Y = f (x) Y Y. x 0 x 1 x. Managerial Economics -- Some Mathematical Notes. Basic Concepts: derivatives.

Size: px
Start display at page:

Download "Y = f (x) Y Y. x 0 x 1 x. Managerial Economics -- Some Mathematical Notes. Basic Concepts: derivatives."

Transcription

1 Managerial Economics -- Some Mathematical Notes I Basic Concepts: derivatives. The derivative of a function denotes its rate of change as a result of change in the right hand side variable(s). When we have me than one variable on the right hand side, this is then the "partial" derivative, in that it denotes only the change resulting from one right hand side variable changing, holding the others constant. Assume that Y=f(x). Then if we have a change in x, sax from x to x 1, the change in Y will be Y = f(x 1 ) - f(x ). We can also write the relationship between changes in Y and changes in X as follows: Y X = Y Y x x 1 1 Which simply gives us the rate of change in Y f a given change in x. This is shown graphically below: Y Y = f (x) Y 1 Y The slope of this line is dy/dx evaluated at the point x. Y x x 1 x x The derivative is simply the rate of change in Y following from a change in x, f very small changes in x. Hence, it is a measure of the slope at a point on the function. Our written expression f the derivative is dy/dx. When taking the derivative of any exponential function, we simply multiply the function by its exponent, and divide by the variable. F example:

2 If Q then dl = L 3 3 L L 3 L = F H G I K J = 3 Other rule f other functional fms (logs, trigonometry operats, etc.) can be found in a standard calculus text. Partial derivatives involve taking the derivative with respect to one variable in a multivariate equation. This is represented by the operat instead of d. Hence, if Q = a + b P c + d P e 1 Then we will have: Q = P b c P 1 1 c 1 Q = d e P P e 1 Notice that the derivative of any constant term is zero. II Basic Concepts: maximization and minimization: Consider the two functions below: Y,Z Minimum point, slope =, dyd/x = Y(x) Maximum point, slope =, dzd/x = Z(x) x

3 Notice that at a maximum minimum, the functions "flatten out". This means that, at the point of the maximum minimum, the slope is zero. Hence, since the derivative gives the slope, we can find this point by setting the derivative to zero. There is a problem, as illustrated above. We may have a maximum OR a minimum. We won't have both at the same time. How do we know which we have? Notice above that, at a minimum, the slope starts to rise as we move away. In other wds, the rate of change in the slope as we move away to the right from the minimum is positive. Hence, if take the derivative of the derivative, and look at its sign, we will know if we have a maximum minimum. If it is positive, we have a minimum, ese we have a maximum. F example, assume that R = a T b T c Then we can find the minimum/maximum point by setting the first derivative to zero: dr dt = a b c T c 1 = To find if it is a maximum minimum, we take the derivative of the derivative (called the second derivative): d dt F dri d R b c c T HG c dt K J = = ( 1) dt If this is positive, we have a minimum. If it is negative, we have a minimum III Example 1: Marginal product and output maximization Assume that we have the production function Q = L+. 5L. 5L 3 Questions: Find the marginal product of lab Find where output is maximized How does maximum output relate to the marginal product of lab? We can find the maximum/minimum point by setting the first derivative to zero:

4 = L. 15L = dl 1 L =. 15L, = L L = The relevant solution value f this quadratic equation is 6. (There are actually two roots, but the other is negative.) Is this a maximum a minimum? To find out, we need to take the value of the second derivative at the point L=6. d Q =. 3L dl L so that d = 6 Q 3, = <. dl This means we have a maximum. The function is shown below, where the maximum can be seen to be at L=6. The second derivative is also shown. In this case, it is the marginal product of lab. We can now see that When the marginal product is zero, total output with respect to that input is maximized. The marginal product will become negative (i.e. its rate of change, the second derivative of the production function) is negative as we move away from the maximum. L Q MPL Q MPL

5 IV Example : Maximization of revenue and profit Now, assume we have the following cost and demand functions: C( q) = 1. 5Q+. 5Q q = 1 P Questions: What level of output that maximizes revenue? What level of output that maximizes profit? What is the relationship of maximum revenue and profit to marginal revenue and marginal cost? What level of output minimizes average costs? What is the relationship of minimized average costs to marginal cost? From the demand and cost equations above we can derive the following relationships Inverse Demand (from rearranging demand): P = 5 Q / Revenue: R evenue = R = PQ = 5Q Q / Marginal Revenue: ma rginal revenue = MR = dr = 5. 1Q Marginal Cost: ma rginal c ost = MC = dc = Q Profit: P rofit = π = R C = (5 Q. 5Q ) ( 1. 5Q+. 5Q ) Lets consider maximization of revenue. From our discussion above, this will involve finding the point where MR=, as this denotes a maximum/minimum point. (It denotes a maximum here). Solving our MR function f zero involves the following: MR = 5. 1Q =, 5 =. 1Q, Q = 5. Hence, revenue is maximized at 5. This is illustrated below:

6 Revenue Next lets consider profit. Maximizing profit means setting the first derivative of the profit function to zero, per our discussion above. Remember that profit involves R and C (revenue and cost). This means that the first derivative will involve dr and dc. Fmally, P rofit = π = R C = (5 Q. 5Q ) ( 1. 5Q+. 5Q ) sothat dπ dr dc = = MR MC = rearranging, we then have MR = MC 5. 1Q = Q, so that 5. 5 =. Q, Q = 5. 5 Profit is apparently maximized ( perhaps minimized) at Q=5.5. We can show this is a maximum as follows: dπ = MR MC = 55.. Q so that d π =. < ( wehave a maximum)

7 This is shown in the table and figure below: Quantity Total Cost Average Cost Revenue Profit Marginal Revenue Marginal cost Profit Marginal Revenue Marginal cost Demand

8 This example illustrates the following points: MR= at the point where revenue is maximized MR=MC at the point where profit is maximized The MR curve cuts below the demand curve As MR turns negative, total revenue starts to fall Lets now turn to the cost side of our example. We do in fact have scale economies f small ranges of output, as illustrated in the table below: Quantity Total Cost Average Total Cost Marginal Cost

9 Relating the table to the calculus, we have from befe that ma rginal c ost = MC = dc = Q This will be zero at the cost minimum. Hence MC = Q =, so that. 1Q =. 5, Q = 5 So that total costs are minimized at 5 units of output. Consider next average cost. This involves dividing total cost by Q. c( Q) = 1. 5Q+. 5Q AC c ( Q ) 1 = = Q Q Q Minimizing AC involves setting dac/ =. We then have 1 AC = 1Q Q so that from our rule above on ex ponential derivatives dac Q Q ( 1) ( 1) 1 1 = ( 1) 1 Q Q = 1Q +. 5 = 1 = = F H G I K J = Average costs are minimized at Q=44.7. We have graphed this below. MC cuts AC at the minimum. 5 Average Total Cost Marginal Cost

REVIEW OF MATHEMATICAL CONCEPTS

REVIEW OF MATHEMATICAL CONCEPTS REVIEW OF MATHEMATICAL CONCEPTS Variables, functions and slopes: A Variable is any entity that can take different values such as: price, output, revenue, cost, etc. In economics we try to 1. Identify the

More information

y = F (x) = x n + c dy/dx = F`(x) = f(x) = n x n-1 Given the derivative f(x), what is F(x)? (Integral, Anti-derivative or the Primitive function).

y = F (x) = x n + c dy/dx = F`(x) = f(x) = n x n-1 Given the derivative f(x), what is F(x)? (Integral, Anti-derivative or the Primitive function). Integration Course Manual Indefinite Integration 7.-7. Definite Integration 7.-7.4 Jacques ( rd Edition) Indefinite Integration 6. Definite Integration 6. y F (x) x n + c dy/dx F`(x) f(x) n x n- Given

More information

REVIEW OF MATHEMATICAL CONCEPTS

REVIEW OF MATHEMATICAL CONCEPTS REVIEW OF MATHEMATICAL CONCEPTS 1 Variables, functions and slopes A variable is any entity that can take different values such as: price, output, revenue, cost, etc. In economics we try to 1. Identify

More information

Chapter 4 Differentiation

Chapter 4 Differentiation Chapter 4 Differentiation 08 Section 4. The derivative of a function Practice Problems (a) (b) (c) 3 8 3 ( ) 4 3 5 4 ( ) 5 3 3 0 0 49 ( ) 50 Using a calculator, the values of the cube function, correct

More information

ECONOMICS 207 SPRING 2008 PROBLEM SET 13

ECONOMICS 207 SPRING 2008 PROBLEM SET 13 ECONOMICS 207 SPRING 2008 PROBLEM SET 13 Problem 1. The cost function for a firm is a rule or mapping that tells the minimum total cost of production of any output level produced by the firm for a fixed

More information

Functions. A function is a rule that gives exactly one output number to each input number.

Functions. A function is a rule that gives exactly one output number to each input number. Functions A function is a rule that gives exactly one output number to each input number. Why it is important to us? The set of all input numbers to which the rule applies is called the domain of the function.

More information

DCDM BUSINESS SCHOOL FACULTY OF MANAGEMENT ECONOMIC TECHNIQUES 102 LECTURE 4 DIFFERENTIATION

DCDM BUSINESS SCHOOL FACULTY OF MANAGEMENT ECONOMIC TECHNIQUES 102 LECTURE 4 DIFFERENTIATION DCDM BUSINESS SCHOOL FACULTY OF MANAGEMENT ECONOMIC TECHNIUES 1 LECTURE 4 DIFFERENTIATION 1 Differentiation Managers are often concerned with the way that a variable changes over time Prices, for example,

More information

Math Review ECON 300: Spring 2014 Benjamin A. Jones MATH/CALCULUS REVIEW

Math Review ECON 300: Spring 2014 Benjamin A. Jones MATH/CALCULUS REVIEW MATH/CALCULUS REVIEW SLOPE, INTERCEPT, and GRAPHS REVIEW (adapted from Paul s Online Math Notes) Let s start with some basic review material to make sure everybody is on the same page. The slope of a line

More information

Mathematics for Economics ECON MA/MSSc in Economics-2017/2018. Dr. W. M. Semasinghe Senior Lecturer Department of Economics

Mathematics for Economics ECON MA/MSSc in Economics-2017/2018. Dr. W. M. Semasinghe Senior Lecturer Department of Economics Mathematics for Economics ECON 53035 MA/MSSc in Economics-2017/2018 Dr. W. M. Semasinghe Senior Lecturer Department of Economics MATHEMATICS AND STATISTICS LERNING OUTCOMES: By the end of this course unit

More information

Lecture Notes for Chapter 9

Lecture Notes for Chapter 9 Lecture Notes for Chapter 9 Kevin Wainwright April 26, 2014 1 Optimization of One Variable 1.1 Critical Points A critical point occurs whenever the firest derivative of a function is equal to zero. ie.

More information

Essential Mathematics for Economics and Business, 4 th Edition CHAPTER 6 : WHAT IS THE DIFFERENTIATION.

Essential Mathematics for Economics and Business, 4 th Edition CHAPTER 6 : WHAT IS THE DIFFERENTIATION. Essential Mathematics for Economics and Business, 4 th Edition CHAPTER 6 : WHAT IS THE DIFFERENTIATION. John Wiley and Sons 13 Slopes/rates of change Recall linear functions For linear functions slope

More information

STUDY MATERIALS. (The content of the study material is the same as that of Chapter I of Mathematics for Economic Analysis II of 2011 Admn.

STUDY MATERIALS. (The content of the study material is the same as that of Chapter I of Mathematics for Economic Analysis II of 2011 Admn. STUDY MATERIALS MATHEMATICAL TOOLS FOR ECONOMICS III (The content of the study material is the same as that of Chapter I of Mathematics for Economic Analysis II of 2011 Admn.) & MATHEMATICAL TOOLS FOR

More information

Topic 6: Optimization I. Maximisation and Minimisation Jacques (4th Edition): Chapter 4.6 & 4.7

Topic 6: Optimization I. Maximisation and Minimisation Jacques (4th Edition): Chapter 4.6 & 4.7 Topic 6: Optimization I Maximisation and Minimisation Jacques (4th Edition): Chapter 4.6 & 4.7 1 For a straight line Y=a+bX Y= f (X) = a + bx First Derivative dy/dx = f = b constant slope b Second Derivative

More information

Chapter 6: Sections 6.1, 6.2.1, Chapter 8: Section 8.1, 8.2 and 8.5. In Business world the study of change important

Chapter 6: Sections 6.1, 6.2.1, Chapter 8: Section 8.1, 8.2 and 8.5. In Business world the study of change important Study Unit 5 : Calculus Chapter 6: Sections 6., 6.., 6.3. Chapter 8: Section 8., 8. and 8.5 In Business world the study of change important Example: change in the sales of a company; change in the value

More information

EconS 301. Math Review. Math Concepts

EconS 301. Math Review. Math Concepts EconS 301 Math Review Math Concepts Functions: Functions describe the relationship between input variables and outputs y f x where x is some input and y is some output. Example: x could number of Bananas

More information

There are a number of related results that also go under the name of "chain rules." For example, if y=f(u) u=g(v), and v=h(x), dy = dx

There are a number of related results that also go under the name of chain rules. For example, if y=f(u) u=g(v), and v=h(x), dy = dx CHAIN RULE DIFFERENTIATION If y is a function of u ie y f(u) and u is a function of x ie u g(x) then y is related to x through the intermediate function u ie y f(g(x) ) y is differentiable with respect

More information

EC611--Managerial Economics

EC611--Managerial Economics EC611--Managerial Economics Optimization Techniques and New Management Tools Dr. Savvas C Savvides, European University Cyprus Models and Data Model a framework based on simplifying assumptions it helps

More information

2. Which of the following is the ECONOMISTS inverse of the function y = 9/x 2 (i.e. find x as a function of y, x = f(y))

2. Which of the following is the ECONOMISTS inverse of the function y = 9/x 2 (i.e. find x as a function of y, x = f(y)) Anwers for Review Quiz #1. Material Covered. Klein 1, 2; Schaums 1, 2 1. Solve the following system of equations for x, y and z: x + y = 2 2x + 2y + z = 5 7x + y + z = 9 Answers: x = 1, y = 1, z = 1. 2.

More information

Mathematics 2 for Business Schools Topic 7: Application of Integration to Economics. Building Competence. Crossing Borders.

Mathematics 2 for Business Schools Topic 7: Application of Integration to Economics. Building Competence. Crossing Borders. Mathematics 2 for Business Schools Topic 7: Application of Integration to Economics Building Competence. Crossing Borders. Spring Semester 2017 Learning objectives After finishing this section you should

More information

Second Order Derivatives. Background to Topic 6 Maximisation and Minimisation

Second Order Derivatives. Background to Topic 6 Maximisation and Minimisation Second Order Derivatives Course Manual Background to Topic 6 Maximisation and Minimisation Jacques (4 th Edition): Chapter 4.6 & 4.7 Y Y=a+bX a X Y= f (X) = a + bx First Derivative dy/dx = f = b constant

More information

THE INSTITUTE OF FINANCE MANAGEMENT (IFM) Department of Mathematics. Mathematics 01 MTU Elements of Calculus in Economics

THE INSTITUTE OF FINANCE MANAGEMENT (IFM) Department of Mathematics. Mathematics 01 MTU Elements of Calculus in Economics THE INSTITUTE OF FINANCE MANAGEMENT (IFM) Department of Mathematics Mathematics 0 MTU 070 Elements of Calculus in Economics Calculus Calculus deals with rate of change of quantity with respect to another

More information

MAT30S Grade 10 Review Mr. Morris

MAT30S Grade 10 Review Mr. Morris GRADE 11 PRECALCULUS REVIEW OF GRADE 10 The following Grade 10 concepts should be reviewed for Grade 11 Precal: 1. Slopes of the Graphs of Linear Functions 2. Powers and Roots 3. Simplifying Radicals 4.

More information

b. /(x) = -x^-;r^ r(x)= -SX"" f'(^^^ ^ -^x"- "3.^ ^ Mth 241 Test 2 Extra Practice: ARC and IRC Name:

b. /(x) = -x^-;r^ r(x)= -SX f'(^^^ ^ -^x- 3.^ ^ Mth 241 Test 2 Extra Practice: ARC and IRC Name: Mth 241 Test 2 Extra Practice: ARC and IRC Name: This is not a practice exam. This is a supplement to the activities v\/e do in class and the homework. 1. Use the graph to answer the following questions.

More information

Math 211 Business Calculus TEST 3. Question 1. Section 2.2. Second Derivative Test.

Math 211 Business Calculus TEST 3. Question 1. Section 2.2. Second Derivative Test. Math 211 Business Calculus TEST 3 Question 1. Section 2.2. Second Derivative Test. p. 1/?? Math 211 Business Calculus TEST 3 Question 1. Section 2.2. Second Derivative Test. Question 2. Section 2.3. Graph

More information

Differentiation. 1. What is a Derivative? CHAPTER 5

Differentiation. 1. What is a Derivative? CHAPTER 5 CHAPTER 5 Differentiation Differentiation is a technique that enables us to find out how a function changes when its argument changes It is an essential tool in economics If you have done A-level maths,

More information

Wellston City Schools Calculus Curriculum Calendar

Wellston City Schools Calculus Curriculum Calendar Wellston City Schools Calculus 2006-2007 Curriculum Calendar Grading Period 1:Week 1: Review 11 th grade standards Learn to represent functions using: *Words *Tables of values *Graphs *Formulas Present

More information

Optimization Techniques

Optimization Techniques Optimization Techniques Methods for maximizing or minimizing an objective function Examples Consumers maximize utility by purchasing an optimal combination of goods Firms maximize profit by producing and

More information

Final Exam Review Packet

Final Exam Review Packet 1 Exam 1 Material Sections A.1, A.2 and A.6 were review material. There will not be specific questions focused on this material but you should know how to: Simplify functions with exponents. Factor quadratics

More information

Final Exam Review Packet

Final Exam Review Packet 1 Exam 1 Material Sections A.1, A.2 and A.6 were review material. There will not be specific questions focused on this material but you should know how to: Simplify functions with exponents. Factor quadratics

More information

MATH 236 ELAC FALL 2017 CA 9 NAME: SHORT ANSWER. Write the word or phrase that best completes each statement or answers the question.

MATH 236 ELAC FALL 2017 CA 9 NAME: SHORT ANSWER. Write the word or phrase that best completes each statement or answers the question. MATH 236 ELAC FALL 207 CA 9 NAME: SHORT ANSWER. Write the word or phrase that best completes each statement or answers the question. ) 27 p 3 27 p 3 ) 2) If 9 t 3 4t 9-2t = 3, find t. 2) Solve the equation.

More information

Bishop Kelley High School Summer Math Program Course: Honors Pre-Calculus

Bishop Kelley High School Summer Math Program Course: Honors Pre-Calculus 017 018 Summer Math Program Course: Honors Pre-Calculus NAME: DIRECTIONS: Show all work in the packet. Make sure you are aware of the calculator policy for this course. No matter when you have math, this

More information

Quadratic function and equations Quadratic function/equations, supply, demand, market equilibrium

Quadratic function and equations Quadratic function/equations, supply, demand, market equilibrium Exercises 8 Quadratic function and equations Quadratic function/equations, supply, demand, market equilibrium Objectives - know and understand the relation between a quadratic function and a quadratic

More information

MA 181 Lecture Chapter 7 College Algebra and Calculus by Larson/Hodgkins Limits and Derivatives

MA 181 Lecture Chapter 7 College Algebra and Calculus by Larson/Hodgkins Limits and Derivatives 7.5) Rates of Change: Velocity and Marginals MA 181 Lecture Chapter 7 College Algebra and Calculus by Larson/Hodgkins Limits and Derivatives Previously we learned two primary applications of derivatives.

More information

Marginal Functions and Approximation

Marginal Functions and Approximation ucsc supplementary notes ams/econ 11a Marginal Functions and Approximation 1. Linear approximation If y = f(x) is a differentiable function then its derivative, y = f (x), gives the rate of change of the

More information

UNIT 5: DERIVATIVES OF EXPONENTIAL AND TRIGONOMETRIC FUNCTIONS. Qu: What do you remember about exponential and logarithmic functions?

UNIT 5: DERIVATIVES OF EXPONENTIAL AND TRIGONOMETRIC FUNCTIONS. Qu: What do you remember about exponential and logarithmic functions? UNIT 5: DERIVATIVES OF EXPONENTIAL AND TRIGONOMETRIC FUNCTIONS 5.1 DERIVATIVES OF EXPONENTIAL FUNCTIONS, y = e X Qu: What do you remember about exponential and logarithmic functions? e, called Euler s

More information

Math 110 Final Exam General Review. Edward Yu

Math 110 Final Exam General Review. Edward Yu Math 110 Final Exam General Review Edward Yu Da Game Plan Solving Limits Regular limits Indeterminate Form Approach Infinities One sided limits/discontinuity Derivatives Power Rule Product/Quotient Rule

More information

AP Physics C Mechanics Calculus Basics

AP Physics C Mechanics Calculus Basics AP Physics C Mechanics Calculus Basics Among other things, calculus involves studying analytic geometry (analyzing graphs). The above graph should be familiar to anyone who has studied elementary algebra.

More information

Lecture 12. Functional form

Lecture 12. Functional form Lecture 12. Functional form Multiple linear regression model β1 + β2 2 + L+ β K K + u Interpretation of regression coefficient k Change in if k is changed by 1 unit and the other variables are held constant.

More information

Calculus Review Session. Brian Prest Duke University Nicholas School of the Environment August 18, 2017

Calculus Review Session. Brian Prest Duke University Nicholas School of the Environment August 18, 2017 Calculus Review Session Brian Prest Duke University Nicholas School of the Environment August 18, 2017 Topics to be covered 1. Functions and Continuity 2. Solving Systems of Equations 3. Derivatives (one

More information

FACULTY OF ARTS AND SCIENCE University of Toronto FINAL EXAMINATIONS, APRIL 2016 MAT 133Y1Y Calculus and Linear Algebra for Commerce

FACULTY OF ARTS AND SCIENCE University of Toronto FINAL EXAMINATIONS, APRIL 2016 MAT 133Y1Y Calculus and Linear Algebra for Commerce FACULTY OF ARTS AND SCIENCE University of Toronto FINAL EXAMINATIONS, APRIL 206 MAT YY Calculus and Linear Algebra for Commerce Duration: Examiners: hours N. Hoell A. Igelfeld D. Reiss L. Shorser J. Tate

More information

5.3. Polynomials and Polynomial Functions

5.3. Polynomials and Polynomial Functions 5.3 Polynomials and Polynomial Functions Polynomial Vocabulary Term a number or a product of a number and variables raised to powers Coefficient numerical factor of a term Constant term which is only a

More information

Math Exam Jam Concise. Contents. 1 Algebra Review 2. 2 Functions and Graphs 2. 3 Exponents and Radicals 3. 4 Quadratic Functions and Equations 4

Math Exam Jam Concise. Contents. 1 Algebra Review 2. 2 Functions and Graphs 2. 3 Exponents and Radicals 3. 4 Quadratic Functions and Equations 4 Contents 1 Algebra Review 2 2 Functions and Graphs 2 3 Exponents and Radicals 3 4 Quadratic Functions and Equations 4 5 Exponential and Logarithmic Functions 5 6 Systems of Linear Equations 6 7 Inequalities

More information

SECTION 5.1: Polynomials

SECTION 5.1: Polynomials 1 SECTION 5.1: Polynomials Functions Definitions: Function, Independent Variable, Dependent Variable, Domain, and Range A function is a rule that assigns to each input value x exactly output value y =

More information

Business Calculus

Business Calculus Business Calculus 978-1-63545-025-5 To learn more about all our offerings Visit Knewtonalta.com Source Author(s) (Text or Video) Title(s) Link (where applicable) OpenStax Senior Contributing Authors: Gilbert

More information

EC5555 Economics Masters Refresher Course in Mathematics September 2013

EC5555 Economics Masters Refresher Course in Mathematics September 2013 EC5555 Economics Masters Refresher Course in Mathematics September 013 Lecture 3 Differentiation Francesco Feri Rationale for Differentiation Much of economics is concerned with optimisation (maximise

More information

LECTURE NOTES ON MICROECONOMICS

LECTURE NOTES ON MICROECONOMICS LECTURE NOTES ON MICROECONOMICS ANALYZING MARKETS WITH BASIC CALCULUS William M. Boal Part : Mathematical tools Chapter : Introduction to multivariate calculus But those skilled in mathematical analysis

More information

MAT1300 Final Review. Pieter Hofstra. December 4, 2009

MAT1300 Final Review. Pieter Hofstra. December 4, 2009 December 4, 2009 Sections from the book to study (8th Edition) Chapter 0: 0.1: Real line and Order 0.2: Absolute Value and Distance 0.3: Exponents and Radicals 0.4: Factoring Polynomials (you may omit

More information

A quadratic expression is a mathematical expression that can be written in the form 2

A quadratic expression is a mathematical expression that can be written in the form 2 118 CHAPTER Algebra.6 FACTORING AND THE QUADRATIC EQUATION Textbook Reference Section 5. CLAST OBJECTIVES Factor a quadratic expression Find the roots of a quadratic equation A quadratic expression is

More information

Appendix A. Common Mathematical Operations in Chemistry

Appendix A. Common Mathematical Operations in Chemistry Appendix A Common Mathematical Operations in Chemistry In addition to basic arithmetic and algebra, four mathematical operations are used frequently in general chemistry: manipulating logarithms, using

More information

RADNOR TOWNSHIP SCHOOL DISTRICT Course Overview Honors Algebra 2 ( )

RADNOR TOWNSHIP SCHOOL DISTRICT Course Overview Honors Algebra 2 ( ) RADNOR TOWNSHIP SCHOOL DISTRICT Course Overview Honors Algebra 2 (05040432) General Information Prerequisite: 8th grade Algebra 1 with a C and Geometry Honors Length: Full Year Format: meets daily for

More information

4) Univariate and multivariate functions

4) Univariate and multivariate functions 30C00300 Mathematical Methods for Economists (6 cr) 4) Univariate and multivariate functions Simon & Blume chapters: 13, 15 Slides originally by: Timo Kuosmanen Slides amended by: Anna Lukkarinen Lecture

More information

CA-A1-B Interpret the dependent and independent variables in the context of functions.

CA-A1-B Interpret the dependent and independent variables in the context of functions. STEM Units of Study The STEM course features four units of instruction and a capstone project. This document clearly articulates a list of the key performance indicators that are included in the units.

More information

Mathematics Review Revised: January 9, 2008

Mathematics Review Revised: January 9, 2008 Global Economy Chris Edmond Mathematics Review Revised: January 9, 2008 Mathematics is a precise and efficient language for expressing quantitative ideas, including many that come up in business. What

More information

Mathematics Textbook Correlation to the 2016 Algebra I Standards of Learning and Curriculum Framework

Mathematics Textbook Correlation to the 2016 Algebra I Standards of Learning and Curriculum Framework and Curriculum Framework Publisher: McGraw-Hill School Education Text: Algebra 1 Copyright date 2018 A.1 The student will a) represent verbal quantitative situations algebraically; and TE: 5-9, 23-29,

More information

ECON 186 Class Notes: Optimization Part 2

ECON 186 Class Notes: Optimization Part 2 ECON 186 Class Notes: Optimization Part 2 Jijian Fan Jijian Fan ECON 186 1 / 26 Hessians The Hessian matrix is a matrix of all partial derivatives of a function. Given the function f (x 1,x 2,...,x n ),

More information

Math 1526 Excel Lab 2 Summer 2012

Math 1526 Excel Lab 2 Summer 2012 Math 1526 Excel Lab 2 Summer 2012 Riemann Sums, Trapezoidal Rule and Simpson's Rule: In this lab you will learn how to recover information from rate of change data. For instance, if you have data for marginal

More information

Economics 203: Intermediate Microeconomics. Calculus Review. A function f, is a rule assigning a value y for each value x.

Economics 203: Intermediate Microeconomics. Calculus Review. A function f, is a rule assigning a value y for each value x. Economics 203: Intermediate Microeconomics Calculus Review Functions, Graphs and Coordinates Econ 203 Calculus Review p. 1 Functions: A function f, is a rule assigning a value y for each value x. The following

More information

Part I: Multiple Choice Questions (5 points each) d dx (x3 e 4x ) =

Part I: Multiple Choice Questions (5 points each) d dx (x3 e 4x ) = Part I: Multiple Choice Questions (5 points each) 1. d dx (x3 e 4x ) = (a) 12x 2 e 4x (b) 3x 2 e 4x + 4x 4 e 4x 1 (c) x 3 e 4x + 12x 2 e 4x (d) 3x 2 e 4x + 4x 3 e 4x (e) 4x 3 e 4x 1 2. Suppose f(x) is

More information

Partial Differentiation

Partial Differentiation CHAPTER 7 Partial Differentiation From the previous two chapters we know how to differentiate functions of one variable But many functions in economics depend on several variables: output depends on both

More information

3. Find the slope of the tangent line to the curve given by 3x y e x+y = 1 + ln x at (1, 1).

3. Find the slope of the tangent line to the curve given by 3x y e x+y = 1 + ln x at (1, 1). 1. Find the derivative of each of the following: (a) f(x) = 3 2x 1 (b) f(x) = log 4 (x 2 x) 2. Find the slope of the tangent line to f(x) = ln 2 ln x at x = e. 3. Find the slope of the tangent line to

More information

Lecture 6: Sections 2.2 and 2.3 Polynomial Functions, Quadratic Models

Lecture 6: Sections 2.2 and 2.3 Polynomial Functions, Quadratic Models L6-1 Lecture 6: Sections 2.2 and 2.3 Polynomial Functions, Quadratic Models Polynomial Functions Def. A polynomial function of degree n is a function of the form f(x) = a n x n + a n 1 x n 1 +... + a 1

More information

Objectives List. Important Students should expect test questions that require a synthesis of these objectives.

Objectives List. Important Students should expect test questions that require a synthesis of these objectives. MATH 1040 - of One Variable, Part I Textbook 1: : Algebra and Trigonometry for ET. 4 th edition by Brent, Muller Textbook 2:. Early Transcendentals, 3 rd edition by Briggs, Cochran, Gillett, Schulz s List

More information

One Variable Calculus: Foundations and Applications

One Variable Calculus: Foundations and Applications One Variable Calculus: Foundations and Applications Prof. Manuela Pedio 20550 Quantitative Methods for Finance August 2018 About myself I graduated from Bocconi s MSc in Finance in 2013 (yes, I remember

More information

AP CALCULUS AB Study Guide for Midterm Exam 2017

AP CALCULUS AB Study Guide for Midterm Exam 2017 AP CALCULUS AB Study Guide for Midterm Exam 2017 CHAPTER 1: PRECALCULUS REVIEW 1.1 Real Numbers, Functions and Graphs - Write absolute value as a piece-wise function - Write and interpret open and closed

More information

School of Business. Blank Page

School of Business. Blank Page Maxima and Minima 9 This unit is designed to introduce the learners to the basic concepts associated with Optimization. The readers will learn about different types of functions that are closely related

More information

32. Use a graphing utility to find the equation of the line of best fit. Write the equation of the line rounded to two decimal places, if necessary.

32. Use a graphing utility to find the equation of the line of best fit. Write the equation of the line rounded to two decimal places, if necessary. Pre-Calculus A Final Review Part 2 Calculator Name 31. The price p and the quantity x sold of a certain product obey the demand equation: p = x + 80 where r = xp. What is the revenue to the nearest dollar

More information

Curriculum Map: Mathematics

Curriculum Map: Mathematics Curriculum Map: Mathematics Course: Honors Algebra II Grade(s): 9/10 Unit 1: Expressions, Equations, and Inequalities In this unit, students review basics concepts and skills of algebra studied in previous

More information

MA 151, Applied Calculus, Fall 2017, Final Exam Preview Identify each of the graphs below as one of the following functions:

MA 151, Applied Calculus, Fall 2017, Final Exam Preview Identify each of the graphs below as one of the following functions: MA 5, Applie Calculus, Fall 207, Final Exam Preview Basic Functions. Ientify each of the graphs below as one of the following functions: x 3 4x 2 + x x 2 e x x 3 ln(x) (/2) x 2 x 4 + 4x 2 + 0 5x + 0 5x

More information

The Monopolist. The Pure Monopolist with symmetric D matrix

The Monopolist. The Pure Monopolist with symmetric D matrix University of California, Davis Department of Agricultural and Resource Economics ARE 252 Optimization with Economic Applications Lecture Notes 5 Quirino Paris The Monopolist.................................................................

More information

Introduction to Differential Equations

Introduction to Differential Equations > 22M:16 Fall 05 J. Simon ##################### Introduction to Differential Equations NOTE: This handout is a supplement to your text. There are several homework problems, part of the HW that is due on

More information

Cartesian Plane. Analytic Geometry. Unit Name

Cartesian Plane. Analytic Geometry. Unit Name 3.1cartesian Unit Name Analytic Geometry Unit Goals 1. Create table of values in order to graph &/or determine if a relation is linear. Determine slope 3. Calculate missing information for linearelationships.

More information

Subtract 6 to both sides Divide by 2 on both sides. Cross Multiply. Answer: x = -9

Subtract 6 to both sides Divide by 2 on both sides. Cross Multiply. Answer: x = -9 Subtract 6 to both sides Divide by 2 on both sides Answer: x = -9 Cross Multiply. = 3 Distribute 2 to parenthesis Combine like terms Subtract 4x to both sides Subtract 10 from both sides x = -20 Subtract

More information

The Envelope Theorem

The Envelope Theorem The Envelope Theorem In an optimization problem we often want to know how the value of the objective function will change if one or more of the parameter values changes. Let s consider a simple example:

More information

MA Lesson 12 Notes Section 3.4 of Calculus part of textbook

MA Lesson 12 Notes Section 3.4 of Calculus part of textbook MA 15910 Lesson 1 Notes Section 3.4 of Calculus part of textbook Tangent Line to a curve: To understand the tangent line, we must first discuss a secant line. A secant line will intersect a curve at more

More information

e) Find the average revenue when 100 units are made and sold.

e) Find the average revenue when 100 units are made and sold. Math 142 Week in Review Set of Problems Week 7 1) Find the derivative, y ', if a) y=x 5 x 3/2 e 4 b) y= 1 5 x 4 c) y=7x 2 0.5 5 x 2 d) y=x 2 1.5 x 10 x e) y= x7 5x 5 2 x 4 2) The price-demand function

More information

Never leave a NEGATIVE EXPONENT or a ZERO EXPONENT in an answer in simplest form!!!!!

Never leave a NEGATIVE EXPONENT or a ZERO EXPONENT in an answer in simplest form!!!!! 1 ICM Unit 0 Algebra Rules Lesson 1 Rules of Exponents RULE EXAMPLE EXPLANANTION a m a n = a m+n A) x x 6 = B) x 4 y 8 x 3 yz = When multiplying with like bases, keep the base and add the exponents. a

More information

5.1 - Polynomials. Ex: Let k(x) = x 2 +2x+1. Find (and completely simplify) the following: (a) k(1) (b) k( 2) (c) k(a)

5.1 - Polynomials. Ex: Let k(x) = x 2 +2x+1. Find (and completely simplify) the following: (a) k(1) (b) k( 2) (c) k(a) c Kathryn Bollinger, March 15, 2017 1 5.1 - Polynomials Def: A function is a rule (process) that assigns to each element in the domain (the set of independent variables, x) ONE AND ONLY ONE element in

More information

Rules of Differentiation

Rules of Differentiation Rules of Differentiation The process of finding the derivative of a function is called Differentiation. 1 In the previous chapter, the required derivative of a function is worked out by taking the limit

More information

ESSENTIALS OF ALGEBRA II

ESSENTIALS OF ALGEBRA II ESSENTIALS OF ALGEBRA II Grades 11-12 Draft: January 2003 Killingly Public Schools Essentials of Algebra II Grades 11-12 Mathematical Models and Matrices CONTENT STANDARD 11-12 EAII 1: The student will

More information

Understanding Exponents Eric Rasmusen September 18, 2018

Understanding Exponents Eric Rasmusen September 18, 2018 Understanding Exponents Eric Rasmusen September 18, 2018 These notes are rather long, but mathematics often has the perverse feature that if someone writes a long explanation, the reader can read it much

More information

Train the model with a subset of the data. Test the model on the remaining data (the validation set) What data to choose for training vs. test?

Train the model with a subset of the data. Test the model on the remaining data (the validation set) What data to choose for training vs. test? Train the model with a subset of the data Test the model on the remaining data (the validation set) What data to choose for training vs. test? In a time-series dimension, it is natural to hold out the

More information

Essential Understandings. Essential Questions. Essential Knowledge. Vocabulary. Essential Skills. 1 of 5

Essential Understandings. Essential Questions. Essential Knowledge. Vocabulary. Essential Skills. 1 of 5 Understandings Questions Knowledge Vocabulary Skills The concept of a derivative is introduced using limits & continuity. Students find derivative shortcuts for the basic functions. Students explore where

More information

Function Junction: Homework Examples from ACE

Function Junction: Homework Examples from ACE Function Junction: Homework Examples from ACE Investigation 1: The Families of Functions, ACE #5, #10 Investigation 2: Arithmetic and Geometric Sequences, ACE #4, #17 Investigation 3: Transforming Graphs,

More information

Definition: If y = f(x), then. f(x + x) f(x) y = f (x) = lim. Rules and formulas: 1. If f(x) = C (a constant function), then f (x) = 0.

Definition: If y = f(x), then. f(x + x) f(x) y = f (x) = lim. Rules and formulas: 1. If f(x) = C (a constant function), then f (x) = 0. Definition: If y = f(x), then Rules and formulas: y = f (x) = lim x 0 f(x + x) f(x). x 1. If f(x) = C (a constant function), then f (x) = 0. 2. If f(x) = x k (a power function), then f (x) = kx k 1. 3.

More information

Chiang/Wainwright: Fundamental Methods of Mathematical Economics

Chiang/Wainwright: Fundamental Methods of Mathematical Economics Chiang/Wainwright: Fundamental Methods of Mathematical Economics CHAPTER 9 EXERCISE 9.. Find the stationary values of the following (check whether they are relative maima or minima or inflection points),

More information

II. The Calculus of The Derivative

II. The Calculus of The Derivative II The Calculus of The Derivative In Chapter I we learned that derivative was the mathematical concept that captured the common features of the tangent problem, instantaneous velocity of a moving object,

More information

Increasing or Decreasing Nature of a Function

Increasing or Decreasing Nature of a Function Öğr. Gör. Volkan ÖĞER FBA 1021 Calculus 1/ 46 Increasing or Decreasing Nature of a Function Examining the graphical behavior of functions is a basic part of mathematics and has applications to many areas

More information

Lesson 6: Switching Between Forms of Quadratic Equations Unit 5 Quadratic Functions

Lesson 6: Switching Between Forms of Quadratic Equations Unit 5 Quadratic Functions (A) Lesson Context BIG PICTURE of this UNIT: CONTEXT of this LESSON: How do we analyze and then work with a data set that shows both increase and decrease What is a parabola and what key features do they

More information

Purdue University Study Guide for MA for students who plan to obtain credit in MA by examination.

Purdue University Study Guide for MA for students who plan to obtain credit in MA by examination. Purdue University Study Guide for MA 224 for students who plan to obtain credit in MA 224 by examination. Textbook: Applied Calculus For Business, Economics, and the Social and Life Sciences, Expanded

More information

Math 142 Lecture Notes. Section 7.1 Area between curves

Math 142 Lecture Notes. Section 7.1 Area between curves Math 4 Lecture Notes Section 7. Area between curves A) Introduction Now, we want to find the area between curves using the concept of definite integral. Let's assume we want to find the area between the

More information

Pre Calculus with Mrs. Bluell

Pre Calculus with Mrs. Bluell Welcome to Pre Calculus with Mrs. Bluell Quick Review Today's Topics include Interval Notation Exponent Rules Quadrants Distance Formula Midpoint Formula Circle Formula Alligator Mouths to Interval Notation

More information

3.1 Derivative Formulas for Powers and Polynomials

3.1 Derivative Formulas for Powers and Polynomials 3.1 Derivative Formulas for Powers and Polynomials First, recall that a derivative is a function. We worked very hard in 2.2 to interpret the derivative of a function visually. We made the link, in Ex.

More information

Final Exam Study Guide

Final Exam Study Guide Final Exam Study Guide Final Exam Coverage: Sections 10.1-10.2, 10.4-10.5, 10.7, 11.2-11.4, 12.1-12.6, 13.1-13.2, 13.4-13.5, and 14.1 Sections/topics NOT on the exam: Sections 10.3 (Continuity, it definition

More information

Honors Advanced Mathematics November 4, /2.6 summary and extra problems page 1 Recap: complex numbers

Honors Advanced Mathematics November 4, /2.6 summary and extra problems page 1 Recap: complex numbers November 4, 013.5/.6 summary and extra problems page 1 Recap: complex numbers Number system The complex number system consists of a + bi where a and b are real numbers, with various arithmetic operations.

More information

Workshop I The R n Vector Space. Linear Combinations

Workshop I The R n Vector Space. Linear Combinations Workshop I Workshop I The R n Vector Space. Linear Combinations Exercise 1. Given the vectors u = (1, 0, 3), v = ( 2, 1, 2), and w = (1, 2, 4) compute a) u + ( v + w) b) 2 u 3 v c) 2 v u + w Exercise 2.

More information

Polynomial Functions and Their Graphs

Polynomial Functions and Their Graphs Polynomial Functions and Their Graphs Definition of a Polynomial Function Let n be a nonnegative integer and let a n, a n- 1,, a 2, a 1, a 0, be real numbers with a n 0. The function defined by f (x) a

More information

converges to a root, it may not always be the root you have in mind.

converges to a root, it may not always be the root you have in mind. Math 1206 Calculus Sec. 4.9: Newton s Method I. Introduction For linear and quadratic equations there are simple formulas for solving for the roots. For third- and fourth-degree equations there are also

More information

Queen s University. Department of Economics. Instructor: Kevin Andrew

Queen s University. Department of Economics. Instructor: Kevin Andrew Figure 1: 1b) GDP Queen s University Department of Economics Instructor: Kevin Andrew Econ 320: Math Assignment Solutions 1. (10 Marks) On the course website is provided an Excel file containing quarterly

More information

ECON2285: Mathematical Economics

ECON2285: Mathematical Economics ECON2285: Mathematical Economics Yulei Luo Economics, HKU September 17, 2018 Luo, Y. (Economics, HKU) ME September 17, 2018 1 / 46 Static Optimization and Extreme Values In this topic, we will study goal

More information

CALCULUS. Berkant Ustaoğlu CRYPTOLOUNGE.NET

CALCULUS. Berkant Ustaoğlu CRYPTOLOUNGE.NET CALCULUS Berkant Ustaoğlu CRYPTOLOUNGE.NET Secant 1 Definition Let f be defined over an interval I containing u. If x u and x I then f (x) f (u) Q = x u is the difference quotient. Also if h 0, such that

More information