Mathematics with Applications In the Management, Natural, and Social Sciences (12th Edition)
Mathematics with Applications In the Management, Natural, and Social Sciences (12th Edition)
12th Edition
ISBN: 9780134767628
Author: Margaret L. Lial, Thomas W. Hungerford, John P. Holcomb, Bernadette Mullins
Publisher: PEARSON
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Concept explainers

Correlation
Correlation defines a relationship between two independent variables. It tells the degree to which variables move in relation to each other. When two sets of data are related to each other, there is a correlation between them.
Linear Correlation
A correlation is used to determine the relationships between numerical and categorical variables. In other words, it is an indicator of how things are connected to one another. The correlation analysis is the study of how variables are related.
Regression Analysis
Regression analysis is a statistical method in which it estimates the relationship between a dependent variable and one or more independent variable. In simple terms dependent variable is called as outcome variable and independent variable is called as p…
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Chapter 3.5, Problem 31E

Polynomial Models Use a graphing calculator to do the following cubic and quartic regression problems. (See Examples 5 and 6.)

Consumer Confidence The Conference Board's consumer confidence index (CCl) is listed for the years 2008 to 2015 in the table below. (Data from: The Conference Board.)

Year 2008 2009 2010 2011 2012 2013 2014 2015
CCI 88 40 57 65 62 58 79 104

a. Plot the data with x = 8 corresponding to the year 2008.

b. Use quartic regression to find a fourth-order polynomial function f ( x ) that models these data.

c. Graph y = f ( x ) on the same screen as the data points. Does the graph appear to be a reasonable model for these data?

d. What does the model estimate for the CCI in 2015? Is this close to the actual index value shown in the table?

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Chapter 3 Solutions

Mathematics with Applications In the Management, Natural, and Social Sciences (12th Edition)

Ch. 3.1 - Checkpoint 1 Find the domain and range of the...Ch. 3.1 - Checkpoint 2 Do the following define...Ch. 3.1 - Checkpoint 3 Do the following define y as a...Ch. 3.1 - Checkpoint 4 Give the domain of each...Ch. 3.1 - Checkpoint 5 Let Find the...Ch. 3.1 - Prob. 6CPCh. 3.1 - Prob. 7CPCh. 3.1 - For each of the following rules, state whether it...Ch. 3.1 - For each of the following rules, state whether it...Ch. 3.1 - For each of the following rules, state whether it...
Ch. 3.1 - For each of the following rules, state whether it...Ch. 3.1 - For each of the following rules, state whether it...Ch. 3.1 - For each of the following rules, state whether it...Ch. 3.1 - For each of the following rules, state whether it...Ch. 3.1 - For each of the following rules, state whether it...Ch. 3.1 - For each of the following rules, state whether it...Ch. 3.1 - For each of the following rules, state whether it...Ch. 3.1 - State the domain of each function. (See Example...Ch. 3.1 - State the domain of each function. (See Example...Ch. 3.1 - Prob. 13ECh. 3.1 - State the domain of each function. (See Example...Ch. 3.1 - State the domain of each function. (See Example...Ch. 3.1 - State the domain of each function. (See Example...Ch. 3.1 - State the domain of each function. (See Example...Ch. 3.1 - State the domain of each function. (See Example...Ch. 3.1 - State the domain of each function (See Example...Ch. 3.1 - State the domain of each function. (See Example...Ch. 3.1 - State the domain of each function. (See Example...Ch. 3.1 - State the domain of each function. (See Example...Ch. 3.1 - For each of the following functions,...Ch. 3.1 - For each of the following functions,...Ch. 3.1 - For each of the following functions,...Ch. 3.1 - For each of the following functions,...Ch. 3.1 - Prob. 28ECh. 3.1 - For each of the following functions, find (a) (b)...Ch. 3.1 - Prob. 29ECh. 3.1 - Prob. 30ECh. 3.1 - Prob. 31ECh. 3.1 - For each of the following functions, find (a) (b)...Ch. 3.1 - For each of the following functions, find (a) (b)...Ch. 3.1 - For each of the following functions, find (a) (b)...Ch. 3.1 - For each of the following functions, find (a)...Ch. 3.1 - For each of the following functions, find (a)....Ch. 3.1 - For each of the following functions, find (a) (b)...Ch. 3.1 - For each of the following functions, find (a) (b)...Ch. 3.1 - For each of the following functions, find (See...Ch. 3.1 - For each of the following functions, find f(p);...Ch. 3.1 - For each of the following functions, find (a) (b)...Ch. 3.1 - For each of the following functions, find (a) (b)...Ch. 3.1 - For each of the following functions, find the...Ch. 3.1 - For each of the following functions, find the...Ch. 3.1 - For each of the following functions, find the...Ch. 3.1 - For each of the following functions, find the...Ch. 3.1 - Use a calculator to work these exercises. (See...Ch. 3.1 - Use a calculator to work these exercises. (See...Ch. 3.1 - Use a calculator to work these exercises. (See...Ch. 3.1 - Use a calculator to work these exercises. (See...Ch. 3.1 - Use a calculator to work these exercises. (See...Ch. 3.1 - Use a calculator to work these exercises. (See...Ch. 3.1 - Use a calculator to work these exercises. (See...Ch. 3.1 - Use a calculator to work these exercises. (See...Ch. 3.1 - Prob. 55ECh. 3.1 - Use a calculator to work these exercises. (See...Ch. 3.1 - Use a calculator to work these exercises. (See...Ch. 3.1 - Prob. 58ECh. 3.1 - Use the table feature of a graphing calculator to...Ch. 3.1 - Use the table feature of a graphing calculator to...Ch. 3.2 - Checkpoint 1 Graph g(x)=35x.Ch. 3.2 - Checkpoint 2 Graph Ch. 3.2 - Checkpoint 3 Graph f(x)={2x3ifx1x2ifx1.Ch. 3.2 - Checkpoint 4 Graph each function. f(x)=|x4|...Ch. 3.2 - Prob. 5CPCh. 3.2 - Checkpoint 6 Graph y=[12x+1].Ch. 3.2 - Prob. 7CPCh. 3.2 - Prob. 8CPCh. 3.2 - Prob. 9CPCh. 3.2 - Graph each function. (See Examples 1–4.) 1. Ch. 3.2 - Graph each function. (See Examples 1–4.) 2. Ch. 3.2 - Graph each function. (See Examples 1–4.) 3. Ch. 3.2 - Graph each function. (See Examples 1–4.) 4. Ch. 3.2 - Graph each function. (See Examples 1–4.) 5. Ch. 3.2 - Graph each function. (See Examples 1–4.) 6. Ch. 3.2 - Prob. 7ECh. 3.2 - Prob. 8ECh. 3.2 - Prob. 9ECh. 3.2 - Graph each function. (See Examples 1–4.) 10. Ch. 3.2 - Graph each function. (See Examples 1–4.) 11. Ch. 3.2 - Graph each function. (See Examples 1–4.) 12. Ch. 3.2 - Graph each function. (See Examples 1–4.) 13. Ch. 3.2 - Graph each function. (See Examples 1–4.) 14. Ch. 3.2 - Graph each function. (See Examples 1–4.) 15. Ch. 3.2 - Prob. 16ECh. 3.2 - Prob. 17ECh. 3.2 - Prob. 18ECh. 3.2 - Prob. 19ECh. 3.2 - Prob. 20ECh. 3.2 - Prob. 21ECh. 3.2 - Postal Rates Theaccompanying table gives rates...Ch. 3.2 - Prob. 23ECh. 3.2 - Prob. 24ECh. 3.2 - Graph each function. (See Examples 7–9.) 31. Ch. 3.2 - Graph each function. (See Examples 7–9.) 32. Ch. 3.2 - Determine whether each graph is a graph of a...Ch. 3.2 - Determine whether each graph is a graph of a...Ch. 3.2 - Determine whether each graph is a graph of a...Ch. 3.2 - Determine whether each graph is a graph of a...Ch. 3.2 - Determine whether each graph is a graph of a...Ch. 3.2 - Determine whether each graph is a graph of a...Ch. 3.2 - Use a graphing calculator or other technology to...Ch. 3.2 - Prob. 34ECh. 3.2 - Prob. 35ECh. 3.2 - Prob. 36ECh. 3.2 - Work these exercise. (See Examples 2, 3, 10, and...Ch. 3.2 - Work these exercise. (See Examples 2, 3, 10, and...Ch. 3.2 - Work these exercises. (See Examples 2, 3, 10, and...Ch. 3.2 - See Examples 2, 3, 10 and 11 as you do Exercises...Ch. 3.2 - Prob. 41ECh. 3.2 - Work these exercises. (See Examples 2, 3, 10, and...Ch. 3.2 - Work these exercises. (See Examples 2, 3, 10, and...Ch. 3.2 - Work these exercises. (See Examples 2, 3, 10, and...Ch. 3.2 - Work these exercises. (See Examples 2, 3, 10, and...Ch. 3.2 - Work these exercises. (See Examples 2, 3, 10, and...Ch. 3.2 - Prob. 48ECh. 3.2 - 59. Business Sarah Hendrickson needs to rent a van...Ch. 3.2 - Prob. 50ECh. 3.2 - Prob. 51ECh. 3.2 - Prob. 52ECh. 3.3 - Checkpoint 1 The total cost of producing 10...Ch. 3.3 - Prob. 2CPCh. 3.3 - Prob. 3CPCh. 3.3 - Prob. 4CPCh. 3.3 - Prob. 5CPCh. 3.3 - Prob. 6CPCh. 3.3 - Checkpoint 7 Suppose price and quantity demanded...Ch. 3.3 - Prob. 8CPCh. 3.3 - Business Write a cost function for each of the...Ch. 3.3 - Prob. 2ECh. 3.3 - Prob. 3ECh. 3.3 - Prob. 4ECh. 3.3 - Business Assume that each of the given situations...Ch. 3.3 - Prob. 6ECh. 3.3 - Business Assume that each of the given situations...Ch. 3.3 - Prob. 8ECh. 3.3 - Prob. 9ECh. 3.3 - Prob. 10ECh. 3.3 - Prob. 11ECh. 3.3 - Business In Exercises 9–12, a cost function is...Ch. 3.3 - Business Work these exercises. (See Example...Ch. 3.3 - Prob. 14ECh. 3.3 - Business Work these exercises. (See Example...Ch. 3.3 - Business Work these exercises. (See Example...Ch. 3.3 - Prob. 17ECh. 3.3 - Business Work these problems. (See Example...Ch. 3.3 - Business Work these problems. (See Examples 2 and...Ch. 3.3 - 20. In deciding whether to set up a new...Ch. 3.3 - Business Work these problems. (See Example 5.)...Ch. 3.3 - Business Work these problems. (See Example 5.) Gas...Ch. 3.3 - Business Work these problems. (See Example...Ch. 3.3 - Prob. 24ECh. 3.3 - Prob. 25ECh. 3.3 - Prob. 26ECh. 3.3 - Prob. 27ECh. 3.3 - Prob. 29ECh. 3.3 - Prob. 30ECh. 3.3 - Prob. 31ECh. 3.3 - Prob. 32ECh. 3.3 - Prob. 33ECh. 3.3 - Prob. 34ECh. 3.3 - 35. The revenue (in millions of dollars) from the...Ch. 3.3 - Prob. 36ECh. 3.3 - Prob. 37ECh. 3.3 - Business Suppose you are the manager of a firm....Ch. 3.3 - Business Suppose you are the manager of a firm....Ch. 3.3 - Prob. 40ECh. 3.3 - Prob. 41ECh. 3.3 - Business Suppose you are the manager of a firm....Ch. 3.3 - Prob. 44ECh. 3.3 - Prob. 45ECh. 3.3 - Prob. 46ECh. 3.3 - Prob. 47ECh. 3.3 - Prob. 48ECh. 3.3 - Economics Work the following exercises. (See...Ch. 3.3 - Economics Work the following exercises. (See...Ch. 3.3 - 51. Let the supply and demand for bananas in cents...Ch. 3.3 - Economics Work the following exercises. (See...Ch. 3.3 - Prob. 53ECh. 3.3 - Prob. 54ECh. 3.4 - Checkpoint 1 Graph each quadratic...Ch. 3.4 - Prob. 2CPCh. 3.4 - Prob. 3CPCh. 3.4 - Prob. 4CPCh. 3.4 - Prob. 5CPCh. 3.4 - Prob. 6CPCh. 3.4 - Prob. 1ECh. 3.4 - Prob. 2ECh. 3.4 - The graph of each of the functions in Exercises...Ch. 3.4 - The graph of each of the functions in Exercises...Ch. 3.4 - Without graphing, determine the vertex of the...Ch. 3.4 - Without graphing, determine the vertex of the...Ch. 3.4 - Without graphing, determine the vertex of the...Ch. 3.4 - Without graphing, determine the vertex of the...Ch. 3.4 - Prob. 9ECh. 3.4 - Match each function with its graph, which is one...Ch. 3.4 - Prob. 11ECh. 3.4 - Prob. 12ECh. 3.4 - Prob. 13ECh. 3.4 - Prob. 14ECh. 3.4 - Prob. 15ECh. 3.4 - Prob. 16ECh. 3.4 - Find the rule of a quadratic function whose graph...Ch. 3.4 - Find the rule of a quadratic function whose graph...Ch. 3.4 - Prob. 19ECh. 3.4 - Prob. 20ECh. 3.4 - Without graphing, find the vertex of the parabola...Ch. 3.4 - Prob. 22ECh. 3.4 - Prob. 23ECh. 3.4 - Without graphing, find the vertex of the parabola...Ch. 3.4 - Without graphing, determine the x- and...Ch. 3.4 - Prob. 26ECh. 3.4 - Without graphing, determine the x- and...Ch. 3.4 - Without graphing, determine the x- and...Ch. 3.4 - Prob. 29ECh. 3.4 - Prob. 30ECh. 3.4 - Prob. 31ECh. 3.4 - Graph each parabola and find its vertex and axis...Ch. 3.4 - Work these problems. (See Example...Ch. 3.4 - Work these problems. (See Example 6.) 34. Souvenir...Ch. 3.4 - Work these problems. (See Example 6.) Nerve...Ch. 3.4 - Work these problems. (See Example 6.) Bullet...Ch. 3.4 - Work these problems. (See Example 6.) Automobile...Ch. 3.4 - Work these problems. (See Example...Ch. 3.4 - Use a calculator to work these...Ch. 3.4 - Use a calculator to work these...Ch. 3.4 - 41. Business Suppose the price p of widgets is...Ch. 3.4 - 42. Business The supply function for a commodity...Ch. 3.4 - Business Find the equilibrium quantity and...Ch. 3.4 - Business Find the equilibrium quantity and...Ch. 3.4 - Business Find the equilibrium quantity and...Ch. 3.4 - Business Find the equilibrium quantity and...Ch. 3.4 - Business The revenue function R(x) and the cost...Ch. 3.4 - Business The revenue function R(x) and the cost...Ch. 3.4 - Business The revenue function R(x) and the cost...Ch. 3.4 - Business The revenue function R(x) and the cost...Ch. 3.4 - Business A store owner finds that at a price of...Ch. 3.4 - Business A store owner finds that at a price of ...Ch. 3.4 - Business Work each problem. (See Example 8.) 53. A...Ch. 3.4 - Business Work each problem. (See Example 8.) The...Ch. 3.4 - Business Work each problem. (See Example 8.) 51. A...Ch. 3.4 - Business Work each problem. (See Example...Ch. 3.4 - Business Work each problem. (See Example 8.) 53. A...Ch. 3.4 - Business Work each problem. (See Example...Ch. 3.4 - Prob. 59ECh. 3.4 - Prob. 60ECh. 3.4 - Prob. 61ECh. 3.4 - Prob. 62ECh. 3.4 - Prob. 63ECh. 3.4 - Prob. 64ECh. 3.4 - Prob. 65ECh. 3.4 - Prob. 66ECh. 3.4 - Prob. 67ECh. 3.4 - Prob. 68ECh. 3.5 - Checkpoint 1 Graph Ch. 3.5 - Checkpoint 2 Graph Ch. 3.5 - Checkpoint 3 Find a viewing window on a graphing...Ch. 3.5 - Checkpoint 4 Multiply out the expression for in...Ch. 3.5 - Checkpoint 5 Graph Ch. 3.5 - Graph each of the given polynomial functions. (See...Ch. 3.5 - Prob. 2ECh. 3.5 - Prob. 3ECh. 3.5 - Prob. 4ECh. 3.5 - In Exercises 5-8, state whether the graph could...Ch. 3.5 - In Exercises 5-8, state whether the graph could...Ch. 3.5 - In Exercises 5-8, state whether the graph could...Ch. 3.5 - In Exercises 5-8, state whether the graph could...Ch. 3.5 - In Exercises 9–14, match the given polynomial...Ch. 3.5 - In Exercises 9–14, match the given polynomial...Ch. 3.5 - In Exercises 9–14, match the given polynomial...Ch. 3.5 - In Exercises 9–14, match the given polynomial...Ch. 3.5 - In Exercises 9–14, match the given polynomial...Ch. 3.5 - In Exercises 9–14, match the given polynomial...Ch. 3.5 - Graph each of the given polynomial functions. (See...Ch. 3.5 - Graph each of the given polynomial functions. (See...Ch. 3.5 - Graph each of the given polynomial functions. (See...Ch. 3.5 - 18. Graph each of the given polynomial functions....Ch. 3.5 - Graph each of the given polynomial functions. (See...Ch. 3.5 - Graph each of the given polynomial functions. (See...Ch. 3.5 - Work these exercises. Home Depot Revenue The...Ch. 3.5 - Work these exercises. Caterpillar Revenue The...Ch. 3.5 - Work these exercises. Home Depot Costs The cost...Ch. 3.5 - Work these exercises. Caterpillar Costs The cost...Ch. 3.5 - Work these exercises. 25. Home Depot Profit Find...Ch. 3.5 - Work these exercises. Caterpillar Profit Find the...Ch. 3.5 - Prob. 33ECh. 3.5 - Prob. 34ECh. 3.5 - Prob. 35ECh. 3.5 - Prob. 36ECh. 3.5 - Prob. 27ECh. 3.5 - In Exercises 27−31, use a calculator to evaluate...Ch. 3.5 - Prob. 29ECh. 3.5 - Polynomial Models Use a graphing calculator to do...Ch. 3.5 - Polynomial Models Use a graphing calculator to do...Ch. 3.5 - Prob. 32ECh. 3.6 - Checkpoint 1 Graph the following. (a) (b) Ch. 3.6 - Prob. 2CPCh. 3.6 - Prob. 3CPCh. 3.6 - Prob. 4CPCh. 3.6 - Checkpoint 5 Rework Example 5 with the...Ch. 3.6 - Prob. 1ECh. 3.6 - Prob. 2ECh. 3.6 - Prob. 3ECh. 3.6 - Prob. 4ECh. 3.6 - Graph each function. Give the equations of the...Ch. 3.6 - Prob. 6ECh. 3.6 - Graph each function. Give the equations of the...Ch. 3.6 - Graph each function. Give the equations of the...Ch. 3.6 - Graph each function. Give the equations of the...Ch. 3.6 - Prob. 10ECh. 3.6 - Prob. 12ECh. 3.6 - Graph each function. Give the equations of the...Ch. 3.6 - Graph each function. Give the equations of the...Ch. 3.6 - Prob. 14ECh. 3.6 - Prob. 15ECh. 3.6 - Prob. 16ECh. 3.6 - Prob. 18ECh. 3.6 - Prob. 17ECh. 3.6 - Prob. 19ECh. 3.6 - Prob. 20ECh. 3.6 - Prob. 21ECh. 3.6 - Average Cost For Exercises 21 and 22, recall that...Ch. 3.6 - Prob. 23ECh. 3.6 - Work these problems. (See Example 2.) NASA The...Ch. 3.6 - Work these problems. (See Example 2.) Pollution...Ch. 3.6 - Prob. 26ECh. 3.6 - Business Sketch the portion of the graph in...Ch. 3.6 - Prob. 28ECh. 3.6 - Prob. 29ECh. 3.6 - Prob. 30ECh. 3.6 - Prob. 31ECh. 3.6 - Prob. 32ECh. 3 - In Exercises 1–6, state whether the given rule...Ch. 3 - Prob. 2RECh. 3 - Prob. 3RECh. 3 - Prob. 4RECh. 3 - Prob. 5RECh. 3 - Prob. 6RECh. 3 - Prob. 7RECh. 3 - Prob. 8RECh. 3 - Prob. 9RECh. 3 - Prob. 10RECh. 3 - Prob. 11RECh. 3 - Prob. 12RECh. 3 - Graph the functions in Exercises 13–24. 13. Ch. 3 - Prob. 14RECh. 3 - Graph the functions in Exercises 13–24. 15. Ch. 3 - Graph the functions in Exercises 13–24. 16. Ch. 3 - Graph the functions in Exercises 13–24. 17. Ch. 3 - Prob. 18RECh. 3 - Graph the functions in Exercises 13–24. 19. Ch. 3 - Graph the functions in Exercises 13–24. 20. Ch. 3 - Prob. 21RECh. 3 - Prob. 22RECh. 3 - Prob. 24RECh. 3 - Prob. 23RECh. 3 - 25. Business Let be a function that gives the...Ch. 3 - Prob. 26RECh. 3 - Prob. 27RECh. 3 - Prob. 28RECh. 3 - Business In Exercises 29-32, find the following:...Ch. 3 - Business In Exercises 29–32, find...Ch. 3 - Business In Exercises 29–32, find the...Ch. 3 - Business In Exercises 29-32, find the...Ch. 3 - 33. Business The cost of producing x ink...Ch. 3 - 34. Business The cost of producing x laser...Ch. 3 - 35. Business Suppose the demand and price for the...Ch. 3 - Prob. 36RECh. 3 - Without graphing, determine whether each of the...Ch. 3 - Without graphing, determine whether each of the...Ch. 3 - Without graphing, determine whether each of the...Ch. 3 - Without graphing, determine whether each of the...Ch. 3 - Graph each of the following quadratic functions,...Ch. 3 - Graph each of the following quadratic functions,...Ch. 3 - Graph each of the following quadratic functions,...Ch. 3 - Graph each of the following quadratic functions,...Ch. 3 - Graph each of the following quadratic functions,...Ch. 3 - Graph each of the following quadratic functions,...Ch. 3 - Graph each of the following quadratic functions,...Ch. 3 - Graph each of the following quadratic functions,...Ch. 3 - Determine whether the functions in Exercises 49–52...Ch. 3 - Determine whether the functions in Exercises 49–52...Ch. 3 - Determine whether the functions in Exercises 49–52...Ch. 3 - Determine whether the functions in Exercises 49–52...Ch. 3 - Prob. 53RECh. 3 - Prob. 54RECh. 3 - 55. Student Loans Interest rates for subsidized...Ch. 3 - Natural Gas Pricing The price of European natural...Ch. 3 - Netflix Revenue Netflix Inc. reported revenue (in...Ch. 3 - Netflix Revenue Netflix Inc. reported revenue (in...Ch. 3 - Use quadratic regression and the data from...Ch. 3 - 60. Use quadratic regression and the data from...Ch. 3 - Prob. 62RECh. 3 - Prob. 61RECh. 3 - Prob. 63RECh. 3 - Prob. 64RECh. 3 - Prob. 65RECh. 3 - Prob. 66RECh. 3 - Use a graphing calculator to do Exercises 67...Ch. 3 - Use a graphing calculator to do Exercises 67 -70....Ch. 3 - Use a graphing calculator to do Exercises 67...Ch. 3 - Prob. 70RECh. 3 - Prob. 71RECh. 3 - Prob. 72RECh. 3 - Prob. 73RECh. 3 - Prob. 74RECh. 3 - Prob. 75RECh. 3 - Prob. 76RECh. 3 - Prob. 77RECh. 3 - Prob. 78RECh. 3 - Prob. 79RECh. 3 - Prob. 80RECh. 3 - Find the maximum profit and the number of washing...Ch. 3 - 2. Is the quantity of washing machine loads the...Ch. 3 - Based on this information, what price should the...Ch. 3 - Suppose the owner of the laundry has hired your...
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