How Much Should You Invest in Patents?

Size: px
Start display at page:

Download "How Much Should You Invest in Patents?"

Transcription

1 How Much Should You Invest in Patents? Kelce S. Wilson PhD EE, MBA, Registered Patent Attorney All views expressed herein are those of the author and do not represent the views of the author s employer

2 Overview Background Publication in Les Nouvelles Insurance Problem History & Application to IP Supply and Demand Graph from Basic Economic Theory Constructing a PVT Constructing a Value Curve Constructing an Effectiveness Curve Overlaying the Curves Using the PVT Finding an Optimum Budgeting Point Region of Triviality The No Market Condition Over-funding & Under-funding

3 Protection Cost, $ Protection Value, $ Protection Valuation Tool ( PVT ) Risk Reduction Target, % Effectiveness High Value Moderate Value Low Value 0 Actual Risk Reduction, %

4 Background Publication in Les Nouvelles March 2010, with co-author Claudia Tapia Garcia The Insurance Problem Given that you have spent $X to possess an asset, how much $Y should you spend to reduce the risk of a loss, in which the risk can be valued at $Z? Examples: Car, Invention, Sellable Product

5 Background History Software security problem: DoD military weapons systems with a large software component were at risk for foreign exploitation, including IP Theft: Our own capability used against us by adversary Disruptive Attack: Hackers disable critical systems Program Managers demanded: Show me the requirement for security How much of a budget was enough? Application to IP Commercial environment similar; use courts not bullets

6 Basic Economic Theory Supply and Demand Graph example: An intersection point between 2 curves explains a market price point. Source:

7 Adaption to Construct a Tool Motivation If an intersection point between 2 curves can explain a price point, then perhaps an intersection point between 2 curves can be used to set a price point Leverage the reliability of the supply and demand graph theory, but reverse it Use what it is theory, to define what it should be tool Problems / Challenges No Clear Equivalents for Supply and Demand Curves

8 Constructing a PVT 4 Steps Construct at least one Value Curve Construct at least one Effectiveness Curve Overlay the Curves Use the PVT for multiple tasks: Set a budget Analyze a possible lack of spending ( no market ) Analyze over-funding scenarios Analyze under-funding scenarios Predict impacts of changing protection effectiveness Predict impacts of changes to risk of loss

9 Constructing a Value Curve Value Curve traces the set of points representing the actual value achieved by reducing the risk of IPR loss by various target percentages. The value assigned to a risk reduction target is not the cost that the IP owner expects to pay to achieve that target, but instead what the IP owner would be willing to pay. This amount is the owner s perceived value, based on expected increases in profits and other intangible benefits.

10 Protection Value, $ Constructing a Value Curve High Value Moderate Value Low Value Value Increase Value Decrease 0 Risk Reduction Target, %

11 Comments on the Value Curve Starts at $0 for 0% risk reduction. There is no value, if there is no benefit for effort expended. Limited maximum value for the theoretical, but impossible, case of 100% risk reduction. Likely tapers off to nearly flat, as risk reduction approaches 100%. Monotonically non-decreasing, although they maybe not monotonically increasing. Higher IP value, longer term reliance, and greater criticality raises the protection value for a given risk reduction target.

12 Constructing an Effectiveness Curve The Effectiveness Curve represents the actual costs that are necessary to obtain threat reductions at various levels. Must be at the same scope as corresponding Value Curves Risk reduction for Effectiveness Curve is the actual risk reduction, whereas for a Value curve, the risk reduction is a target amount Actual risk reduction values can be determined empirically, using historical data for similar activities.

13 Actual Risk Reduction, % Constructing an Effectiveness Curve 100 Ineffective Highly Effective Protection Cost, $

14 Protection Cost, $ Constructing an Effectiveness Curve Ineffective Highly Effective Protection Methods Lose Effectiveness Protection Methods Improve 0 Actual Risk Reduction, %

15 Comments on the Effectiveness Curve The Effectiveness Curve starts at $0 for 0% reduction. There is no benefit, if there is no effort expended. Never reaches 100% risk reduction. Cost rapidly escalates as reduction approaches 100%. Monotonically non-decreasing, although they maybe not monotonically increasing. Changes in the legal environment affect shape and maximum cost endpoint.

16 Protection Cost, $ Protection Value, $ Overlaying the Curves Risk Reduction Target, % Optimum Budget Operating Points: Cost = Value Target = Actual 0 Actual Risk Reduction, %

17 Overlaying the Curves 2 different curves, 2 different sets of axes Parallel axes have same units, but different meaning At intersection points of curves, we have: Cost = Value Target = Actual Intersection points define unique relationship between Value Curve and Effectiveness Curve: What the owner wanted is available at those points

18 PVT vs Supply and Demand Graph Supply and Demand Graph Supply has a positive slope, and monotonic non-decreasing Demand has a negative slope, is monotonic non-increasing One point typically exists To explain a market price To predict variations in price Curves PVT Value has a positive slope, and is monotonic non-decreasing Effectiveness has a positive slope, is monotonic non-decreasing Intersection Points One trivial point will exist at zero. No non-zero points are certain Multiple non-zero points? Uses To set an optimum budget Other secondary uses

19 Using the PVT At least 7 uses are available Finding an Optimum Budgeting Point Explaining the No Market Condition A Protection Services Provider can then identify how to remedy a lack of customers: Increase IP Owner perception of protection value Increase effectiveness per unit cost Analyzing Over-funding Analyzing Under-funding Predict effects of changes in IP value Predict effects of changes in effectiveness of solutions

20 Protection Cost, $ Protection Value, $ Region of Triviality Likely several intersection points near (0%, $0) Ignore all intersection points below some threshold of significance Risk Reduction Target, % Region of Triviality Optimum Budget Operating Points: Cost = Value Target = Actual 0 Actual Risk Reduction, %

21 Protection Cost, $ Protection Value, $ The No Market Condition Market only exists if an Effectiveness Curve touches a Value Curve Risk Reduction Target, % Effectiveness Value Otherwise, no available solutions have sufficient value Create market by increasing perception of value or reducing costs of protection solutions 0 No Protection Market Actual Risk Reduction, %

22 Protection Cost, $ Protection Value, $ Over-funding A portion of excess funding is unneeded protection A portion of excess funding is waste Risk Reduction Target, % Effectiveness Value Over-funding Unnecessary Expense Wast e 0 Excess Protecti on Actual Risk Reduction, %

23 Protection Cost, $ Protection Value, $ Under-funding Some portion is savings But it comes at a cost of excessive risk that had been valued as desirable to have mitigated Risk Reduction Target, % Effectiveness Value Under-funding Risk Discount 0 Excessive Risk Actual Risk Reduction, %

24 Protection Cost, $ Protection Value, $ Protection Valuation Tool ( PVT ) Risk Reduction Target, % Effectiveness High Value Moderate Value Low Value 0 Actual Risk Reduction, %

25 Conclusions The PVT is a valuable tool for budgeting Applicable outside just the IP world Based upon a reversal of a widely-adopted economic theory It explains the results of imperfect decisions, and changes in the environment; when it is sensible to forego protection; and how protection service providers can create demand

How Much Should You Invest In Software Security?

How Much Should You Invest In Software Security? How Much Should You Invest In Software Security? Kelce S. Wilson, PhD, MBA, JD Technical Director, Standards and Licensing Research In Motion May 24, 2111 Introduction 2 Introduction New economic theory

More information

Problem Set 2 solutions

Problem Set 2 solutions Health Economics Economics 56 Prof. Jay Bhattacharya Problem Set 2 solutions Problem #: Problems from Phelps Ch.8, problem #: The main two distinguishing features of non-profits are that such firms cannot

More information

5.5: LINEAR AUTOMOBILE DEPRECIATION OBJECTIVES

5.5: LINEAR AUTOMOBILE DEPRECIATION OBJECTIVES Section 5.5: LINEAR AUTOMOBILE DEPRECIATION OBJECTIVES Write, interpret, and graph a straight line depreciation equation. Interpret the graph of a straight line depreciation. Key Terms depreciate appreciate

More information

CHAPTER 5 THE COST OF MONEY (INTEREST RATES)

CHAPTER 5 THE COST OF MONEY (INTEREST RATES) CHAPTER 5 THE COST OF MONEY (INTEREST RATES) 1 Learning Outcomes LO.1 Describe the cost of money and factors that affect the cost of money. LO.2 Describe how interest rates are determined. LO.3 Describe

More information

Chapter 3: Model of Consumer Behavior

Chapter 3: Model of Consumer Behavior CHAPTER 3 CONSUMER THEORY Chapter 3: Model of Consumer Behavior Premises of the model: 1.Individual tastes or preferences determine the amount of pleasure people derive from the goods and services they

More information

3. Consumer Behavior

3. Consumer Behavior 3. Consumer Behavior References: Pindyck und Rubinfeld, Chapter 3 Varian, Chapter 2, 3, 4 25.04.2017 Prof. Dr. Kerstin Schneider Chair of Public Economics and Business Taxation Microeconomics Chapter 3

More information

Answers To Chapter 6. Review Questions

Answers To Chapter 6. Review Questions Answers To Chapter 6 Review Questions 1 Answer d Individuals can also affect their hours through working more than one job, vacations, and leaves of absence 2 Answer d Typically when one observes indifference

More information

The Theory of Consumer Choice. UAPP693 Economics in the Public & Nonprofit Sectors Steven W. Peuquet, Ph.D.

The Theory of Consumer Choice. UAPP693 Economics in the Public & Nonprofit Sectors Steven W. Peuquet, Ph.D. The Theory of Consumer Choice UAPP693 Economics in the Public & Nonprofit Sectors Steven W. Peuquet, Ph.D. 1 These slides are for use only as part of a formal instructional course and may not be copied,

More information

The perceived chance that the issuer will default (i.e. fail to live up to repayment contract)

The perceived chance that the issuer will default (i.e. fail to live up to repayment contract) Chapter 6: The Risk and Term Structure of Interest Rates In previous chapter we analyzed the determination of "the interest rate" as if there were only 1. YTM's, though, differ according to risk and maturity,

More information

(Est.2201) Parametric Contingency Estimating on Small Projects. Matthew Schoenhardt, P.Eng, MBA, PMP, RMP

(Est.2201) Parametric Contingency Estimating on Small Projects. Matthew Schoenhardt, P.Eng, MBA, PMP, RMP (Est.2201) Parametric Contingency Estimating on Small Projects Matthew Schoenhardt, P.Eng, MBA, PMP, RMP mschoenh@telus.net 587.988.2305 1 Confirmation Question? Interrupt me and ask! Discussion Question?

More information

Economics 101 Section 5

Economics 101 Section 5 Economics 101 Section 5 Lecture #13 February 26, 2004 Production costs in the short run Outline Explain some of HW#5 Recap from last lecture Short-run vs long-run production Fixed inputs Variable inputs

More information

Chapter 23. Aggregate Supply and Aggregate Demand in the Short Run. In this chapter you will learn to. The Demand Side of the Economy

Chapter 23. Aggregate Supply and Aggregate Demand in the Short Run. In this chapter you will learn to. The Demand Side of the Economy Chapter 23 Aggregate Supply and Aggregate Demand in the Short Run In this chapter you will learn to 1. Explain why an exogenous change in the price level shifts the AE curve and changes the equilibrium

More information

THE APPLICATION OF ESSENTIAL ECONOMIC PRINCIPLES IN ARMED FORCES

THE APPLICATION OF ESSENTIAL ECONOMIC PRINCIPLES IN ARMED FORCES THE APPLICATION OF ESSENTIAL ECONOMIC PRINCIPLES IN ARMED FORCES ENG. VENDULA HYNKOVÁ Abstract The paper defines the role of economics as a discipline in the area of defence. There are specified ten major

More information

Chapter 3. A Consumer s Constrained Choice

Chapter 3. A Consumer s Constrained Choice Chapter 3 A Consumer s Constrained Choice If this is coffee, please bring me some tea; but if this is tea, please bring me some coffee. Abraham Lincoln Chapter 3 Outline 3.1 Preferences 3.2 Utility 3.3

More information

Eastern Mediterranean University Faculty of Business and Economics Department of Economics Spring Semester

Eastern Mediterranean University Faculty of Business and Economics Department of Economics Spring Semester Eastern Mediterranean University Faculty of Business and Economics Department of Economics 2015 16 Spring Semester ECON101 Introduction to Economics I Second Midterm Exam Duration: 90 minutes Type A 23

More information

TECHNICAL BRIEF PAY FOR PERFORMANCE STRATEGIES FOR WESTERN STATES

TECHNICAL BRIEF PAY FOR PERFORMANCE STRATEGIES FOR WESTERN STATES TECHNICAL BRIEF PAY FOR PERFORMANCE STRATEGIES FOR WESTERN STATES PAY FOR PERFORMANCE STRATEGIES FOR WESTERN STATES TECHNICAL BRIEF V1.0 The Pay for Performance Strategies for Western States project is

More information

How to determine rate of interest

How to determine rate of interest 1 How to determine rate of interest According to monetarist approach rate of interest is determined with the help of demand for loanable fund and supply of loanable fund. Demand for loanable fund shows

More information

Aggregate Supply and Demand

Aggregate Supply and Demand Aggregate demand is the relationship between GDP and the price level. When only the price level changes, GDP changes and we move along the Aggregate Demand curve. The total amount of goods and services,

More information

Black hole R&D expenditure

Black hole R&D expenditure Black hole R&D expenditure A government discussion document Hon Steven Joyce Minister of Science and Innovation Hon Todd McClay Minister of Revenue First published in November 2013 by Policy and Strategy,

More information

EBF Response to BCBS Consultative Document (CD) on Interest rate Risk in the Banking Book (IRRBB)

EBF Response to BCBS Consultative Document (CD) on Interest rate Risk in the Banking Book (IRRBB) EBF_016518 8 th September 2015 EBF Response to BCBS Consultative Document (CD) on Interest rate Risk in the Banking Book (IRRBB) The European Banking Federation (EBF) is the voice of the European banking

More information

download instant at

download instant at Exam Name MULTIPLE CHOICE. Choose the one alternative that best completes the statement or answers the question. 1) The aggregate supply curve 1) A) shows what each producer is willing and able to produce

More information

Appendix 4.A. A Formal Model of Consumption and Saving Pearson Addison-Wesley. All rights reserved

Appendix 4.A. A Formal Model of Consumption and Saving Pearson Addison-Wesley. All rights reserved Appendix 4.A A Formal Model of Consumption and Saving How Much Can the Consumer Afford? The Budget Constraint Current income y; future income y f ; initial wealth a Choice variables: a f = wealth at beginning

More information

S atisfactory reliability and cost performance

S atisfactory reliability and cost performance Grid Reliability Spare Transformers and More Frequent Replacement Increase Reliability, Decrease Cost Charles D. Feinstein and Peter A. Morris S atisfactory reliability and cost performance of transmission

More information

See Barro, Macroeconomics, Chapter 13, Taxes, page 247, column 1 and top of column 2

See Barro, Macroeconomics, Chapter 13, Taxes, page 247, column 1 and top of column 2 Macro module 18: Taxes: practice problems (The attached PDF file has better formatting.) This posting gives sample final exam problems. Other topics from the textbook are asked as well; these problems

More information

Finance 527: Lecture 30, Options V2

Finance 527: Lecture 30, Options V2 Finance 527: Lecture 30, Options V2 [John Nofsinger]: This is the second video for options and so remember from last time a long position is-in the case of the call option-is the right to buy the underlying

More information

PAPER No. : 8 Financial Management MODULE No. : 23 Capital Structure II: NOI and Traditional

PAPER No. : 8 Financial Management MODULE No. : 23 Capital Structure II: NOI and Traditional Subject Financial Management Paper No. and Title Module No. and Title Module Tag Paper No.8: Financial Management Module No. 23: Capital Structure II: NOI and Traditional COM_P8_M23 TABLE OF CONTENTS 1.

More information

CHAPTER 4 IMPACT OF PROMOTIONAL ACTIVITIES ON BANKS DEPOSITS

CHAPTER 4 IMPACT OF PROMOTIONAL ACTIVITIES ON BANKS DEPOSITS CHAPTER 4 IMPACT OF PROMOTIONAL ACTIVITIES ON BANKS DEPOSITS One of the important functions of the Bank is to accept deposits from the public for the purpose of lending. In fact, depositors are the major

More information

by Tyler Maddry Published in Aspatore Books: Intellectual Property Licensing Strategies 2016 (excerpted)

by Tyler Maddry Published in Aspatore Books: Intellectual Property Licensing Strategies 2016 (excerpted) April 2016 Chapter The Shifting Subject Matter of IP Licensing in the Information Age: Maximizing the Licensor s Asset Monetization while Facilitating the Licensee s Success Published in Aspatore Books:

More information

Econ 410, Fall 2007 Lauren Raymer Practice Midterm. Choose the one alternative that best completes the statement or answers the question.

Econ 410, Fall 2007 Lauren Raymer Practice Midterm. Choose the one alternative that best completes the statement or answers the question. Econ 410, Fall 2007 Lauren Raymer Practice Midterm Name PID Choose the one alternative that best completes the statement or answers the question. 1) Which of the following is a positive statement? 1) A)

More information

This publication is intended for intermediary use

This publication is intended for intermediary use This publication is intended for intermediary use Over the past year, the South African bond market has experienced high levels of volatility. With conservative and cautious investors usually having a

More information

Principle of Microeconomics

Principle of Microeconomics Principle of Microeconomics Chapter 21 Consumer choices Elements of consumer choices Total amount of money available to spend. Price of each item consumers on a perfectly competitive market are price takers.

More information

The Costs of Production in the long run. M. En C. Eduardo Bustos Farías

The Costs of Production in the long run. M. En C. Eduardo Bustos Farías The Costs of Production in the long run M. En C. Eduardo Bustos Farías Costs in the Long Run For many firms, the division of total costs between fixed and variable costs depends on the time horizon being

More information

$1,000 1 ( ) $2,500 2,500 $2,000 (1 ) (1 + r) 2,000

$1,000 1 ( ) $2,500 2,500 $2,000 (1 ) (1 + r) 2,000 Answers To Chapter 9 Review Questions 1. Answer d. Other benefits include a more stable employment situation, more interesting and challenging work, and access to occupations with more prestige and more

More information

Volatility-Managed Strategies

Volatility-Managed Strategies Volatility-Managed Strategies Public Pension Funding Forum Presentation By: David R. Wilson, CFA Managing Director, Head of Institutional Solutions August 24, 15 Equity Risk Part 1 S&P 5 Index 1 9 8 7

More information

Insider Trading and Innovation

Insider Trading and Innovation Insider Trading and Innovation Ross Levine, Chen Lin and Lai Wei Hoover IP 2 Conference Stanford University January 12, 2016 Levine, Lin, Wei Insider Trading and Innovation 1/17/2016 1 Motivation and Question

More information

Health Insurance Part 2. Health Policy Eric Jacobson

Health Insurance Part 2. Health Policy Eric Jacobson Health Insurance Part 2 Health Policy Eric Jacobson The Uninsured 44 million individuals in the U.S. are without any insurance coverage at all. They tend to have below-average incomes. Nearly two-thirds

More information

Valuation of Energy Projects By Milestone Progress

Valuation of Energy Projects By Milestone Progress Valuation of Energy Projects By Milestone Progress Trintek Energy Consulting, Inc. Creating Competitive Advantage Thru Intelligent Development April 2010 GLREA Michigan Wind Conference Visit Us On the

More information

Trial by fire* Protected. But under pressure to perform

Trial by fire* Protected. But under pressure to perform Key findings from the 2010 Global State of Information Security Survey Financial Services Trial by fire* Protected. But under pressure to perform What global executives expect of information security In

More information

Applying the risk process in the real world using COBIT

Applying the risk process in the real world using COBIT Applying the risk process in the real world using COBIT Christian Dinesen NNIT A/S CiD@nnit.com #Who Am I Last 4 years @ NNIT 2 years as Security Auditor 2 years as Security Advisor/Architect Hacker since

More information

Objective Today I will calculate the linear depreciation of an automobile. Bellwork 1) What do you think depreciate means?

Objective Today I will calculate the linear depreciation of an automobile. Bellwork 1) What do you think depreciate means? Objective Today I will calculate the linear depreciation of an automobile. Bellwork 1) What do you think depreciate means? lose value 2) In the equation y = 200x + 450, explain what 200 and 450 mean. 200

More information

Midterm 1 - Solutions

Midterm 1 - Solutions Ecn 100 - Intermediate Microeconomics University of California - Davis April 15, 2011 Instructor: John Parman Midterm 1 - Solutions You have until 11:50am to complete this exam. Be certain to put your

More information

MICROECONOMIC THEORY 1

MICROECONOMIC THEORY 1 MICROECONOMIC THEORY 1 Lecture 2: Ordinal Utility Approach To Demand Theory Lecturer: Dr. Priscilla T Baffour; ptbaffour@ug.edu.gh 2017/18 Priscilla T. Baffour (PhD) Microeconomics 1 1 Content Assumptions

More information

Possibilities, Preferences, and Choices

Possibilities, Preferences, and Choices 9 Possibilities, Preferences, and Choices Learning Objectives Household s budget line and show how it changes when prices or income change Use indifference curves to map preferences and explain the principle

More information

WEEK 1 REVIEW Lines and Linear Models. A VERTICAL line has NO SLOPE. All other lines have change in y rise y2-

WEEK 1 REVIEW Lines and Linear Models. A VERTICAL line has NO SLOPE. All other lines have change in y rise y2- WEEK 1 REVIEW Lines and Linear Models SLOPE A VERTICAL line has NO SLOPE. All other lines have change in y rise y- y1 slope = m = = = change in x run x - x 1 Find the slope of the line passing through

More information

Bond Basics June 2006

Bond Basics June 2006 Yield Curve Basics The yield curve, a graph that depicts the relationship between bond yields and maturities, is an important tool in fixed-income investing. Investors use the yield curve as a reference

More information

Print last name: Given name: Student number: Section number

Print last name: Given name: Student number: Section number Department of Economics University of Toronto at Mississauga ECO202Y5Y Macroeconomic Theory and Policy December 2002 Test Two Instructor: X. Gu Date: Friday, December 6, 2002 Time allowed: Two hours Aids

More information

Second Opinions what, why, when & how? CICERO s approach and methodology for Second Opinions practical experiences in the case of Modern Land

Second Opinions what, why, when & how? CICERO s approach and methodology for Second Opinions practical experiences in the case of Modern Land Second Opinions what, why, when & how? CICERO s approach and methodology for Second Opinions practical experiences in the case of Modern Land Beijing, March 2 nd 2017 Knut H. Alfsen, Senior Researcher,

More information

Slope-Intercept Form Practice True False Questions Indicate True or False for the following Statements.

Slope-Intercept Form Practice True False Questions Indicate True or False for the following Statements. www.ck2.org Slope-Intercept Form Practice True False Questions Indicate True or False for the following Statements.. The slope-intercept form of the linear equation makes it easier to graph because the

More information

ICAP Willingness To Pay (Demand Curve)

ICAP Willingness To Pay (Demand Curve) ICAP Willingness To Pay (Demand Curve) Contact: Thomas Paynter, (518) 486-7306, thomas_paynter@dps.state.ny.us Overview The New York ICAP market has exhibited serious problems. ICAP prices have proven

More information

Econ 001 Levinson -- Fall 2008

Econ 001 Levinson -- Fall 2008 Page 1 of 11 Page 2 of 11 Print this page. Question 2.1 2.1. The price of popcorn increases. Econ 001 Levinson -- Fall 2008 Problem Set #4 Question 1 1. Arik took his daughter's baseball team to to see

More information

9 D/S of/for Labor. 9.1 Demand for Labor. Microeconomics I - Lecture #9, April 14, 2009

9 D/S of/for Labor. 9.1 Demand for Labor. Microeconomics I - Lecture #9, April 14, 2009 Microeconomics I - Lecture #9, April 14, 2009 9 D/S of/for Labor 9.1 Demand for Labor Demand for labor depends on the price of labor, price of output and production function. In optimum a firm employs

More information

Business Auditing - Enterprise Risk Management. October, 2018

Business Auditing - Enterprise Risk Management. October, 2018 Business Auditing - Enterprise Risk Management October, 2018 Contents The present document is aimed to: 1 Give an overview of the Risk Management framework 2 Illustrate an ERM model Page 2 What is a risk?

More information

The State of Employee Benefits: Findings From the 2018 Health and Workplace Benefits Survey

The State of Employee Benefits: Findings From the 2018 Health and Workplace Benefits Survey January 10, 2019 No. 470 The State of Employee Benefits: Findings From the 2018 Health and Workplace Benefits Survey By Lisa Greenwald, Greenwald & Associates, and Paul Fronstin, Ph.D., Employee Benefit

More information

Models - Optimizer Report

Models - Optimizer Report Models - Optimizer Report Prepared on: 5/7/2012 Prepared For: Prepared By: Related parties: Alex Anderson 453 S. Fourth Ave Suite 200 Pittsburgh, PA 15222 Mark Deniro M.D.C Advisors 110 Main St. Sewickley,

More information

Monetary Economics Fixed Income Securities Term Structure of Interest Rates Gerald P. Dwyer November 2015

Monetary Economics Fixed Income Securities Term Structure of Interest Rates Gerald P. Dwyer November 2015 Monetary Economics Fixed Income Securities Term Structure of Interest Rates Gerald P. Dwyer November 2015 Readings This Material Read Chapters 21 and 22 Responsible for part of 22.2, but only the material

More information

We will make several assumptions about these preferences:

We will make several assumptions about these preferences: Lecture 5 Consumer Behavior PREFERENCES The Digital Economist In taking a closer at market behavior, we need to examine the underlying motivations and constraints affecting the consumer (or households).

More information

International Trade. Heckscher-Ohlin Model and Political Economy of Trade

International Trade. Heckscher-Ohlin Model and Political Economy of Trade International Trade Heckscher-Ohlin Model and Political Economy of Trade International Economic Policy Finance and Development (LM-81), a.a. 2016-2017 Prof. Emanuele Ragusi Presentation taken from Reinert,

More information

Chapter 9: Reducing Project Duration 4KF3

Chapter 9: Reducing Project Duration 4KF3 Lecture Notes Options for Accelerating Project Completion Unconstrained Resources o Adding resources o Outsourcing o Overtime o Core project team o Do it twice Constrained Resources o Fast-tracking o Critical-chain

More information

Information Security Risk Management

Information Security Risk Management Information Security Risk Management Based on ISO/IEC 17799 Houman Sadeghi Kaji Spread Spectrum Communication System PhD., Cisco Certified Network Professional Security Specialist BS7799 LA info@houmankaji.net

More information

Current Ratio - General Fund

Current Ratio - General Fund Current Ratio - General Fund Are General Fund expenses able to be paid as they come due? Description: This measure is designed to focus on the liquidity position of the County s General Fund that has arisen

More information

Economics 201 Fall 2010 Introduction to Economic Analysis Problem Set #1 Due: Wednesday, September 8

Economics 201 Fall 2010 Introduction to Economic Analysis Problem Set #1 Due: Wednesday, September 8 Economics 201 Fall 2010 Introduction to Economic Analysis Jeffrey Parker Problem Set #1 Due: Wednesday, September 8 Instructions: This problem set is due in class on Wednesday, September 8. Each student

More information

Cyber-risk and cyber-controls:

Cyber-risk and cyber-controls: Cyber-risk and cyber-controls: 1 Insurance alone is not enough Cyber-risk has become one of the most significant topics in boardrooms around the world. The threat is indeed, very real. Consequently, in

More information

Developing Optimized Maintenance Work Programs for an Urban Roadway Network using Pavement Management System

Developing Optimized Maintenance Work Programs for an Urban Roadway Network using Pavement Management System Developing Optimized Maintenance Work Programs for an Urban Roadway Network using Pavement Management System M. Arif Beg, PhD Principal Consultant, AgileAssets Inc. Ambarish Banerjee, PhD Consultant, AgileAssets

More information

PERFORMANCE MEASUREMENT (1) FINANCIAL PERFORMANCE:

PERFORMANCE MEASUREMENT (1) FINANCIAL PERFORMANCE: PERFORMANCE MEASUREMENT (1) FINANCIAL PERFORMANCE: GROWTH: Revenue / Profits / EBITDA / Market Share PROFITABILITY: Absolute profit / ROCE / Profit margin GEARING: Gearing ratio LIQUIDITY: Current ratio

More information

13.1 Quantitative vs. Qualitative Analysis

13.1 Quantitative vs. Qualitative Analysis 436 The Security Risk Assessment Handbook risk assessment approach taken. For example, the document review methodology, physical security walk-throughs, or specific checklists are not typically described

More information

Technical analysis of selected chart patterns and the impact of macroeconomic indicators in the decision-making process on the foreign exchange market

Technical analysis of selected chart patterns and the impact of macroeconomic indicators in the decision-making process on the foreign exchange market Summary of the doctoral dissertation written under the guidance of prof. dr. hab. Włodzimierza Szkutnika Technical analysis of selected chart patterns and the impact of macroeconomic indicators in the

More information

Chapter 7. Costs. An economist is a person who, when invited to give a talk at a banquet, tells the audience there s no such thing as a free lunch.

Chapter 7. Costs. An economist is a person who, when invited to give a talk at a banquet, tells the audience there s no such thing as a free lunch. Chapter 7 Costs An economist is a person who, when invited to give a talk at a banquet, tells the audience there s no such thing as a free lunch. Chapter 7 Outline 7.1 Measuring Costs 7.2 Short-Run Costs

More information

THE INFLECTION POINT OF LAFFER CURVE

THE INFLECTION POINT OF LAFFER CURVE 2017 HAWAII UNIVERSIY INERNAIONAL CONFERENCES ARS, HUMANIIES, SOCIAL SCIENCES & EDUCAION JANUARY 3-6, 2017 ALA MOANA HOEL, HONOLULU, HAWAII HE INFLECION POIN OF LAFFER CURVE BORKOWSKI, RAFAL (DECEASED)

More information

Oil Field Unitization in Theory and Practice

Oil Field Unitization in Theory and Practice EPGE/FGV International Workshop on Microeconomics Applied to the Energy Industry Oil Field Unitization in Theory and Practice by Dr. James L. Smith Cary M. Maguire Chair in Oil & Gas Management Department

More information

Evaluating Spending Policies in a Low-Return Environment

Evaluating Spending Policies in a Low-Return Environment Evaluating Spending Policies in a Low-Return Environment Many institutional investors are concerned that a low-return environment is ahead, forcing stakeholders to reevaluate the prudence of their investment

More information

Chapter 7 The Stock Market, the Theory of Rational Expectations, and the Efficient Markets Hypothesis

Chapter 7 The Stock Market, the Theory of Rational Expectations, and the Efficient Markets Hypothesis Chapter 7 The Stock Market, the Theory of Rational Expectations, and the Efficient Markets Hypothesis Multiple Choice 1) Stockholders rights include (a) the right to vote. (b) the right to manage. (c)

More information

Problem Set on Adverse Selection and an Individual Mandate. Developed by Amanda Kowalski, Austin Schaefer, Jack Welsh, and Megan Wilson

Problem Set on Adverse Selection and an Individual Mandate. Developed by Amanda Kowalski, Austin Schaefer, Jack Welsh, and Megan Wilson Problem Set on Adverse Selection and an Individual Mandate Developed by Amanda Kowalski, Austin Schaefer, Jack Welsh, and Megan Wilson This problem set is based on Hackmann, Kolstad, and Kowalski (2015)

More information

Price Changes and Consumer Welfare

Price Changes and Consumer Welfare Price Changes and Consumer Welfare While the basic theory previously considered is extremely useful as a tool for analysis, it is also somewhat restrictive. The theory of consumer choice is often referred

More information

The World Economy from a Distance

The World Economy from a Distance The World Economy from a Distance It would be difficult for any country today to completely isolate itself. Even tribal populations may find the trials of isolation a challenge. Most features of any economy

More information

IP valuation, exploitation and finance

IP valuation, exploitation and finance www.pwc.com WIPO WORKSHOP ON EFFECTIVE INTELLECTUAL PROPERTY ASSET MANAGEMENT BY SMEs IP valuation, exploitation and finance Tony Hadjiloucas Partner, Intellectual Property Global Compliance Services,

More information

MANAGEMENT RISK INTEGRAL UNIT (UAIR)

MANAGEMENT RISK INTEGRAL UNIT (UAIR) MANAGEMENT RISK INTEGRAL UNIT (UAIR) INTRODUCTION The main risks that Shinhan bank México, SA, will deal with are Credit, Market, Liquidity and Operational; that s why the board of directors working aside

More information

MA162: Finite mathematics

MA162: Finite mathematics MA162: Finite mathematics Paul Koester University of Kentucky September 4, 2013 Schedule: First Web Assign assignment due on Friday, September 6 by 6:00 pm. Second Web Assign assignment due on Tuesday,

More information

Chapter 4 Read this chapter together with unit four in the study guide. Consumer Choice

Chapter 4 Read this chapter together with unit four in the study guide. Consumer Choice Chapter 4 Read this chapter together with unit four in the study guide Consumer Choice Topics 1. Preferences. 2. Utility. 3. Budget Constraint. 4. Constrained Consumer Choice. 5. Behavioral Economics.

More information

Evaluating Life Expectancy Estimates. ifa Institut für Finanz- und Aktuarwissenschaften. Jochen Russ. Washington D.C.

Evaluating Life Expectancy Estimates. ifa Institut für Finanz- und Aktuarwissenschaften. Jochen Russ. Washington D.C. Evaluating Life Expectancy Estimates Jochen Russ Washington D.C. November 7, 2005 Helmholtzstraße 22 D-89081 Ulm phone +49 (0) 731/50-31230 fax +49 (0) 731/50-31239 email @-ulm.de Agenda Traded Life Insurance

More information

Cost Effectiveness Analysis

Cost Effectiveness Analysis Cost Effectiveness Analysis Dan Levine Institute for Defense Analyses January 25, 2001 Slide 1 TOPICS Decision-making and cost effectiveness Methodology Example Theoretical foundations Elaboration of methodology

More information

Modeling Fixed-Income Securities and Interest Rate Options

Modeling Fixed-Income Securities and Interest Rate Options jarr_fm.qxd 5/16/02 4:49 PM Page iii Modeling Fixed-Income Securities and Interest Rate Options SECOND EDITION Robert A. Jarrow Stanford Economics and Finance An Imprint of Stanford University Press Stanford,

More information

Risk and Term Structure of Interest Rates

Risk and Term Structure of Interest Rates Risk and Term Structure of Interest Rates Economics 301: Money and Banking 1 1.1 Goals Goals and Learning Outcomes Goals: Explain factors that can cause interest rates to be different for bonds of different

More information

Wells Fargo & Company

Wells Fargo & Company PRICING SUPPLEMENT No. 436 dated June 18, 2014 (To Product Supplement No. 4 dated May 2, 2012, Prospectus Supplement dated April 13, 2012 and Prospectus dated April 13, 2012) Wells Fargo & Company Medium-Term

More information

February 4, The Honorable Arlen Specter Ranking Member, Committee on the Judiciary United States Senate Washington, D.C.

February 4, The Honorable Arlen Specter Ranking Member, Committee on the Judiciary United States Senate Washington, D.C. UNITED STATES DEPARTMENT OF COMMERCE The Assistant Secretary for Legislative and Intergovernmental Affairs WASHINGTON, D.C. 20230 February 4, 2008 The Honorable Arlen Specter Ranking Member, Committee

More information

The Impact of an Increase In The Money Supply and Government Spending In The UK Economy

The Impact of an Increase In The Money Supply and Government Spending In The UK Economy The Impact of an Increase In The Money Supply and Government Spending In The UK Economy 1/11/2016 Abstract The international economic medium has evolved in the direction of financial integration. In the

More information

Lecture 8: Producer Behavior

Lecture 8: Producer Behavior Lecture 8: Producer Behavior October 23, 2018 Overview Course Administration Basics of Production Production in the Short Run Production in the Long Run The Firm s Problem: Cost Minimization Returns to

More information

Measuring Portfolio Risk

Measuring Portfolio Risk Measuring Portfolio Risk The first step to hedging is measuring risk then we can do something about it What do I mean by portfolio risk? There are a lot or risk measures used in the financial lexicon.

More information

The Journal of Applied Business Research May/June 2009 Volume 25, Number 3

The Journal of Applied Business Research May/June 2009 Volume 25, Number 3 Risk Manage Capital Investment Decisions: A Lease vs. Purchase Illustration Thomas L. Zeller, PhD., CPA, Loyola University Chicago Brian B. Stanko, PhD., CPA, Loyola University Chicago ABSTRACT This paper

More information

How to Avoid Non-Payment.

How to Avoid Non-Payment. How to Avoid Non-Payment www.eulerhermes.us How to Avoid Non-Payment 2 How to Avoid Non-Payment The due date comes the due date goes and a new reality sets in: Will your customer pay? How will you know

More information

growth and improving our operating margin as a result.

growth and improving our operating margin as a result. ANNUAL REPORT 2015 To Our Stockholders, detection and dynamic instant mitigation. product strategy and company strengths are directly aligned with the trends we see in the market growth and improving

More information

Applying Risk-based Decision-making Methods/Tools to U.S. Navy Antiterrorism Capabilities

Applying Risk-based Decision-making Methods/Tools to U.S. Navy Antiterrorism Capabilities Applying Risk-based Decision-making Methods/Tools to U.S. Navy Antiterrorism Capabilities Mr. Charles Mitchell ABSG Consulting Inc. Alexandria, VA (703) 519-6387 cmitchell@absconsulting.com Commander Chris

More information

Qualified Research Activities

Qualified Research Activities Page 15 Qualified Research Activities ORS 317.152, 317.153 Year Enacted: 1989 Transferable: No ORS 317.154 Length: 1-year Means Tested: No Refundable: No Carryforward: 5-year TER 1.416, 1.417 Kind of cap:

More information

Best Reply Behavior. Michael Peters. December 27, 2013

Best Reply Behavior. Michael Peters. December 27, 2013 Best Reply Behavior Michael Peters December 27, 2013 1 Introduction So far, we have concentrated on individual optimization. This unified way of thinking about individual behavior makes it possible to

More information

The Guide to Budgeting for Insider Threat Management

The Guide to Budgeting for Insider Threat Management The Guide to Budgeting for Insider Threat Management The Guide to Budgeting for Insider Threat Management This guide is intended to help show you how to approach including Insider Threat Management within

More information

Lecture 13: Asymmetric information

Lecture 13: Asymmetric information Lecture 13: Asymmetric information EC 105. Industrial Organization. Matt Shum HSS, California Institute of Technology EC 105. Industrial Organization. (Matt Shum HSS, California Institute Lecture of 13:

More information

1. Compare the following two pairs of goods: (1) Coke and Pepsi, (2) Plane tickets and hotel bookings

1. Compare the following two pairs of goods: (1) Coke and Pepsi, (2) Plane tickets and hotel bookings ECNS 251 Homework 5 Consumer Theory 1. Compare the following two pairs of goods: (1) Coke and Pepsi, (2) Plane tickets and hotel bookings a. What is the relationship between Coke and Pepsi? What is the

More information

Software and Software Tools Ownership and Use Contracting Considerations When Creating Digital, Online and Mobile Content

Software and Software Tools Ownership and Use Contracting Considerations When Creating Digital, Online and Mobile Content Software and Software Tools Ownership and Use Contracting Considerations When Creating Digital, Online and Mobile Content By Candice Kersh Partner at Frankfurt Kurnit Klein & Selz Introduction Technology

More information

1. The real risk-free rate is the increment to purchasing power that the lender earns in order to induce him or her to forego current consumption.

1. The real risk-free rate is the increment to purchasing power that the lender earns in order to induce him or her to forego current consumption. Chapter 02 Determinants of Interest Rates True / False Questions 1. The real risk-free rate is the increment to purchasing power that the lender earns in order to induce him or her to forego current consumption.

More information

PRINCE2. Number: PRINCE2 Passing Score: 800 Time Limit: 120 min File Version:

PRINCE2. Number: PRINCE2 Passing Score: 800 Time Limit: 120 min File Version: PRINCE2 Number: PRINCE2 Passing Score: 800 Time Limit: 120 min File Version: 1.0 Exam M QUESTION 1 Identify the missing word(s) from the following sentence. A project is a temporary organization that is

More information

Scenario Planning & Using What-if Forecasting Models

Scenario Planning & Using What-if Forecasting Models Scenario Planning & Using What-if Forecasting Models Mark A. Regier, CFA Vice President of Finance / Planning & Analysis Manager Dimensional Fund Advisors Annual budget targets become obsolete..rather

More information