800-2000 7 100 Total 100 So, Median lies in 200-400 and 𝐿1 =200 i=400-200=200. 10/2/2021 Afzal Hossain (Assistant Professor) 302 MEDIAN Question 9: Find the median from the given data using percentile calculation. rd Find out the 3 Percentiles or 𝑷𝟑 of this frequency. 10/2/2021 Class 10-20 20-30 30-40 40-50 50-60 60-70 70-80 Afzal Hossain (Assistant Professor) Frequency 12 30 33 65 45 25 18 303 MEDIAN Solutions: Class Frequency (f) Cumulative Frequency (c) 10-20 12 12 20-30 30 42 30-40 33 75 40-50 65 140 50-600 45 185 60-70 25 210 70-80 18 228 Total 228 We know, For ,M=3 ; m = 6.84 So,Median lies in 10-20 and 𝐿1 =10 f=12 C=0 i=20-10=10. 10/2/2021 Afzal Hossain (Assistant Professor) 304 MEDIAN Solutions : Class Frequency (f) Cumulative Frequency (c) 10-20 12 12 20-30 30 42 30-40 33 75 40-50 65 140 50-600 45 185 60-70 25 210 𝑃3 =10+2.5 70-80 18 228 𝑃3 =12.5 Total 228 We know, 𝐾𝑛 −𝐶 10 𝑃𝑀 =𝐿1 + 𝑃3 =10+ 𝑓 3−0 12 ×𝑖 ×10 Answer: 3% Classes’ Frequency is 12.5 10/2/2021 Afzal Hossain (Assistant Professor) 305 MEDIAN Question 10: Given below is the frequency distribution of the marks obtained by 90 student. Find out the 3rd Percentiles or 𝑷𝟑 of this frequency. 10/2/2021 Afzal Hossain (Assistant Professor) Marks 20-29 30-39 40-49 50-59 60-69 70-79 80-89 90-99 No. of the students 2 12 15 20 18 10 9 4 306 MEDIAN Marks Solution: We know, Pm = 𝐿1 + 𝑀𝑛 −𝐶 100 𝑓 ×i For, 𝑃3 , M = 3 Here , m = 𝑀𝑛 3×90 = = 100 100 2.7 So median 30-39 And 𝐿1 =30, f =12,C=14 i=39-30 =9 10/2/2021 20-29 30-39 40-49 50-59 60-69 70-79 80-89 90-99 Afzal Hossain (Assistant Professor) Total Frequency 2 12 15 20 18 10 9 4 90 Cumulative Frequency 2 14 29 49 67 77 86 90 307 MEDIAN Solution: 𝑃𝑚 = 𝐿1 + 𝑃3 =30 + 𝐾𝑛 ( 10 -c)×𝑖 2.7−14 ( 12 )×9 𝑃3 = 30 + (- 0.94167) × 9 𝑃3 = 21.52497 2.7 % students get marks 21.524 10/2/2021 Afzal Hossain (Assistant Professor) 308 BUSINESS STATISTICS MEAN , MEDIAN AND MODE 10/2/2021 Afzal Hossain (Assistant Professor) 309 MODE Definition: The "mode" is the value that occurs most often. If no number in the list is repeated, then there is no mode for the list. 10/2/2021 Afzal Hossain (Assistant Professor) 310 MODE Mode for Ungroup Data: For example: The Mode of 13, 18, 13, 14, 13, 16, 14, 21, 13 are : The mode is the number that is repeated more often than any other, so 13 is the mode. Marks Obtain 13 14 16 18 21 Tally Frequency IIII II 4 2 I I I 1 1 1 Total 9 10/2/2021 Afzal Hossain (Assistant Professor) 311 MODE Mode for Group Data: Mode is the value that has the highest frequency in a data set. •For grouped data, class mode (or, modal class) is the class with the highest frequency. •To find mode for grouped data, use the following formula: 𝑓1 − 𝑓0 𝑀 = 𝐿1 + ×𝑖 2𝑓1 − 𝑓0 − 𝑓2 10/2/2021 Where, 𝐿1 = The lower value of the class in which the mode lies fl = The frequency of the class in which the mode lies fo = The frequency of the class preceding the modal class f2 = The frequency of the class succeeding the modal class i = The class-interval of the modal class Afzal Hossain (Assistant Professor) 312 MODE Example: Let us take the given frequency distribution and Find out the mode. 10/2/2021 Class Intervals 30-40 40-50 50-60 60-70 70-80 80-90 90-100 Afzal Hossain (Assistant Professor) Frequency 4 6 8 12 9 7 4 313 MODE Solution: We can see from Column (2) of the table that the maximum frequency of 12 lies in the classinterval of 60-70. This suggests that the mode lies in this class- interval. Applying the formula given earlier, we get: 𝐿1 = 60, 𝑓1 = 12, 𝑓0 = 8, 𝑓2 = 9 and i=70-60=10 10/2/2021 Class Intervals (i) 30-40 40-50 50-60 60-70 70-80 80-90 90-100 Afzal Hossain (Assistant Professor) Frequency (f) 4 6 8 12 9 7 4 314 MODE Solution: Now 𝑓1 − 𝑓0 𝑀 = 𝐿1 + ×𝑖 2𝑓1 − 𝑓0 − 𝑓2 12 − 8 𝑀 = 60 + × 10 2 × 12 − 8 − 9 4 𝑀 = 60 + × 10 24 − 17 40 𝑀 = 60 + 7 M=60+5.71=65.71 10/2/2021 Class Intervals (i) 30-40 40-50 50-60 60-70 70-80 80-90 90-100 Afzal Hossain (Assistant Professor) Frequency (f) 4 6 8 12 9 7 4 315 MODE Mode for Group Data Using Method of Grouping: In several cases, just by inspection one can identify the class-interval in which the mode lies. One should see which the highest frequency is and then identify to which class-interval this frequency belongs. Having done this, the formula given for calculating the mode in a grouped frequency distribution can be applied. At times, it is not possible to identify by inspection the class where the mode lies. In such cases, it becomes necessary to use the method of grouping. This method consists of two parts: Preparation of a grouping table and Preparation of an analysis table. 10/2/2021 Afzal Hossain (Assistant Professor) 316 MODE Preparation of a Grouping Table: A grouping table has six columns, the first column showing the frequencies as given in the problem. Column 2 shows frequencies grouped in two's, starting from the top. Leaving the first frequency, column 3 shows frequencies grouped in two's. Column 4 shows the frequencies of the first three items, then second to fourth item and so on. Column 5 leaves the first frequency and groups the remaining items in three's. Column 6 leaves the first two frequencies and then groups the remaining in three's. Now, the maximum total in each column is marked and shown either in a circle or in a bold type. 10/2/2021 Afzal Hossain (Assistant Professor) 317 MODE Preparation of an Analysis Table: After having prepared a grouping table, an analysis table is prepared. On the left-hand side, provide the first column for column numbers and on the right-hand side the different possible values of mode. The highest values marked in the grouping table are shown here by a bar or by simply entering 1 in the relevant cell corresponding to the values they represent. The last row of this table will show the number of times a particular value has occurred in the grouping table. The highest value in the analysis table will indicate the classinterval in which the mode lies. 10/2/2021 Afzal Hossain (Assistant Professor) 318 MODE Example1: Find out the mode of given Data. 10/2/2021 Afzal Hossain (Assistant Professor) Size of Item 10-20 20-30 30-40 40-50 50-60 60-70 Frequency 10 18 25 26 17 4 319 MODE Solution: Preparation of a Grouping Table Size of Item 10-20 20-30 30-40 40-50 50-60 60-70 10/2/2021 1 10 18 25 26 17 4 2 28 Column Number 3 4 43 5 6 53 69 51 43 68 47 21 Afzal Hossain (Assistant Professor) 320 MODE Solution: Preparation of an Analysis Table Col No 1 2 3 4 5 6 Total 10/2/2021 10-20 1 1 20-30 Size of Item 30-40 40-50 1 50-60 1 1 1 1 1 1 1 1 1 1 1 1 1 5 5 2 3 Afzal Hossain (Assistant Professor) 60-70 1 321 MODE Solution: This is a bi-modal series as is evident from the analysis table, which shows that the two classes 30-40 and 40-50 have occurred five times each in the grouping (If the repetition of 5 is not occurred i.e. Only one 5 is occurred in analysis table then we will apply normal formula of Mode ). In such a situation, we may have to determine mode indirectly by applying the following formula: Mode = 3 ×median - 2 ×mean 10/2/2021 Afzal Hossain (Assistant Professor) 322 MEDIAN Solution (Median Calculation) : We Know 𝐿2 − 𝐿1 𝑀 = 𝐿1 + 𝑚−𝑐 𝑓 𝑛+1 100+1 = =50.5 2 2 Here, m= So, Median Lies in 30-40 L1 =30 and L2 = 40, f=25, c=28. 10/2/2021 Size of Item 10-20 20-30 30-40 40-50 50-60 60-70 Frequency (f) 10 18 25 26 17 4 Afzal Hossain (Assistant Professor) Cumulative Frequency (c) 10 28 53 79 96 100 323 MEDIAN Solution (Median Calculation) : We Know, 𝐿2 − 𝐿1 𝑀 = 𝐿1 + 𝑚−𝑐 𝑓 40 − 30 𝑀 = 30 + 50.5 − 28 25 10 𝑀 = 30 + × 22.5 25 𝑀 = 30 + .4 × 22.5 𝑀 = 30 + 9 = 39 10/2/2021 Size of Item 10-20 20-30 30-40 40-50 50-60 60-70 Afzal Hossain (Assistant Professor) Frequenc y (f) 10 18 25 26 17 4 Cumulative Frequency (c) 10 28 53 79 96 100 324 MEDIAN Solution (Mean Calculation) : We Know Here n=100, A=35, Class Interval C=10 𝑛 𝑖=1 𝑓𝑖 𝑑𝑖 μ=𝐴+ ×𝐶 𝑛 34 𝑂𝑟, μ = 35+ × 10 100 Or, μ = 35 + .34 × 10 Or, μ = 35+3.4 Or, μ=38.4 10/2/2021 Size of Item 10-20 20-30 30-40 40-50 50-60 60-70 Freque Mid-point Deviation ncy (fi) (mi) (di) 10 18 25 26 17 4 Afzal Hossain (Assistant Professor) 15 25 35 45 55 65 fidi -2 -1 0 1 2 3 -20 -18 0 26 34 12 n i=1 fi 𝑑i = 34 325 MEDIAN Solution (Mode Calculation) : Finally, Mode = 3 ×median - 2 ×mean = 3 ×39 - 2 ×38.4 = 117- 76.8 = 40.2 10/2/2021 Afzal Hossain (Assistant Professor) 326 MODE Example 2: Find out the mode of given Data. 10/2/2021 Afzal Hossain (Assistant Professor) Size of Item 10-20 20-30 30-40 40-50 50-60 60-70 Frequency 13 20 23 23 17 4 327 MODE Solution: Preparation of a Grouping Table Size of Item 10-20 20-30 30-40 40-50 50-60 60-70 10/2/2021 1 13 20 23 23 17 4 2 33 Column Number 3 4 43 5 6 56 66 46 40 63 44 21 Afzal Hossain (Assistant Professor) 328 MODE Solution: Preparation of an Analysis Table Col No 1 2 3 4 5 6 Total 10/2/2021 10-20 1 1 20-30 Size of Item 30-40 40-50 1 1 50-60 1 1 1 1 1 1 1 1 1 1 1 6 4 1 3 60-70 1 Afzal Hossain (Assistant Professor) 329 MODE Solution: From the analysis table we have fund that maximum value is 6 which lies in class interval 30-40. This suggests that the mode lies in this class- interval. Applying the formula given earlier, we get: 𝐿1 = 30, 𝑓1 = 23 , 𝑓0 = 20, 𝑓2 = 23 and i=40-30=10. Since we have maximum values. So we apply following formula. 𝑓1 − 𝑓0 𝑀 = 𝐿1 + ×𝑖 2𝑓1 − 𝑓0 − 𝑓2 10/2/2021 Afzal Hossain (Assistant Professor) Size of Item 10-20 20-30 30-40 40-50 50-60 60-70 Frequency 13 20 23 23 17 4 330 MODE Solution: Now 𝑓1 − 𝑓0 𝑀 = 𝐿1 + ×𝑖 2𝑓1 − 𝑓0 − 𝑓2 23 − 20 𝑀 = 30 + × 10 2 × 23 − 20 − 23 3 𝑀 = 30 + × 10 46 − 43 30 𝑀 = 30 + 3 M=30+10=40 10/2/2021 Size of Item 10-20 20-30 30-40 40-50 50-60 60-70 Afzal Hossain (Assistant Professor) Frequency 13 20 23 23 17 4 331 MODE Question-1: Marks obtained by the 30 students of BBA-06 in Business Statistics course60, 65, 76, 73, 73, 90, 78, 81, 62, 92, 75, 73, 66, 66, 68, 71, 74, 83, 78, 80, 86, 61, 87, 92, 87, 86, 81, 77, 74, 83 332 MODE Solutions- Mode for group data Here L1= 60 ,f1=5 ,i=5 ,f0=6 ,f2=5 We know, M = L1+ 𝑓1−𝑓0 ∗𝑖 2𝑓1−𝑓0−𝑓2 = 60 + 5−6 2∗5−6−5 = 60 (Ans) ∗5 Marks (i) 60-65 No. of people (f) 3 65-69 70-74 75-79 4 6 5 80-84 85-89 90-94 5 4 3 Total =30 MODE SOLUTION QUESTION-2 : The monthly income 0f 10 employees working in a firm is as follows (Average short cut) 4487 4493 4502 4446 4475 4492 4572 4516 4468 4489 Calculating average monthly income by Mode. 10/2/2021 Afzal Hossain (Assistant Professor) 334 MODE SOLUTION Solution (Median Calculation) : We Know, 𝐿2 −𝐿1 𝑀=𝐿1 + 𝑚−𝑐 Size of Item Frequency (f) Cumulative Frequency (c) 𝑓 4446-4478 2 2 = 5.5 4478-4510 4510-4542 3 4 5 9 So, Median Lies in 4510-4542 4542-4574 1 10 Here, m= n+1 2 = 10+1 2 𝐿1 =4510 and 𝐿2 =4542, f=4, c=5 10/2/2021 Afzal Hossain (Assistant Professor) 335 MODE SOLUTION Solution (Median Calculation) : We Know, 𝑀=𝐿1 + 𝐿2−𝐿1 𝑀=4510+ 𝑓 𝑚−𝑐 4542−4510 4 𝑀=4510+8×0.5 (5.5-5) Size of Item Frequency (f) Cumulative Frequency (c) 4446-4478 2 2 4478-4510 3 5 4510-4542 4 9 4542-4574 1 10 𝑀= 4514 10/2/2021 Afzal Hossain (Assistant Professor) 336 MODE SOLUTION Solution (Mean Calculation) : We Know Here n=10, A=4526, Class Interval C=32 μ=𝐴+ 𝑛 𝑖=1 𝑓𝑖 𝑑𝑖 ×𝐶 𝑛 −128 𝑂𝑟, μ = 4526+ × 32 10 Or, μ = 4526 − 12.8 × 32 Or, μ = 4526−409.6 Or, μ=4116.4 10/2/2021 Afzal Hossain (Assistant Professor) 337 MODE SOLUTION Size of Item Frequency (f) Mid-point (mi) Deviation (di) 4446-4478 2 4462 -32 -64 4478-4510 3 4494 -32 -96 4510-4542 4 4526 0 0 4542-4574 1 4558 32 32 n i=1 fi 𝑑i = 10/2/2021 fidi Afzal Hossain (Assistant Professor) -128 338 MODE SOLUTION Solution (Mode Calculation) : Finally, Mode = 4 ×median - 5 ×mean = 4 ×4514 - 5 ×4116.4 = 18056- 20582 = -2526 10/2/2021 Afzal Hossain (Assistant Professor) 339 MODE Question 3: A contractor employs three types of worksmale, female and children. To a male he pays Rs. 200 per day, to a female worker Rs. 150 per day and to child worker Rs. 100 per day. Now, Find out the mean by using Mode method . 10/2/2021 Salary No. of people 200 20 150 15 100 5 Afzal Hossain (Assistant Professor) 340 MODE Solutions- Mode for group data Here L1= 200 ,f1=20 ,i=50 ,f0=0 ,f2=15 We know, M= L1+ 𝑓1−𝑓0 2𝑓1−𝑓0−𝑓2 ∗𝑖 =200 +40 =240 ( Ans ) 10/2/2021 Afzal Hossain (Assistant Professor) 341 MODE Question-4: 1,500 workers are working in an industrial establishment. Their age is classified as follows. Find out the mode of given data. Age (yrs.) 10/2/2021 No. of workers 18-22 120 22-26 125 26-30 280 30-34 260 34-38 155 38-42 184 42-46 162 46-50 86 50-54 75 54-58 53 MODE Solution: Preparation of a Grouping Table Age (yrs.) 1 18-22 120 22-26 125 26-30 280 30-34 260 34-38 155 38-42 184 42-46 162 46-50 86 50-54 75 54-58 53 Column Number 2 245 3 4 5 6 665 695 405 525 540 501 415 339 346 161 599 432 248 323 128 53 214 MODE Solution: Preparation of an Analysis Table Size of Item Col No 18-22 22-26 26-30 1 1 2 1 30-34 34-38 1 1 4 1 1 1 6 Total 10/2/2021 1 46-50 50-54 54-58 1 3 5 38-42 42-46 1 1 1 1 1 4 5 3 1 1 Afzal Hossain (Assistant Professor) 344 MODE Solution: This analysis table shows that the (30-34) class has occurred 260 times in the grouping. In such a situation, we may have to determine mode directly by applying the traditional mode calculating formula. 10/2/2021 Afzal Hossain (Assistant Professor) 345 MODE Age (yrs.) Solution: Mode calculationHere , 𝐿1 = 30 𝑓1 = 260 𝑓0 = 280 𝑓2 = 155 i=30-34=4 18-22 22-26 26-30 30-34 34-38 38-42 42-46 46-50 50-54 54-58 No. of workers 120 125 280 260 155 184 162 86 75 53 MODE Age (yrs.) Solution: Now 𝑓1 − 𝑓0 𝑀 = 𝐿1 + ×𝑖 2𝑓1 − 𝑓0 − 𝑓2 260 − 280 𝑀 = 30 + ×4 2 × 260 − 280 − 155 −20 𝑀 = 30 + ×4 85 𝑀 = 30 − 0.2353 × 4 M =29.0588 No. of workers 18-22 22-26 120 125 26-30 280 30-34 34-38 260 155 38-42 42-46 46-50 184 162 86 50-54 54-58 75 53 ARITHMETIC MEAN Question-5: Find out the mode of given data. Profits (in BDT.) No. of companies 10000-20000 15 20000-30000 35 30000-40000 47 40000-50000 68 50000-60000 32 60000-70000 22 70000-80000 12 80000-90000 11 90000-100000 8 MODE Solution: Preparation of a Grouping Table Profits 10000-20000 1 15 20000-30000 35 30000-40000 47 40000-50000 68 50000-60000 32 60000-70000 22 70000-80000 12 80000-90000 11 90000-100000 8 Column Number 3 4 97 2 50 82 5 6 150 115 147 100 122 54 66 34 23 45 31 19 MODE Solution: Preparation of an Analysis Table Profits 10000- 20000- 30000- 40000- 50000- 60000- 70000- 80000- 90000Col 20000 30000 40000 50000 60000 70000 80000 90000 100000 No 1 2 3 4 5 6 Total 10/2/2021 1 1 1 1 1 3 1 1 1 1 1 1 1 1 1 6 3 Afzal Hossain (Assistant Professor) 1 1 350 MODE Solution: This analysis table shows that the (40000-50000) class has occurred six times in the grouping. In such a situation, we may have to determine mode directly by applying the traditional mode calculating method. 10/2/2021 Afzal Hossain (Assistant Professor) 351 MODE Solution: We can see from Column (2) of the table that the maximum frequency of 68 lies in the classinterval of 40000-50000. This suggests that the mode lies in this class- interval. Applying the formula, 𝑓1 − 𝑓0 𝑀 = 𝐿1 + ×𝑖 2𝑓1 − 𝑓0 − 𝑓2 Profits (in BDT.) No. of companies 10000-20000 15 20000-30000 35 30000-40000 47 40000-50000 68 50000-60000 32 60000-70000 22 70000-80000 12 80000-90000 11 90000-100000 8 MODE Solution: we get: 𝐿1 = 40000, 𝑓1 = 68, 𝑓0 = 47, 𝑓2 = 32 and i=50000-40000=10000 Now put these value in the formula, 𝑓1 − 𝑓0 𝑀 = 𝐿1 + ×𝑖 2𝑓1 − 𝑓0 − 𝑓2 68 − 47 𝑀 = 40000 + × 10000 2 × 68 − 47 − 32 21 𝑀 = 40000 + × 10000 136 − 79 𝑀 = 40000 + 3684.2105 M=43,684.2105 MODE sales 320-325 Question6: Find out the mode of given data. 325-330 companies 5 17 330-335 80 335-340 468 340-345 326 345-350 7 350-355 88 355-360 9 354 MODE Solution: Preparation of grouping table Column Number sales 1 2 320-325 5 22 325-330 17 330-335 80 335-340 468 340-345 326 345-350 7 350-355 88 355-360 9 3 4 97 102 5 6 565 548 875 794 801 333 95 104 355 MODE Sales Solution: Col No Preparation of an 1 Analyzing table 2 320325 325330 330335 335340 340345 1 355360 1 1 1 4 1 1 1 6 Total 350355 1 3 5 345350 1 1 1 1 1 1 3 6 3 1 1 356 MODE Solution: Here, 𝐿1 =335, 𝑓1 =468, 𝑓0 = 80, 𝑓2 =326 And i =340-335=5 sales No. of companies 320-325 5 325-330 17 330-335 80 335-340 468 340-345 326 345-350 7 350-355 355-360 88 9 357 MODE We know, 𝑓1 −𝑓0 M=𝐿1 + 2𝑓1 −𝑓0 −𝑓2 ×𝑖 M=335+ 468−80 2×468−80−326 M=335+ 388 530 ×5 ×5 1940 M=335+ 530 M=335+3.66 M=338.6 358 ARITHMETIC MEAN Question-7: Find out the mode of given Data. 10/2/2021 Weekly Income(BDT) 500-550 550-600 600-650 650-700 700-750 750-800 800-850 Afzal Hossain (Assistant Professor) No. of employees 6 10 22 30 16 12 15 359 MODE Solution: Preparation of a Grouping Table Weekly Income(BDT) 500-550 550-600 1 6 10 600-650 650-700 700-750 22 30 16 750-800 800-850 12 15 10/2/2021 2 Column Number 3 4 5 6 16 32 38 62 52 68 46 58 28 43 Afzal Hossain (Assistant Professor) 360 MODE Solution: Preparation of an Analysis Table 2 3 Size of Item 500-550 550-600 600-650 650-700 700-750 750-800 800-850 1 1 1 1 1 4 5 6 1 1 1 1 1 1 1 Total 1 3 6 3 Col No 1 10/2/2021 1 1 Afzal Hossain (Assistant Professor) 1 361 MODE Solution: From the analysis table we have fund that maximum value is 6 which lies in class interval 650-700. This suggests that the mode lies in this class- interval. Applying the formula given earlier, we get: 𝐿1 = 650, 𝑓1 = 30 , 𝑓0 = 23, 𝑓2 = 16 and i=550-500=50. Since we have maximum values. So we apply following formula. 𝑓1 − 𝑓0 𝑀 = 𝐿1 + ×𝑖 2𝑓1 − 𝑓0 − 𝑓2 10/2/2021 Afzal Hossain (Assistant Professor) Weekly Income(BDT) No. of employees 500-550 550-600 6 10 600-650 650-700 700-750 22 30 16 750-800 800-850 12 15 362 MODE Solution: Now 𝑓1 − 𝑓0 𝑀 = 𝐿1 + ×𝑖 2𝑓1 − 𝑓0 − 𝑓2 30 − 23 𝑀 = 30 + × 10 2 × 30 − 23 − 16 7 𝑀 = 30 + × 10 60 − 39 70 𝑀 = 30 + 21 M=30+3.33=33.33 10/2/2021 Weekly Income(BDT) No. of employees 500-550 550-600 6 10 600-650 650-700 700-750 22 30 16 750-800 800-850 12 15 Afzal Hossain (Assistant Professor) 363 ARITHMETIC MEAN Question-8: Find the arithmetic mean from the given data using short cut method 10/2/2021 Weekly Rent (in Rs) No. of Persons Paying the Rent 200-400 400-600 600-800 6 9 11 800-1000 1000-1200 1200-1400 14 20 15 1400-1600 1600-1800 10 8 1800-2000 7 Afzal Hossain (Assistant Professor) 364 MODE Solution: Grouping tableWeekly Rent (in Rs) 1 200-400 6 400-600 9 600-800 11 800-1000 14 1000-1200 20 1200-1400 15 1400-1600 10 1600-1800 8 1800-2000 7 10/2/2021 2 Column Number 3 4 5 6 15 20 26 25 34 34 35 45 49 25 45 18 33 15 25 Afzal Hossain (Assistant Professor) 365 MODE Solution: Preparation of an Analysis Table Col No 200400 400600 Marks 600800800 1000 12001400 1 10001200 1 2 1 1 14001600 3 1 1 4 1 1 1 1 1 1 3 1 5 6 1 1 1 Total 1 3 6 10/2/2021 Afzal Hossain (Assistant Professor) 16001800 18002000 366 MODE Solution: 𝐿1 = 1000, 𝑓1 = 20, 𝑓0 = 14, 𝑓2 = 15 and i=1200-1000=200 Weekly Rent (in Rs) No. of Persons Paying the Rent 200-400 400-600 600-800 6 9 11 800-1000 1000-1200 1200-1400 14 20 15 1400-1600 1600-1800 10 8 1800-2000 7 Now, 𝑓1 − 𝑓0 𝑀 = 𝐿1 + ×𝑖 2𝑓1 − 𝑓0 − 𝑓2 20 − 14 𝑀 = 1000 + × 200 2 × 20 − 14 − 15 6 𝑀 = 1000 + × 200 40 − 29 1200 𝑀 = 1000 + 11 𝑀 = 1109.09 10/2/2021 Afzal Hossain (Assistant Professor) 367 MODE Question-9: Consider the following data and Find the mode Class 10-20 20-30 Frequency 12 30 10/2/2021 30-40 33 40-50 65 Afzal Hossain (Assistant Professor) 50-60 45 60-70 25 70-80 18 368 MODE Solution: Grouping tableMarks 10-20 20-30 30-40 40-50 50-60 60-70 70-80 10/2/2021 1 12 30 33 65 45 25 18 Column Number 3 4 2 5 6 42 63 75 98 128 110 70 143 135 43 Afzal Hossain (Assistant Professor) 88 369 MODE Solution: Preparation of an Analysis Table Marks Col No 10-20 20-30 30-40 40-50 1 1 2 1 1 3 1 4 1 5 1 1 1 6 1 1 Total 1 3 6 10/2/2021 Afzal Hossain (Assistant Professor) 50-60 60-70 70-80 1 1 1 1 3 1 370 MODE Solution: We can see from Column (2) of the table that the maximum frequency of 65 lies in the classinterval of 40-50. This suggests that the mode lies in this class- interval. Applying the formula given earlier, we get: 𝐿1 = 40, 𝑓1 = 65 , 𝑓0 = 33, 𝑓2 = 45 and i=40-50=10 10/2/2021 Class (i) 10-20 20-30 30-40 40-50 50-60 60-70 70-80 Afzal Hossain (Assistant Professor) Frequency (f) 12 30 33 65 45 25 18 371 MODE Solution: 𝑀 = 𝐿 + 1 𝑓1 −𝑓0 2𝑓1 −𝑓0 −𝑓2 ×𝑖 65 − 33 𝑀 = 40 + × 10 2 × 65 − 33 − 45 32 𝑀 = 40 + × 10 130 − 78 320 𝑀 = 40 + 52 Class Intervals (i) 10-20 20-30 30-40 40-50 50-60 60-70 70-80 Frequency (f) 12 30 33 65 45 25 18 M=40+6.15=46.15 10/2/2021 Afzal Hossain (Assistant Professor) 372 MODE Question 10: Given below is the frequency distribution of the marks obtained by 90 students. Find out mode. 10/2/2021 Afzal Hossain (Assistant Professor) 373 MODE Solution: We can see from Column (2) of the table that the maximum frequency of 20 lies in the marks of 50-59. This suggests that the mode lies in this classinterval. Applying the formula given earlier, we get: 𝐿1 = 50, 𝑓1 = 20, 𝑓0 = 15, 𝑓2 = 18 and i=59-50=9 10/2/2021 Afzal Hossain (Assistant Professor) 374 MODE Solution: Grouping tableMarks 20-29 30-39 40-49 50-59 60-69 70-79 80-89 90-99 10/2/2021 1 2 12 15 20 18 10 9 4 2 14 Column Number 3 4 27 5 6 29 47 35 38 53 48 28 13 19 Afzal Hossain (Assistant Professor) 37 23 375 MODE Solution: Preparation of an Analysis Table Marks Col No 20-29 30-39 40-49 50-59 1 1 2 1 1 3 1 4 1 5 1 1 1 6 1 1 Total 1 3 6 10/2/2021 Afzal Hossain (Assistant Professor) 60-69 70-79 80-89 90-99 1 1 1 1 3 1 376 MODE Solution: Now, 𝑀 𝑀 𝑀 𝑀 𝑀 𝑓1 − 𝑓0 = 𝐿1 + ×𝑖 2𝑓1 − 𝑓0 − 𝑓2 20 − 15 = 50 + ×9 2 × 20 − 15 − 18 5 = 50 + ×9 40 − 33 45 = 50 + 7 = 56.4286 10/2/2021 Afzal Hossain (Assistant Professor) 377 THANK YOU 10/2/2021 Afzal Hossain (Assistant Professor) 378