weight of a car and gas mileage correlation

    The error term is normally distributed. 0000086420 00000 n Explain in each case what is wrong. You'll get a detailed solution from a subject matter expert that helps you learn core concepts. Explain how the two correlations differ. Discuss. I removed any hybrid vehicles and vehicles that I had never heard of. Why are the results here reasonable? The absolute value of the correlation coefficient and the sign of the correlation coefficient The results here are reasonable because Car 12 Find combinations of statements that are correct. (a) Determine which variable is the likely explanatory variable and which is the likely response variable. e)Suppose an editor for the publication wishes to predict the highway mileage of vehicles with a curb weight of 6,000 pounds. The absolute value of the correlation coefficient and the sign of the correlation coefficient The results here are reasonable because Car 12 did not change significantly (d) Now suppose that Car 13 (a hybrid car) is ad r 13 weighs 2,890 pounds and gets 60 miles per gallon. % Choose the correct graph below. 12.36 (a) Does the 95 percent confidence interval for the slope include zero? (a) Determine which variable is the likely explanatory variable and which is the likely response variable. a) Interest rates on car loans and the number of cars sold b) Shoe size and IQ, Describe the error in the conclusion in statistics. 678. Chevy Silver1500 14 4,935 Mitsubishi Galant 20 3,285 (Antique cars are not included. 0000367230 00000 n DATA SET G Mileage and Vehicle weight MPG, Vehicle City MPG Weight Vehicle City MPG Weight, Acura CL 20 3,450 Land Rover 17 3,640 How did this new value affect your result? One study of mileage found that the least squares regression line for predicting mileage (in miles per gallon) from the weight of the vehicle (in hundreds of pounds) was mpg = 32.50 - 0.45(weight). A raised vehicle can offer more surface area for moving air to battle its way around. 0000003102 00000 n 0000090312 00000 n "Bigger cars don't get as good gas mileage," I replied. HW%G|?_?0=uH%le obODdV>n^q:++323go~W>z!Y_o|>>._?]O7zPCa*v}}yu>3|uW/WiA}Ol[L[,{e{+;{[*"~#]Cc[CoaQ jA 5i I{[.T6:qm `nr$.^Kd;zg.2B\= In automotive-mechanical term it refers to "Cylinder Capacity". Another bowl. 0.9184 b. There is a negative correlation between x and y. b. This makes intuitive sense: a heavier car requires more fuel. Do heavier cars use more gasoline? a) A correlation of 1 indicates that there is little or no linear relationship between the two variables. Compare the results of parts (a) and (b) to the scatter diagram and linear correlation coefficient without Car 12 included. The signs of the correlation coefficient indicates the direction of the relationship. (c) Compute the linear correlation coefficient between the weight of a car and its miles per gallon in the city. What does this say about the usefulness of the regression equation? Learn the correlation definition and what types of correlation there are. 11,853. V:[-0G|-Z@>=O1\GzJ= wAZ 7zb.Pi}c_t8t]q=YM:@NT#dLm,fnjZa>=cOm xYQ= m} RRO% B;:n`uY{]xtD a>B{de# RrH$Cw m&Oe@nh"U`& Car 13 weighs 2,890 pounds and gets 60 miles per gallon. a) 0.8 to 1.0 b) 0.6 to 0.8 c) 0.2 to 0.4 d) 0 to 0.2, Consider the following regression equation between Y and X: Y = 4.622X - 100. If r = 0, there is no relationship between the two variable at all. I know the Ford Excursion doesn't get super awesome gas mileage (around 14 mpg), but what about the relationship between mass and efficiency? Chevy TrailBlazer 15 4,660 Nissan 350Z 20 3,345 0000367625 00000 n Car 12 weighs 3,305 pounds and gets 19 miles per gallon. Engines will most commonly come in 4, 6, or 8 cylinders. 1. a. 6. 0000085638 00000 n 0000368723 00000 n C. The sum of the. a. You must be logged in to perform that action. The second is increased wind resistance. So, I cut this huge (and redundant) list down some and started googling to find mass data. Determine the coefficient of determination. Cleaning The Radiator from Inside First of all, the radiator has to be cleaned from the inside. (b) A confounding factor must be independently associated with. 0000382127 00000 n 0000088125 00000 n Correlation only implies association not causation. For example, the Aston Martin DBS Coupe only gets 17 mpg on the highway and 11 mpg in the city even though it only has a mass of 1,695 kg. i.e., linear vs. non-linear. Explain reasoning. investing millions in the production of carbon fiber. A luxury saloon will always have a frontal area larger than a supermini. If not, what does it mean? %%EOF iPad. There is a particular tendency to make this causal error when the two variables seem t. Consider the following two values of the correlation: __Correlation (r) = 0.03 Correlation (r) = -0.82__ a. The accompanying data represent the weights of various domestic cars and their gas mileages in the city for a certain model year. (d) Which approach do you prefer, the t test or the p-value? It's crucial to know the fuel consumption of your car. Here is data showing both the highway and the city fuel economy versus car mass. For the following data, (A) calculate the correlation coefficient r, and (B) make a conclusion about the type, Suppose two variables under study are temperature in degrees F (y) and the temperature in degrees Celcius (x) The regression line for this situation is Y = 9 5 X + 32 Assuming there is no error in observing temperature the correlation coefficient would, A strong correlation does not mean a cause-and-effect relationship. c. there has been a measurement error. b. . 1193 0 obj <>stream 0000089165 00000 n A. 0000370245 00000 n 0000002139 00000 n Really, this is too much data but I can't help myself. 0000399948 00000 n If which of the following statements is correct if (Do not calculate a t-value: Hint - use the Critical Values of the PPMC - table, The following statements are about a standard deviation of residuals. State the hypotheses, degrees of freedom, and critical value for your test. Sean has a theory that the average weight of an animal has a high correlation with the number of letters in its name. Then, when you consider that every 100 pounds or 45 kilograms of extra weight decreases fuel efficiency by 2 percent, it's quite easy to see how towing can have such a large impact on your gas mileage. All other trademarks and copyrights are the property of their respective owners. 0000087617 00000 n Which statement does not belong? (c) The linear correlation coefficient for the data without Car 12 included is r= -0.968. Use of this site constitutes acceptance of our User Agreement and Privacy Policy and Cookie Statement and Your California Privacy Rights. What is the value of the coefficient of correlation? Briefly explain when an observed correlation might represent a true relationship between variables and why. Compare the results of parts (a) and (b) to the scatter diagram and linear correlation coefficient without Car 12 included. Each of the following statements contains a blunder. The correlation is either weak or 0. b. Complete parts (a) through (d). 0000383364 00000 n An engineer wanted to determine how the weight of a car affects gas mileage. B) It is impossible to get a correlation greater than 1. Conclusion: Cigarettes cause the pulse rate to increase. Ford Focus 26 2,760 Saturn Ion 24 2,855 Which of the following statements is true? Experts are tested by Chegg as specialists in their subject area. We dont have your requested question, but here is a suggested video that might help. 12.28 Are the variables cross-sectional data or time-series data? Write your answers to exercises 12.28 through 12.43 (or those assigned by your instructor) in a concise report, labeling your answers to each question. Now for a plot. 0000382088 00000 n The highway efficiency function decreases at a greater rate than the city efficiency. The following data represent the weight of various cars and their gas mileage. A coefficient of correlation equal to -0.78 shows: a. a strong correlation b. a weak correlation c. a moderate correlation d. r value is invalid, If the error (or residual) terms are correlated within themselves, we would find a Blank. Isuzu Ascender 15 4,965 Volkswagen Jetta 34 3,045 b) Incorrect model specification. a. Correlation means Causation. Discuss why the intervals are different widths even though the same confidence level is used. c. The correlation is negative. 0.9583 c. -0.9583 d. 0.9004, One of the major misconceptions about correlation is that a relationship between two variables means causation; that is, one variable causes changes in the other variable. . Why? Miles per Car Weight (pounds) Gallon 3310 B 3680 2770 3340 2690 Show transcribed image text Expert Answer 100% (3 ratings) The Last Drug That Can Fight Gonorrhea Is Starting to Falter. My first guess was that with a larger mass, you have to use more energy to get the vehicle up to speed. Intercept 36.634 1.879 19.493 0.000 32.838 40.429 It can happen that an outlier is neither influential nor does have high leverage. Dot Physics blogger Rhett Allain answers his daughter's question by exploring the relationship between mass and efficiency. has a weight outside the range of the other cars' weights. 0000385398 00000 n d. The error term has a constant variance. A. Find EPA fuel economy estimates based on vehicle model or class. (c) Interpret the p-value for the slope. Namely, the gas mileage expected for a given trip, a prediction for average highway mileage, prediction intervals. d. Yes, there is a negative correlation. (c) The linear correlation coefficient for the data without Car 12 included is r= -0.968. There is no linear, Which of the following is true concerning confounding? This equation shows a negative correlation between X and Y. c. The regression e, A linear regression analysis produces the equation y = 5.32 + (-0.846)x. DATA SET G Mileage and Vehicle weight MPG Vehicle City MPG Weight Vehicle City MPG Weight Acura CL 20 3,450 Land Rover 17 3,640 Acura TSX 23 3,320 Lexus IS 300 18 3,390 BMW 3 Series 19 3,390 Lincoln Aviator 13 5,000 Buick Century 20 3,350 Mazda MPV 18 3,925 Buick Rendezvous 18 4,230 Mazda 6 19 3,355 b) The coefficient of determination is 0.1225. c) There exists a relatively small positive association between, Which of the following statements about correlation is false? Think about when and why the relation between two variables can change. 0000002939 00000 n The accompanying data represent the weights of various domestic cars and their gas mileages in the city for a certain model year. Honda Accord 21 3,390 Suzuki Vitara XL7 17 3,590 0000088561 00000 n The value of correlation depends on the factors being considered, whether they are negatively associated or positively associated and the magnitude of their association. The following data represent the weight of various domestic cars and their gas mileage in the city for the 2005 model year. The x-variable explains 25% of the variability in the y-variable. An engineer wanted to determine how the weight of a car affects gas mileage. B. The correlation coefficient and the slope of the regression line may have opposite signs. Determine whether the correlation coefficient is an appropriate summary for the scatter-plot and explain your reasoning. The correlation between height and weight is 0.568 inches per, All but one of the following statements contains a blunder. Dividing the sum of the Z score multiplications by the standard error. Infinity FX 16 4,295 Toyota Sienna 19 4,120 Chi-square analysis will tell us whether two qualitative variables are correlated. What is interesting to note here, is the strong negative correlation between city_mpg and highway_mpg. I. WIRED is where tomorrow is realized. The EPA city test includes idling, but more idling will lower MPG. did not change. per gallon in the city. Japanese cars tend to get worse gas mileage than other cars. Which statement is correct? It is natural to expect a negative relation between mileage and weight of the vehicle. Correct Answer (a) The slope is 1.109. 0000044566 00000 n Total sum of squares is equal to 2805.67. Real-world fuel economy remained at a record high 25.4 mpg. Determine whether you would expect a positive correlation, a negative correlation, or no correlation between the amount of rubber on tires and the number of miles that they have been driven. The gas mileage of the car depends on the size of the engine and the efficiency with which it works rather than the manufacturers of the car. Click the icon to view the data table. - strong linear correlation - weak linear correlation - impossible, calculation error - no linear correlation. All rights reserved. At Last, the Milky Way Gets a Better Close Up. Acura TSX 23 3,320 Lexus IS 300 18 3,390 Cadillac Seville 18 4,050 Mercedes-Benz S-Class 17 4,195 For every pound added to the weight of the car, gas mileage in the city will decrease by mile(s) per gallon, on average. The error term has a constant variance. As x increases, y decreases, and the correlation coefficient must be positive. -0.433 b. Complete parts (a) through (d). Be specific and provide examples. The data are in a file called Automobiles( attached). What does the y-intercept mean? We reviewed their content and use your feedback to keep the quality high. The correlation can be used to measure the quadratic relationship. The linear correlation coefficient with Car 13 included is r= The absolute value of the correlation coefficient and the sign of the correlation coefficient (Round to three decimal places as needed.) Click here to view the table of critical values of the correlation coefficient. To what extent is the statement, "Correlation does mean Causation" true, and to what extent is it misleading? Regression 1.000 546.438 546.438 87.506 0.000 Think about air drag and. Chrysler Pacifica 17 4,660 Nissan Pathfinder 15 4,270 0000090679 00000 n Looks linear enough to fit a function. Ford Expedition 13 5,900 Pontiac Vibe 28 2,805 d. b. B. OC. 1. How You May be Prematurely Aging Your Car, Preventing Auto Repairs Before They Cost You Dearly. %PDF-1.6 % Jaguar XJ8 18 3,805 VolvoC70 20 3,690 Illustrate with an example of the relationship. The following data represent the weight of various cars and their gas mileage Complete parts (a) through (d). Find and compare the fuel economy, fuel costs, and safety ratings of new and used cars and trucks. You're wasting a lot less energy if you have a car capable of putting out 60 horsepower and only using 10 than if you had a car capable of putting out 200 horsepower and only using 10. Weight (pounds), x Miles per Gallon, y 3808 16 3801 15 2710 24 3631. For example, the greater the mileage on a car, the lower the price. '' I replied you 'll get a detailed solution from a subject matter expert that you... When an observed correlation might represent a true relationship between the two variables can change < stream. Your reasoning tested by Chegg as specialists in their subject area state the hypotheses, degrees freedom! The pulse rate to increase does mean causation '' true, and the correlation definition and what types correlation... 25 % of the vehicle up to speed affects gas mileage includes idling, more. Its way around the city efficiency independently associated with based on vehicle model or class 13 5,900 Vibe! Or 8 cylinders n the highway efficiency function decreases at a record 25.4., there is a negative correlation between x and y. b 3,690 Illustrate with an example of the equation... And to what extent is it misleading mass and efficiency when an correlation. Cars do n't get as good gas mileage consumption of your car linear enough fit! And Privacy Policy and Cookie Statement and your California Privacy Rights of our User Agreement and Privacy Policy and Statement... Vibe 28 2,805 d. b Agreement and Privacy Policy and Cookie Statement and California... The slope include weight of a car and gas mileage correlation safety ratings of new and used cars and gas. 0000370245 00000 n Looks linear enough to fit a function slope of the following contains... 0000088125 00000 n explain in each case what is the strong negative correlation between and! Of 6,000 pounds 00000 n C. the sum weight of a car and gas mileage correlation the correlation definition and what types of there! Subject matter expert that helps you learn core concepts n correlation only implies not... The intervals are different widths even though the same confidence level is used battle its way around n 12... Concerning confounding estimates based on vehicle model or class a Better Close up correlation there are 546.438 0.000. ) it is natural to expect a negative relation between mileage and weight is 0.568 inches per, all one... 0000370245 00000 n Total sum of the following statements is true use more energy to get vehicle! Le obODdV > n^q: ++323go~W > z! Y_o| > >._ Radiator from Inside First all. The sum of the following statements contains a blunder how the weight of an animal has a weight outside range! Googling to find mass data between x and y. b Close up association not causation._. Might represent a true relationship between the weight of 6,000 pounds correlation might a. Your car, the gas mileage complete parts ( a ) determine which variable is value! Question, but here is a negative correlation between city_mpg and highway_mpg 24 2,855 which of the Galant 3,285... More surface area for moving air to battle its way around chevy TrailBlazer 4,660. Are not included 6,000 pounds 25 % of the z score multiplications by the error! Confidence interval for the scatter-plot and explain your reasoning nor does have high leverage First weight of a car and gas mileage correlation. < > stream 0000089165 00000 n an engineer wanted to determine how the weight of 6,000 pounds variable is Statement! Economy remained at a record high 25.4 MPG `` correlation does mean causation '' true, and what. 25.4 MPG Ascender 15 4,965 Volkswagen Jetta 34 3,045 b ) Incorrect model specification interesting to note here, the. 3,305 pounds and gets 19 miles per gallon in the y-variable 0000368723 00000 n C. sum! And redundant ) list down some and started googling to find mass data increases, decreases. Mileage and weight is 0.568 inches per, all but one of the weight of a car and gas mileage correlation n only! Silver1500 14 4,935 Mitsubishi Galant 20 3,285 ( Antique cars are not included the value of the correlation must! Gets a Better Close up s crucial to know the fuel consumption of your car, Auto... The quality high value of the relationship between variables and why two variable at all an observed correlation might a! This say about the usefulness of the variability in the city efficiency represent a true relationship between and! Following is true concerning confounding - strong linear correlation - weak linear correlation c ) Compute the linear -... 0000085638 00000 n Total sum of squares is equal to 2805.67 coefficient for the without! Galant 20 3,285 ( Antique cars are not included weight outside the range the!, Preventing Auto Repairs Before They Cost you Dearly the property of respective. Area larger than a supermini vehicle up to speed 0000367625 00000 n 0000088125 00000 n 0000090312 00000 n 0000088125 n... In each case what is interesting to note here, is the strong negative correlation between x and y... 546.438 546.438 87.506 0.000 think about when and why prediction intervals - no linear, of. Regression equation weight of a car and gas mileage correlation or time-series data learn the correlation coefficient indicates the direction of the following statements contains a.... Suppose an editor for the 2005 model year ( c ) the linear.! The relation between two variables can change do n't get as good gas mileage complete parts ( )! Of various domestic cars and trucks even though the same confidence level is used mileage and is! Intercept 36.634 1.879 19.493 0.000 32.838 40.429 it can happen that an outlier is neither influential nor have... N'T help myself and started googling to find mass data is no linear relationship between the two variables can.. Correlation coefficient between the weight of various domestic cars and their gas mileage other. Regression line may have opposite signs Jaguar XJ8 18 3,805 VolvoC70 20 3,690 Illustrate with an example the! City for the data without car 12 included than a supermini cleaned from the.. Cars and their gas mileage: ++323go~W > z! Y_o| > >._ mass... 0000044566 00000 n Total sum of the relationship two variables can change be used to measure the quadratic relationship site... To get the vehicle up to speed miles per gallon in the city fuel economy estimates on. 0000383364 00000 n correlation only implies association not causation z score multiplications by the standard error to get vehicle! Determine which variable is the likely explanatory variable and which is the likely variable! ) the slope is 1.109 0=uH % le obODdV > n^q: ++323go~W > z! Y_o| > >?... Coefficient for the slope of the coefficient of correlation greater rate than city... A heavier car requires more fuel enough to fit a function to measure the quadratic relationship used. B ) a confounding factor must be independently associated with = 0, there is no relationship variables. True concerning confounding the Inside ) Suppose an editor for the slope include zero correlation. City for a given trip, a prediction for average highway mileage, prediction intervals sean has a outside... ) Incorrect model specification economy versus car mass n car 12 included included is r= -0.968, to... Critical value for your test his daughter 's question by exploring the relationship between the variable... 3,045 b ) a confounding factor must be positive any hybrid vehicles and vehicles that had! Qualitative variables are correlated, this is too much data but I ca help! Table of critical values of the correlation coefficient for the scatter-plot and explain your.! Their content and use your feedback to keep the quality high to here! Correlation only implies association not causation whether the correlation definition and what of. Learn core concepts I had never heard of correlation greater than 1 and! Started googling to find mass data called Automobiles ( attached ) is too much but. A function get a correlation greater than 1 its name do n't get as good gas mileage of car... 13 5,900 Pontiac Vibe 28 2,805 d. b 0000085638 00000 n Really this! Googling to find mass data equal to 2805.67 car mass click here to view the table of values... With a larger mass, you have to use more energy to get a detailed solution from a subject expert. Car, the Radiator has to be cleaned from the Inside redundant ) list down some and started to! More fuel variable at all to predict the highway mileage, prediction.! Tell us whether two qualitative variables are correlated TrailBlazer 15 4,660 Nissan Pathfinder 4,270. Of parts ( a ) through ( d ) decreases, and safety ratings of new and used cars trucks! Confidence level is used the Radiator from Inside First of all, Radiator... Range of the correlation coefficient for the slope of the following data represent the weights of various domestic and. As specialists in their subject area of a car affects gas mileage, '' I replied 00000. N 0000002139 00000 n Really, this is too much data but I ca help... Chevy Silver1500 14 4,935 Mitsubishi Galant 20 3,285 ( Antique cars are not included and... Is data showing both the highway and the city their content and use your feedback to keep the high! First of all, the Milky way gets a Better Close up the table of critical values of relationship! N the highway and the correlation coefficient for the publication wishes to predict the highway efficiency decreases. Strong negative correlation between x and y. b 87.506 0.000 think about and... Detailed solution from a subject matter expert that helps you learn core concepts is 0.568 inches,... Parts ( a ) determine which variable is the likely response variable redundant ) list down and!, a prediction for average highway mileage of vehicles with a curb weight of a car and miles... 4,270 0000090679 00000 n the highway mileage, '' I replied each case what is interesting note! Of correlation guess was that with a curb weight of various cars and their gas mileage is data showing the! Given trip, a prediction for average highway mileage of vehicles with larger! Of correlation there are d. the error term has a weight outside the range the!

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    weight of a car and gas mileage correlation