Statistics and Probability The Probabilities and Percentiles Under the Normal Curve SENIOR HIGH SCHOOL Module 9 Quarter 1 Statistics and Probability Quarter 1 – Module 9: The Probabilities and Percentiles Under the Normal Curve First Edition, 2020 Republic Act 8293, section 176 states that: No copyright shall subsist in any work of the Government of the Philippines. However, prior approval of the government agency or office wherein the work is created shall be necessary for exploitation of such work for profit. Such agency or office may, among other things, impose as a condition the payment of royalties. Borrowed materials (i.e., songs, stories, poems, pictures, photos, brand names, trademarks, etc.) included in this module are owned by their respective copyright holders. Every effort has been exerted to locate and seek permission to use these materials from their respective copyright owners. The publisher and authors do not represent nor claim ownership over them. 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D., Mathematics Printed in the Philippines by ________________________ Department of Education – Division of Pasig City Office Address: Caruncho Avenue, San Nicolas, Pasig City Telefax: E-mail Address Statistics and Probability SENIOR HIGH SCHOOL Module 9 Quarter 1 The Probabilities and Percentiles Under the Normal Curve Introductory Message For the facilitator: Welcome to the Statistics and Probability (Senior High School) on The Probabilities and Percentiles Under the Normal Curve! This module was collaboratively designed, developed and reviewed by educators from Schools Division Office of Pasig City headed by its Officer-In-Charge Schools Division Superintendent, Ma. Evalou Concepcion A. Agustin in partnership with the Local Government of Pasig through its mayor, Honorable Victor Ma. Regis N. Sotto. The writers utilized the standards set by the K to 12 Curriculum using the Most Essential Learning Competencies (MELC) while overcoming their personal, social, and economic constraints in schooling. This learning material hopes to engage the learners into guided and independent learning activities at their own pace and time. Further, this also aims to help learners acquire the needed 21st century skills especially the 5 Cs namely: Communication, Collaboration, Creativity, Critical Thinking and Character while taking into consideration their needs and circumstances. In addition to the material in the main text, you will also see this box in the body of the module: Notes to the Teacher This contains helpful tips or strategies that will help you in guiding the learners. As a facilitator you are expected to orient the learners on how to use this module. You also need to keep track of the learners' progress while allowing them to manage their own learning. Moreover, you are expected to encourage and assist the learners as they do the tasks included in the module. For the learner: Welcome to Statistics and Probability Module on The Probabilities and Percentiles Under the Normal Curve! The hand is one of the most symbolized part of the human body. It is often used to depict skill, action and purpose. Through our hands we may learn, create and accomplish. Hence, the hand in this learning resource signifies that you as a learner is capable and empowered to successfully achieve the relevant competencies and skills at your own pace and time. Your academic success lies in your own hands! This module was designed to provide you with fun and meaningful opportunities for guided and independent learning at your own pace and time. You will be enabled to process the contents of the learning material while being an active learner. This module has the following parts and corresponding icons: Expectation - These are what you will be able to know after completing the lessons in the module Pre-test - This will measure your prior knowledge and the concepts to be mastered throughout the lesson. Recap - This section will measure what learnings and skills that you understand from the previous lesson. Lesson- This section will discuss the topic for this module. Activities - This is a set of activities you will perform. Wrap Up- This section applications of the lessons. summarizes the concepts and Valuing-this part will check the integration of values in the learning competency. Post-test - This will measure how much you have learned from the entire module. EXPECTATION Learning Objective: At the end of the learning episode, you are expected to: 1. compute probabilities and percentiles using the standard normal table. PRETEST Directio n: Choose the letter that corresponds to the correct answer. 1. Which of the following is the probability of the area less than z = 0? a. 0% b. 50% c. 75% d. 100% 2. What is the probability of the area below z = -1.25? a. 0.1056 b. 0.1038 c. 0.1025 d. 0. 3. Find the probability of the area which is at least z = 1. a. 1 b. 0.8413 c. 0.1587 d. 0 4. Compute the probability of the area in between z = -3 and z = 3. a. 0.6826 b. 0.9544 c. 0.9974 d. 1 5. Which of the following represents the above 75th percentile of the distribution? a. to the left of z=-0.675 b. to the right of z = -0.675 c. below z= 0.675 d. above z =0.675 RECAP In the previous lesson, you have learned on how to use the zTable or what we call the Table of Areas under the Normal Curve, finding the z-score values of the random variables with the use of the formula z = the population data and z = 𝑥−𝑥̅ 𝑆 𝑥−𝑢 𝜎 for for the sample data. The raw score for the random variable X was also converted using the formula X = µ + z(σ) for the population data and X = 𝑥̅ + z(s) for the sample data. This raw score X is above the LESSON mean if z is positive and it is below the mean when z is negative. The probability, or proportion, or the percentage associate with the specific sets of measurement values. The value of probability is a number from 0 to 1. All probabilities associated with the standard normal random variables can be shown as areas under the standard normal curve. In finding the probabilities under the normal curve, we will use the z-Table which is also known as Table of Areas under the Normal Curve and probability notation in equating the desired probability of an area. The Probability Notations Under the Normal Curve The following mathematical notations for a random variable are used in various solutions concerning the normal curve. P ( z < a ) denotes the probability that the z-score is less than a P ( z > a ) denotes the probability that the z-score is greater than a P ( a < z < b ) denotes the probability that the z-score is between a and b where: a and b are z-score values. Note: It is important to correctly interpret the phrases such as: P(z<a) P(z>a) P(a<z<b) less than z greater than z z is between a and b at most z not more than z below z to the left of z at least z more than z above z to the right of z Example 1: Find the probability of the area below z = 0.50. Step 1: Draw a normal curve. Step 2: Locate the z-score value. Step 3: Draw a line through z = 0.50 Step 4: Shade the region to the left of z = 0.50 Step 5: Consult the z-Table and find the area that corresponds to z = 0.50 Step 6: Examine the graph and use probability notation P(z < a) P (z < 0.50) = 0.6915 or P (z < 0.50) = 69.15% -3 P(z<0.50) = 0.6915 or 69.15% µ -1 0 0.501 -2 2 3 Z Thus, the probability of the area below z = 0.50 is 0.6915 or 69.15%. Example 2: Find the area that is at least z = -2. Step Step Step Step Step 1: 2: 3: 4: 5: Draw a normal curve. Locate the z-score value. Draw a line through z = -2.00 Shade the region to the right of z =-2.00. Consult the z-Table and find the area that corresponds to z =-2.00 and it is 0.0228 Step 6: Examine the graph and use probability notation P(z > a) = 1 – P(z < a) P (z > -2.00) = 1 – P(z<-2.00) = 1 – 0.0228 P(z >-2) = 0.9772 or 97.72% P(z>-2) = 0.9772 or 97.72% µ -3 -2 -1 0 1 2 3 Z Thus, the probability of the area that is at least z = -2 is 0.9772 or 97.72%. Example 3: Find the area between z = -1.5 and z = 2. Step 1: Draw a normal curve. Step 2: Locate the z-score value. Step 3: Draw a line through z = -1.5 and z = 2. Step 4: Shade the region between z = -1.5 and z = 2. Step 5: Consult the z-Table and find the area that corresponds to z =2 and P(-1.5<z<2) = P(z<2) – P(z<-1.5) = 0.9772 – 0.0668 = 0.9104 P(-1.5<z<2) = 0.9104 or 91.04% P(-1.5<z<2) = 0.9104 or 91.04% -3 -2 -1.5 -1 µ 0 1 2 3 Z Thus, the probability of the area between z = -1.5 and z = 2 is 0.9104 or 91.04%. Example 4: Find the 85th percentile of a normal distribution. Step Step Step Step 1.03 1: Draw the appropriate normal curve. 2: Express the given percentage as probability. 3: Refer to the z-Table. Locate the area 0.8500. 4: Find z by interpolation. Since 0.8500 is between two z-values and 1.04, find its average as follows 1.03+1.04 2 Step 5: Locate z = 1.035 under the curve in Step 1. = 2.07 2 = 1.035 Step 6: Draw a line and shade the region to the left of z = 1.035. Step 7: Describe the shaded region. The shaded region under the normal curve is the 85th percentile of the distribution. 85 % -3 -2 -1 µ 0 1.035 1 2 3 Z The 85th percentile of the distribution is the shaded region to the left of z = 1.035 as shown in the normal curve. Example 5: In a job fair sponsored by the 3 big companies, 2500 applicants applied for a job.Their mean age was found to be 35 with a standard deviation of 5 years. a. Draw a normal curve distribution showing the z-scores and the raw scores. b. What is the probability of the job applicants who are below 33 years old? c. How many applicants have ages between 28 and 44 years? d. Find the percentage of the applicants who are above 39 years old. Answer in a. -3 20 -2 25 -1 30 µ 0 35 1 40 2 45 3 50 Z X Answer in b. Step 1: Find z, when X = 33, µ = 35, σ = 5 Use the formula : z= 𝑋−µ 𝜎 Substituting to the formula: z= 33−35 z= −2 5 5 z = -0.40 Step 2: Refer to the z-Table. Locate the area -0.40 and corresponds to 0.3446. Step 3: Draw a line and shade the region to the left of z=-0.40. 0.3446 or 34.46% -3 -2 -1 20 25 30 µ 0.4 0 33 35 1 2 3 Z 40 45 50 X Thus, the probability of the job applicants who are below 33 years old is 0.3446 or 34.46%. Answer in c. Step 1: Find z, using the formula : z = 𝑋−µ 𝜎 Substituting to the formula: when X=28, µ=35, σ=5 ; for X=44, µ=35, σ=5 z= 28−35 z =− z= 5 7 44−35 9 z =5 5 z = -1.40 5 z = 1.80 Step 2: Refer to the z-Table. Locate the area z=-1.4 and z=1.8, these correspond to 0.0808 and 0.9641. Step 3: Examine the graph and use probability notation P (a<z<b) = P(z<b) - P(z<a) P(-1.4<z<1.8) = P(z<1.8) – P(z<-1.4) = 0.9641 – 0.0808 88.33% -3 20 -2 25 -1.4-1 28 30 µ 0 35 Step 4: Find the 88.33% of 2500. 1 40 1.82 4445 3 50 Z X (0.8833)(2500)=2,202.25 (Note: Round – up 2,202.25 is 2,203.) Thus, the number of applicants ages between 28 and 44 years is 2,203. Answer in d. 𝑋−µ Step 1: Find z, when X=39, µ=35, σ=5. Use the formula : z = Substituting to the formula: z = 𝜎 39−35 4 z =5 5 z = 0.80 Step 2: Refer to the z-Table. Locate the area of z=0.80 and it corresponds to 0.7881. Step 3: Draw a line and shade the region to the right of z=0.80 . Step 4: Examine the graph and use probability notation P(z > a) = 1 – P(z < a) P (z > 0.80) = 1 – P(z<0.80) = 1 – 0.7881 = 0.2119 P(z >0.80) = 21.19% 21.19% -3 20 -2 25 -1 30 µ 0 35 0.81 3940 2 45 3 50 Z X Thus, the percentage of the applicants who are above 39 years old is 21.19%. ACTIVITIES ACTIVITY 1: PRACTICE Direction: Answer the following and illustrate each under the normal curve: 1. 2. 3. 4. Compute the probability area to the left of z = -1.25. Compute the probability area above z = 1. Find the probability area between z = -0.25 and z = 1.5. Find the 90th percentile of a normal curve. 5. Compute the upper 5% of the normal curve. ACTIVITY 2: Keep Practicing Direction: In Barangay Mapagkalingap, there are 500 families who are members of SAP. Their mean of family members is 6 with a standard deviation of 2. 1. What is the probability of the families with less than 7 members? 2. How many families have 4 to 11 members? 3. Find the percentage of families with more than 9 WRAP–UP members? In finding the probabilities and percentiles under the normal curve, use the z-Table which is also known as Table of Areas under the Normal Curve and the following probability notations: denotes the probability that the z-score is less than a P(z<a) P(z>a) denotes the probability that the z-score is greater than a P ( a < z < b ) denotes the probability that the z-score is between a and b where: a and b are z-score values. The following phrases for each probability notation may also help: P(z<a) P(z>a) P(a<z<b) less than z greater than z z is between a and b at most z not more than z below z to the left of z at least z more than z above z to the right of z VALUING In our lesson, we find the probabilities and percentiles using the standard normal table. As we begin to live in reality, yes, we are giving rate or percentage for every accomplishment we have achieved in life despite of the fact that everything else falls into places. What’s most important is the feeling of gratification specially when we sacrifice ourselves for other people. What sacrifices and helps can you extend to them in time of pandemic like this Covid 19? POSTTEST I. Compute for the probabilities/percentiles of the following areas using the standard normal table, then illustrate under the normal curve. 1. the area less than z = 0 2. the area above z = 1.75 3. the area in between z = -3 and z = -1.03 4. the 75th percentile of the distribution 5. above 25th percentile of the distribution II. Given the 600 points in a loyalty card of a customer with the mean µ = 150 and standard deviation σ = 25. 1. What is the probability for less than 125 points of the costumer? 2. How many points are in between 100 and 200? 3. What is the percentage of above 220 points of the costumer? Rene R. Belecina, Elisa S. Bacay, and Efren B. Mateo, Statistics and REFERENCES Activity 2 1. 0.6915 or 69.15% 2. 418. Post Test 3. 6.68% I. 1. 0.50 or 50% 2. 0.0401 or 4.01% 3. 0.1502 or 15.02% 4. below z=0.675 5. above z=0.675 II.1. 0.1587 or 15.87% 2. 0.9544 or 95.44% 3. 0.0026 or 0.26% Activity 1 1. 0.1056 or 10.56% PRE-TEST 1. 2. 3. 4. 5. 2. 0.1587 or 15.87% 3. 0.5319 or 53.19% 4. below z = 1.285 5. above z = 1.645 b a c c b KEY TO CORRECTION Probability, REX Book Store: Philippine, 2016 Zita VJ Albacea, Ph.D., Marl John V. Ayaay, Isidro P. David, Ph.D., and Imelda E. de Mesa, Statistics and Probability, Commission on Higher Education: 2016