Question

2- Using the Pearson coefficient correlation formula on top of page 85 of the book which you can also find in "Files", please calculate the coefficient correlation using the following variables: PLEASE SHOW CALCULATION; no credit for answer without calculation. Exercise minutes GPA 25 3.6 30 4.0 20 3.8 60 3.0 45 3.7 90 3.9

155

likes
777 views

Answer to a math question 2- Using the Pearson coefficient correlation formula on top of page 85 of the book which you can also find in "Files", please calculate the coefficient correlation using the following variables: PLEASE SHOW CALCULATION; no credit for answer without calculation. Exercise minutes GPA 25 3.6 30 4.0 20 3.8 60 3.0 45 3.7 90 3.9

Expert avatar
Timmothy
4.8
99 Answers
Given Data:
- Exercise minutes (x): 25, 30, 20, 60, 45, 90
- GPA (y): 3.6, 4.0, 3.8, 3.0, 3.7, 3.9

We need to calculate the Pearson correlation coefficient using the provided formula:

r = \frac{n(\sum xy) - (\sum x)(\sum y)}{\sqrt{[n\sum x^2 - (\sum x)^2][n\sum y^2 - (\sum y)^2]}}

First, let's calculate the necessary sums and products:
1. Number of pairs ( n ): 6
2. Sum of x (Exercise minutes) = 25 + 30 + 20 + 60 + 45 + 90 = 270
3. Sum of y (GPA) = 3.6 + 4.0 + 3.8 + 3.0 + 3.7 + 3.9 = 22.0
4. Sum of xy (Product of pairs) = (25 * 3.6) + (30 * 4.0) + (20 * 3.8) + (60 * 3.0) + (45 * 3.7) + (90 * 3.9) = 983.5
5. Sum of x^2 (Squared exercise minutes) = 25^2 + 30^2 + 20^2 + 60^2 + 45^2 + 90^2 = 625 + 900 + 400 + 3600 + 2025 + 8100 = 15650
6. Sum of y^2 (Squared GPA) = 3.6^2 + 4.0^2 + 3.8^2 + 3.0^2 + 3.7^2 + 3.9^2 = 12.96 + 16 + 14.44 + 9 + 13.69 + 15.21 = 81.3

Now, plug these values into the Pearson correlation coefficient formula:

r = \frac{6(983.5) - (270)(22.0)}{\sqrt{[6(15650) - (270)^2][6(81.3) - (22.0)^2]}}

r = \frac{5901 - 5940}{\sqrt{[93900 - 72900][487.8 - 484.0]}}

r = \frac{-39}{\sqrt{21000 * 3.8}}

r = \frac{-39}{\sqrt{79800}}

r \approx -0.1381

Therefore, the Pearson correlation coefficient for the given data is approximately -0.1381.

\boxed{r \approx -0.1381}

Frequently asked questions (FAQs)
What is the maximum value of a quadratic function with vertex (-2, 3)?
+
Math question: Find the limit as x approaches 3 of [(x+2)/(x+3)] + [(x-1)/(x-3)]
+
Question: Find the basis of vectors in ℝ³ for the subspace defined by [1,2,3] and [-2,0,1].
+
New questions in Mathematics
reduction method 2x-y=13 x+y=-1
Find two natural numbers whose sum is 230 and their difference is 10. Set up the system and solve it.
String x = 5 Int y=2 System.out.println(x+y)
The expected market return is 13,86% and the risk free rate 1%. What would then be the risk premium on the common stocks of a company which beta is 1,55? (in %, 2 decimal places)
Answer the following questions regarding the expression below. 0.1 (a) Write the number as a fraction.
A job takes 9 workers 92 hours to finish. How many hours would it take 5 workers to complete the same job?
4x-3y=24 and 5x-2y=9 solve by elimination
2/3+5/6×1/2
There are four times as many roses as tulips in Claire’s garden. Claire picked half of the number of roses and 140 roses were left in the garden. How many roses and tulips were in the Garden the first?
Emma is on a 50 m high bridge and sees two boats anchored below. From her position, boat A has a bearing of 230° and boat B has a bearing of 120°. Emma estimates the angles of depression to be about 38° for boat A and 35° for boat B. How far apart are the boats to the nearest meter?
using the math and science known about the jefferson river bridge Find a truss in use and develop a load diagram. Use a load of 50 lb on each joint along the bottom of the truss for a truss that actrs as a bridge and along the top joints for a truss that acts as a roof
You are the newly appointed transport manager for Super Trucking (Pty) Ltd, which operates as a logistics service provider for various industries throughout southern Africa. One of these vehicles is a 4x2 Rigid Truck and drawbar trailer that covers 48,000 km per year. Use the assumptions below to answer the following questions (show all calculations): Overheads R 176,200 Cost of capital (% of purchase price per annum) 11.25% Annual License Fees—Truck R 16,100 Driver Monthly cost R 18,700 Assistant Monthly cost R 10,500 Purchase price: - Truck R 1,130,000 Depreciation: straight line method Truck residual value 25% Truck economic life (years) 5 Purchase price: Trailer R 370,000 Tyre usage and cost (c/km) 127 Trailer residual value 0% Trailer economic life (years) 10 Annual License Fees—Trailer R 7,700 Fuel consumption (liters/100km) 22 Fuel price (c/liter) 2053 Insurance (% of cost price) 7.5% Maintenance cost (c/km) 105 Distance travelled per year (km) 48000 Truck (tyres) 6 Trailer (tyres) 8 New tyre price (each) R 13,400 Lubricants (% of fuel cost) 2.5% Working weeks 50 Working days 5 days / week Profit margin 25% VAT 15% Q1. Calculate the annual total vehicle costs (TVC)
Solve the following equation for x in exact form and then find the value to the nearest hundredths (make sure to show your work): 5e3x – 3 = 25
When Sara was 15 years old, an uncle left her as inheritanceà a sum of 10,000 euros which he invested in a bank that applies the interest rate of 2,5% annual. Today Sara is 18 years and wants to buy a'car, how much she can ò withdraw from the bank?
Give an example of a function defined in R that is continuous in all points, except in the set Z of integers.
The mass of 120 molecules of X2C4 is 9127.2 amu. Identify the unknown atom, X, by finding the atomic mass. The atomic mass of C is 12.01 amu/atom
A diamond ring was reduced from $999.99 to $689.99. Find the percent reduction in the price. Round the answer to the nearest tenth of a percent, if necessary.
Given the word WEIRD, determine a four-letter offspring that can be formed with the letters of the word written above
Calculate the area of the parallelogram with adjacent vertices (1,4, −2), (−3,1,6) 𝑦 (1, −2,3)
A membership to the gym cost $25 per person in 1995. The membership cost has increased by an average $6 per person for each year since 1995. Write a linear equation for the cost of a gym membership for one person since 1995. What is the cost of a gym membership in 2009?