Dynamic equality of opportunity. John E. Roemer Yale University. Burak Ünveren Yıldız Teknik Üniversitesi

Size: px
Start display at page:

Download "Dynamic equality of opportunity. John E. Roemer Yale University. Burak Ünveren Yıldız Teknik Üniversitesi"

Transcription

1 June 2012 Dynamic equality of opportunity by John E. Roemer Yale University Burak Ünveren Yıldız Teknik Üniversitesi

2 * We apply an EOp policy at time t, which presumably will change the distribution of types at time t+1. 2 *In particular, agents will respond optimally to the EOp policy *At date t+1 we again apply (another )EOp policy. *What is the equilibrium of such a process? It is a stationary state. * A stationary state is a policy, a distribution of types, and actions by all individuals, which reproduce the same distribution of types and actions in the next generation

3 3 * Thus, the foresighted planner must be concerned with how good the stationary states are, from the viewpoint of equalizing opportunities. * In general, there will be many stationary states, and the planner s objective is to choose the policy that induces the best stationary state, according to the EOp ethic *We study this problem in the simplest interesting model we can think of

4 Model 4 * Population of families; fraction f R are Rich and fraction f P = 1! f R are Poor. Each family has one child. The incomes of R family and P family are fixed at w R > w P. * Both the State and the family may invest in the education of child. Call these investments s J,i J for J!{P, R}. The probability that a R child becomes a R adult is:! R (z P,z R ) = where z j = s j + i j ; e z R e z R + e z P

5 5 The prob that a P child becomes a R adult is! R (z P,z R ) = ae z P e z R + e z P, some 0 < a < 1. * a reflects the culture/nbhd effects of living in a P family. * the standard of living of a family of type j is y j = (1! t)w j! i j * the utility of a type j adult at date τ is U j! = y j! + "(# j y j!+1 + (1$ # j )y % j!+1 ) where! reflects intergenerational altruism.

6 6 Def n stationary state A stationary state is a policy (t *,s * R,s * P ) and a pair of private investments (i * P,i * * R ) and a pop n distribution f R such that: 1) ( ) = f R * s R * + 1! f R * t * µ * = t * f * R w R + ( * 1! f R )w P 2) i R * maximizes (over i): ( 1! t * )w R! i ( )s P * ( ) + ( " # R s * * ( R + i,z P )(( 1! t * * )w R! i ) R + ( 1! # R s * * ( R + i,z P ))(( 1! t * * )w P! i )) P $ & % P & ' 3) i * maximizes over i : P ( 1! t * )w P! i ( ) + ( " # P ( z * R,s * P + i) (( 1! t * * )w R! i ) R + ( 1! # P ( z * R,s * P + i) )(( 1! t * * )w P! i )) P 4) f * R! R z * * * ( R,z P ) + ( 1" f R )! P z * * * ( R,z P ) = f. R $ & % P & '

7 Define E J =! J (( 1" t)w R " i ) R + 1"! J ( ) 1" t ( ) ( )w P " i P at a stationary state. We define the EOp ordering of stationary states by:!! " ˆ! " min(e R (!), E P (!)) # min(e R ( ˆ!), E P ( ˆ!)). Our task is to find the best stationary state (and associated policy) according to ". That is:! max! min j=p,r (E j (!)). Analytically difficult problem, b/c the IC constraints render it a non-concave optimization problem. We do some analysis of the problem & based on this, we compute by simulation the optimal EOp policy for 7

8 a large set of randomly simulated economies. Easy to show: In all stationary states f R * = a. 1+ a The poor are always with us. 8 An economy is specified by a tuple (a,w R,w P,!). These are the possible kinds of ss: case s R s P i R i t E P R -E P The State never invests in R children, and the P never invest privately.

9 9 State 4 is laissez-faire. Only in state 2 is full EOp achieved. In 76% of cases, EOp optimal ss is laissez-faire! Disturbing result. The intuition: If the state invests in the P children, the Rich undo the effect by investing privately in their own children. For a better understanding, we now fix ( w R,w P ) = ( 80,40). We randomize over (a,!) and can now plot the results in the (a,!) plane.

10 10 Red: Laissezfaire; Blue: Case 2 (full EOp) Summary: If! > 0.2, soln is laissez-faire; only if! < 0.2 does the state invest in children. The state acts in loco parentis only if parents don t care about their children. To drive point home: Suppose we are in the red zone but state invests in P children. Eventually the dynamics will lead to a ss where P children have a lower expectation of becoming R adults than if the State had not invested in them!

11 Expanding the policy space 11 How might we do so? The state could invest in P parents, thus increasing a. We assume a m ( ) = 1! 1! a 0 ( )exp!m ( ). Note a(0) = a 0, lim a(m) = 1. m!" Now a state policy is (t,s P,s R,m). There are now 10 possible kinds of ss: case m t E s R s i i P R P R E P [0,1]

12 12 1a a [0,1] 3a a a

13 13 A simulation on the same support as before now produces these results: Case percentage no solution found 1.45% % % 5 0 1a 0 2a 6.15% 3a 0 4a 80.65% 5a 0 Only 11.7% of cases are laissez-faire: the predominant case 4a is that m > 0,s P = 0,i R > 0. The State only invests in families, not in children directly.

14 14 As before, we now fix (w R,w P ) = (80,40) and simulate on (a 0,!) "[0,1] 2. For normal parameter values, yellow (case 4a). Only for very small values of! does state invest in both P families and children (red); only for a 0 close to 1 laissez-faire the optimal policy (blue).

15 Concluding remarks 15 * We don't know how general our results are. We have analyzed an example. *It appears more attention should be paid to family culture. Perhaps this is due our functional forms. * EOp policies may have limited effects, unless there is a social ethos, in which people care about other peoples children. A pessimistic conclusion.

DYNAMIC EQUALITY OF OPPORTUNITY. John E. Roemer and Burak Ünveren. March 2016 COWLES FOUNDATION DISCUSSION PAPER NO. 2034

DYNAMIC EQUALITY OF OPPORTUNITY. John E. Roemer and Burak Ünveren. March 2016 COWLES FOUNDATION DISCUSSION PAPER NO. 2034 DYNAMIC EQUALITY OF OPPORTUNITY By John E. Roemer and Burak Ünveren March 2016 COWLES FOUNDATION DISCUSSION PAPER NO. 2034 COWLES FOUNDATION FOR RESEARCH IN ECONOMICS YALE UNIVERSITY Box 208281 New Haven,

More information

u(c t, x t+1 ) = c α t + x α t+1

u(c t, x t+1 ) = c α t + x α t+1 Review Questions: Overlapping Generations Econ720. Fall 2017. Prof. Lutz Hendricks 1 A Savings Function Consider the standard two-period household problem. The household receives a wage w t when young

More information

Economic Policy and Equality of Opportunity

Economic Policy and Equality of Opportunity Economic Policy and Equality of Opportunity Sang Yoon (Tim) Lee 1 Ananth Seshdari 2 1 University of Mannheim 2 University of Wisconsin October 25, 2014 Normative Ethics and Welfare Economics Redistributive

More information

Equality of Opportunity

Equality of Opportunity Equality of Opportunity and School Financing Structure Juan Rios January 4, 2017 Juan Rios Equality of Opportunity January 4, 2017 1 / 20 Motivation (I) 1 Normative Principles: Compensation Principle:

More information

Long-Term Care, Altruism and Socialization

Long-Term Care, Altruism and Socialization Long-Term Care, Altruism and Socialization Grégory Ponthière To cite this version: Grégory Ponthière. Long-Term Care, Altruism and Socialization. PSE Working Papers n 011-31. 011. HAL Id:

More information

+ τ t R t 1B t 1 + M t 1. = R t 1B t 1 + M t 1. = λ t (1 + γ f t + γ f t v t )

+ τ t R t 1B t 1 + M t 1. = R t 1B t 1 + M t 1. = λ t (1 + γ f t + γ f t v t ) Eco504, Part II Spring 2006 C. Sims FTPL WITH MONEY 1. FTPL WITH MONEY This model is that of Sims (1994). Agent: [ ] max E β t log C t {C t,m t,b t } t=0 s.t. C t (1 + γ f (v t )) + M t + B t + τ t R t

More information

Economics 210B Due: September 16, Problem Set 10. s.t. k t+1 = R(k t c t ) for all t 0, and k 0 given, lim. and

Economics 210B Due: September 16, Problem Set 10. s.t. k t+1 = R(k t c t ) for all t 0, and k 0 given, lim. and Economics 210B Due: September 16, 2010 Problem 1: Constant returns to saving Consider the following problem. c0,k1,c1,k2,... β t Problem Set 10 1 α c1 α t s.t. k t+1 = R(k t c t ) for all t 0, and k 0

More information

Optimal Mirrleesian Income Taxation with Tax Avoidance

Optimal Mirrleesian Income Taxation with Tax Avoidance Optimal Mirrleesian Income Taxation with Tax Avoidance Daniel Moncayo January 30, 2014 Introduction People have more than one way to respond to taxation. The labor supply elasticity alone can t explain

More information

APPENDIX Should the Private Sector Provide Public Capital?

APPENDIX Should the Private Sector Provide Public Capital? APPENIX Should the Private Sector Provide Public Capital? Santanu Chatterjee epartment of Economics Terry College of Business University of eorgia Appendix A The appendix describes the optimization problem

More information

Structural Change, Demographic Transition and Fertility Di erence

Structural Change, Demographic Transition and Fertility Di erence Structural Change, Demographic Transition and Fertility Di erence T. Terry Cheung February 14, 2017 T. Terry Cheung () Structural Change and Fertility February 14, 2017 1 / 35 Question Question: The force

More information

14.74 Lecture 10: The returns to human capital: education

14.74 Lecture 10: The returns to human capital: education 14.74 Lecture 10: The returns to human capital: education Esther Duflo March 7, 2011 Education is a form of human capital. You invest in it, and you get returns, in the form of higher earnings, etc...

More information

SGZ Macro Week 3, Lecture 2: Suboptimal Equilibria. SGZ 2008 Macro Week 3, Day 1 Lecture 2

SGZ Macro Week 3, Lecture 2: Suboptimal Equilibria. SGZ 2008 Macro Week 3, Day 1 Lecture 2 SGZ Macro Week 3, : Suboptimal Equilibria 1 Basic Points Effects of shocks can be magnified (damped) in suboptimal economies Multiple equilibria (stationary states, dynamic paths) in suboptimal economies

More information

Some Microfoundations for the Gatsby Curve. Steven N. Durlauf University of Wisconsin. Ananth Seshadri University of Wisconsin

Some Microfoundations for the Gatsby Curve. Steven N. Durlauf University of Wisconsin. Ananth Seshadri University of Wisconsin Some Microfoundations for the Gatsby Curve Steven N. Durlauf University of Wisconsin Ananth Seshadri University of Wisconsin November 4, 2014 Presentation 1 changes have taken place in ghetto neighborhoods,

More information

Fertility Policies and Social Security Reforms in China

Fertility Policies and Social Security Reforms in China Fertility Policies and Social Security Reforms in China Nicolas Coeurdacier (SciencesPo & CEPR) Stéphane Guibaud (SciencesPo) Keyu Jin (LSE) IMF-BOK Conference Seoul, September 2013 1 / 33 Motivation China

More information

Comprehensive Exam. Macro Spring 2014 Retake. August 22, 2014

Comprehensive Exam. Macro Spring 2014 Retake. August 22, 2014 Comprehensive Exam Macro Spring 2014 Retake August 22, 2014 You have a total of 180 minutes to complete the exam. If a question seems ambiguous, state why, sharpen it up and answer the sharpened-up question.

More information

Incentives and Nutrition for Rotten Kids: Intrahousehold Food Allocation in the Philippines

Incentives and Nutrition for Rotten Kids: Intrahousehold Food Allocation in the Philippines Incentives and Nutrition for Rotten Kids: Intrahousehold Food Allocation in the Philippines Pierre Dubois and Ethan Ligon presented by Rachel Heath November 3, 2006 Introduction Outline Introduction Modification

More information

Bequest Motives, Estate Taxes, and Wealth Distributions in Becker-Tomes Models with Investment Risk

Bequest Motives, Estate Taxes, and Wealth Distributions in Becker-Tomes Models with Investment Risk Bequest Motives, Estate Taxes, and Wealth Distributions in Becker-Tomes Models with Investment Risk Shenghao Zhu Department of Economics, NUS This draft: June 2013 Abstract I introduce investment risk

More information

Introduction to Development. Indicators and Models

Introduction to Development. Indicators and Models Introduction to Development Indicators and Models First World vs. Third World Refers to economic development Diversity and complexity of economy High per capita income Developed during the Cold War First

More information

Competitive Equilibrium and the Welfare Theorems

Competitive Equilibrium and the Welfare Theorems Competitive Equilibrium and the Welfare Theorems Craig Burnside Duke University September 2010 Craig Burnside (Duke University) Competitive Equilibrium September 2010 1 / 32 Competitive Equilibrium and

More information

The design of pension plans with endogenously determined fertility, education, and ability types

The design of pension plans with endogenously determined fertility, education, and ability types The design of pension plans with endogenously determined fertility, education, and ability types Helmuth Cremer Toulouse School of Economics (University of Toulouse and Institut universitaire de France)

More information

Culture Shocks and Consequences:

Culture Shocks and Consequences: Culture Shocks and Consequences: the connection between the arts and urban economic growth Stephen Sheppard Williams College Arts, New Growth Theory, and Economic Development Symposium The Brookings Institution,

More information

Sociobiological Approaches. What We Will Cover in This Section. Overview. Overview Evolutionary Theory Sociobiology Summary

Sociobiological Approaches. What We Will Cover in This Section. Overview. Overview Evolutionary Theory Sociobiology Summary Sociobiological Approaches What We Will Cover in This Section Overview Evolutionary Theory Sociobiology Summary 7/22/2007 Sociobiological Approaches.ppt 2 Overview Total focus on internal aspects of personality

More information

The SAS System 11:26 Tuesday, May 14,

The SAS System 11:26 Tuesday, May 14, The SAS System 11:26 Tuesday, May 14, 2013 1667 Family important in life A001 Frequency Percent Frequency Percent -5 4 0.01 4 0.01-3 1 0.00 5 0.01-2 96 0.19 101 0.20-1 32 0.06 133 0.26 1 48806 94.96 48939

More information

Neoclassical Business Cycle Model

Neoclassical Business Cycle Model Neoclassical Business Cycle Model Prof. Eric Sims University of Notre Dame Fall 2015 1 / 36 Production Economy Last time: studied equilibrium in an endowment economy Now: study equilibrium in an economy

More information

problem. max Both k (0) and h (0) are given at time 0. (a) Write down the Hamilton-Jacobi-Bellman (HJB) Equation in the dynamic programming

problem. max Both k (0) and h (0) are given at time 0. (a) Write down the Hamilton-Jacobi-Bellman (HJB) Equation in the dynamic programming 1. Endogenous Growth with Human Capital Consider the following endogenous growth model with both physical capital (k (t)) and human capital (h (t)) in continuous time. The representative household solves

More information

Graduate Macroeconomics 2 Problem set Solutions

Graduate Macroeconomics 2 Problem set Solutions Graduate Macroeconomics 2 Problem set 10. - Solutions Question 1 1. AUTARKY Autarky implies that the agents do not have access to credit or insurance markets. This implies that you cannot trade across

More information

Problem 1 (30 points)

Problem 1 (30 points) Problem (30 points) Prof. Robert King Consider an economy in which there is one period and there are many, identical households. Each household derives utility from consumption (c), leisure (l) and a public

More information

Introduction to Continuous-Time Dynamic Optimization: Optimal Control Theory

Introduction to Continuous-Time Dynamic Optimization: Optimal Control Theory Econ 85/Chatterjee Introduction to Continuous-ime Dynamic Optimization: Optimal Control heory 1 States and Controls he concept of a state in mathematical modeling typically refers to a specification of

More information

EC9A2 Advanced Macro Analysis - Class #1

EC9A2 Advanced Macro Analysis - Class #1 EC9A2 Advanced Macro Analysis - Class #1 Jorge F. Chávez University of Warwick October 29, 2012 Outline 1. Some math 2. Shocking the Solow model 3. The Golden Rule 4. CES production function (more math)

More information

Lecture 2: Balanced Growth

Lecture 2: Balanced Growth Lecture 2: Balanced Growth Fatih Guvenen September 21, 2015 Fatih Guvenen Balanced Growth September 21, 2015 1 / 12 Kaldor s Facts 1 Labor productivity has grown at a sustained rate. 2 Capital per worker

More information

Decision Theory: Markov Decision Processes

Decision Theory: Markov Decision Processes Decision Theory: Markov Decision Processes CPSC 322 Lecture 33 March 31, 2006 Textbook 12.5 Decision Theory: Markov Decision Processes CPSC 322 Lecture 33, Slide 1 Lecture Overview Recap Rewards and Policies

More information

Solow Growth Model. Michael Bar. February 28, Introduction Some facts about modern growth Questions... 4

Solow Growth Model. Michael Bar. February 28, Introduction Some facts about modern growth Questions... 4 Solow Growth Model Michael Bar February 28, 208 Contents Introduction 2. Some facts about modern growth........................ 3.2 Questions..................................... 4 2 The Solow Model 5

More information

Chapter 3 Task 1-4. Growth and Innovation Fridtjof Zimmermann

Chapter 3 Task 1-4. Growth and Innovation Fridtjof Zimmermann Chapter 3 Task 1-4 Growth and Innovation Fridtjof Zimmermann Recept on how to derive the Euler-Equation (Keynes-Ramsey-Rule) 1. Construct the Hamiltonian Equation (Lagrange) H c, k, t, μ = U + μ(side Condition)

More information

More on Roy Model of Self-Selection

More on Roy Model of Self-Selection V. J. Hotz Rev. May 26, 2007 More on Roy Model of Self-Selection Results drawn on Heckman and Sedlacek JPE, 1985 and Heckman and Honoré, Econometrica, 1986. Two-sector model in which: Agents are income

More information

The Economics of Family Influence and Inequality

The Economics of Family Influence and Inequality The Economics of Family Influence and Inequality (Adapted from (1986) and from Becker s lectures) James J. University of Chicago AEA Continuing Education Program ASSA Course: Microeconomics of Life Course

More information

Discussion Papers In Economics And Business

Discussion Papers In Economics And Business Discussion Papers In Economics And Business Education, Social Mobility, and Talent Mismatch Yuki Uchida Discussion Paper 15-21 Graduate School of Economics and Osaka School of International Public Policy

More information

Eco504 Spring 2009 C. Sims MID-TERM EXAM

Eco504 Spring 2009 C. Sims MID-TERM EXAM Eco504 Spring 2009 C. Sims MID-TERM EXAM This is a 90-minute exam. Answer all three questions, each of which is worth 30 points. You can get partial credit for partial answers. Do not spend disproportionate

More information

Section III: Poverty Mapping Results

Section III: Poverty Mapping Results Section III: Poverty Mapping Results Figure 5: Gewog level rural poverty map 58. The most prominent result from the poverty mapping exercise of Bhutan is the production of a disaggregated poverty headcount

More information

Topic 5: The Difference Equation

Topic 5: The Difference Equation Topic 5: The Difference Equation Yulei Luo Economics, HKU October 30, 2017 Luo, Y. (Economics, HKU) ME October 30, 2017 1 / 42 Discrete-time, Differences, and Difference Equations When time is taken to

More information

Development Economics Unified Growth Theory: From Stagnation to Growth

Development Economics Unified Growth Theory: From Stagnation to Growth Development Economics Unified Growth Theory: From Stagnation to Growth Andreas Schäfer University of Leipzig Institute of Theoretical Economics WS 10/11 Andreas Schäfer (University of Leipzig) Unified

More information

Online Appendix: A Model in which the Religious Composition of Schools, Rather than of the Population, Affects Religious Identity

Online Appendix: A Model in which the Religious Composition of Schools, Rather than of the Population, Affects Religious Identity Online Appendix: A Model in which the Religious Composition of Schools, Rather than of the Population, Affects Religious Identity Consider a model in which household preferences are identical to those

More information

TOBB-ETU - Econ 532 Practice Problems II (Solutions)

TOBB-ETU - Econ 532 Practice Problems II (Solutions) TOBB-ETU - Econ 532 Practice Problems II (Solutions) Q: Ramsey Model: Exponential Utility Assume that in nite-horizon households maximize a utility function of the exponential form 1R max U = e (n )t (1=)e

More information

Economic Growth: Lecture 9, Neoclassical Endogenous Growth

Economic Growth: Lecture 9, Neoclassical Endogenous Growth 14.452 Economic Growth: Lecture 9, Neoclassical Endogenous Growth Daron Acemoglu MIT November 28, 2017. Daron Acemoglu (MIT) Economic Growth Lecture 9 November 28, 2017. 1 / 41 First-Generation Models

More information

"A Theory of Financing Constraints and Firm Dynamics"

A Theory of Financing Constraints and Firm Dynamics 1/21 "A Theory of Financing Constraints and Firm Dynamics" G.L. Clementi and H.A. Hopenhayn (QJE, 2006) Cesar E. Tamayo Econ612- Economics - Rutgers April 30, 2012 2/21 Program I Summary I Physical environment

More information

Dynamic Macroeconomic Theory Notes. David L. Kelly. Department of Economics University of Miami Box Coral Gables, FL

Dynamic Macroeconomic Theory Notes. David L. Kelly. Department of Economics University of Miami Box Coral Gables, FL Dynamic Macroeconomic Theory Notes David L. Kelly Department of Economics University of Miami Box 248126 Coral Gables, FL 33134 dkelly@miami.edu Current Version: Fall 2013/Spring 2013 I Introduction A

More information

Solutions for Homework #4

Solutions for Homework #4 Econ 50a (second half) Prof: Tony Smith TA: Theodore Papageorgiou Fall 2004 Yale University Dept. of Economics Solutions for Homework #4 Question (a) A Recursive Competitive Equilibrium for the economy

More information

Millian Efficiency with Endogenous Fertility

Millian Efficiency with Endogenous Fertility Review of Economic Studies (2010) 77, 154 187 0034-6527/09/00411011$02.00 doi: 10.1111/j.1467-937X.2009.00568.x Millian Efficiency with Endogenous Fertility J. IGNACIO CONDE-RUIZ Universidad Complutense

More information

Complements vs. Substitutes and Trends in Fertility in Dynastic Models

Complements vs. Substitutes and Trends in Fertility in Dynastic Models Motivation Complements vs. Substitutes and Trends in Fertility in Dynastic Models Larry Jones 1 Alice Schoonbroodt 2 1 University of Minnesota 2 University of Southampton Humboldt Universität zu Berlin

More information

One Economist s Perspective on Some Important Estimation Issues

One Economist s Perspective on Some Important Estimation Issues One Economist s Perspective on Some Important Estimation Issues Jere R. Behrman W.R. Kenan Jr. Professor of Economics & Sociology University of Pennsylvania SRCD Seattle Preconference on Interventions

More information

1 Basic Analysis of Forward-Looking Decision Making

1 Basic Analysis of Forward-Looking Decision Making 1 Basic Analysis of Forward-Looking Decision Making Individuals and families make the key decisions that determine the future of the economy. The decisions involve balancing current sacrifice against future

More information

Optimal Income, Education and Bequest Taxes in an Intergenerational Model

Optimal Income, Education and Bequest Taxes in an Intergenerational Model 38 Optimal Income, Education and Bequest Taxes in an Intergenerational Model Stefanie Stantcheva (Harvard Society of Fellows) May 1, 2015 2 38 Introduction Parents can transfer resources to children through

More information

Social Work & Child Protection Survey CATI Fieldwork : March 20th-22nd 2009

Social Work & Child Protection Survey CATI Fieldwork : March 20th-22nd 2009 Social Work Child Protection Survey CATI Fieldwork : March 0thnd 00 Table Q. If asked by a friend or family member, who was considering career options, would you recommend a career in social work, or not?

More information

4- Current Method of Explaining Business Cycles: DSGE Models. Basic Economic Models

4- Current Method of Explaining Business Cycles: DSGE Models. Basic Economic Models 4- Current Method of Explaining Business Cycles: DSGE Models Basic Economic Models In Economics, we use theoretical models to explain the economic processes in the real world. These models de ne a relation

More information

Probability Models of Information Exchange on Networks Lecture 5

Probability Models of Information Exchange on Networks Lecture 5 Probability Models of Information Exchange on Networks Lecture 5 Elchanan Mossel (UC Berkeley) July 25, 2013 1 / 22 Informational Framework Each agent receives a private signal X i which depends on S.

More information

1 Bewley Economies with Aggregate Uncertainty

1 Bewley Economies with Aggregate Uncertainty 1 Bewley Economies with Aggregate Uncertainty Sofarwehaveassumedawayaggregatefluctuations (i.e., business cycles) in our description of the incomplete-markets economies with uninsurable idiosyncratic risk

More information

CS229 Machine Learning Project: Allocating funds to the right people

CS229 Machine Learning Project: Allocating funds to the right people CS229 Machine Learning Project: Allocating funds to the right people Introduction Dugalic, Adem adugalic@stanford.edu Nguyen, Tram tram@stanford.edu Our project is motivated by a common issue in developing

More information

Housing with overlapping generations

Housing with overlapping generations Housing with overlapping generations Chiara Forlati, Michael Hatcher, Alessandro Mennuni University of Southampton Preliminary and Incomplete May 16, 2015 Abstract We study the distributional and efficiency

More information

R E SEARCH HIGHLIGHTS

R E SEARCH HIGHLIGHTS Canada Research Chair in Urban Change and Adaptation R E SEARCH HIGHLIGHTS Research Highlight No.8 November 2006 THE IMPACT OF ECONOMIC RESTRUCTURING ON INNER CITY WINNIPEG Introduction This research highlight

More information

9. Linear Regression and Correlation

9. Linear Regression and Correlation 9. Linear Regression and Correlation Data: y a quantitative response variable x a quantitative explanatory variable (Chap. 8: Recall that both variables were categorical) For example, y = annual income,

More information

Chap 4 Probability p227 The probability of any outcome in a random phenomenon is the proportion of times the outcome would occur in a long series of

Chap 4 Probability p227 The probability of any outcome in a random phenomenon is the proportion of times the outcome would occur in a long series of Chap 4 Probability p227 The probability of any outcome in a random phenomenon is the proportion of times the outcome would occur in a long series of repetitions. (p229) That is, probability is a long-term

More information

Capital Structure and Investment Dynamics with Fire Sales

Capital Structure and Investment Dynamics with Fire Sales Capital Structure and Investment Dynamics with Fire Sales Douglas Gale Piero Gottardi NYU April 23, 2013 Douglas Gale, Piero Gottardi (NYU) Capital Structure April 23, 2013 1 / 55 Introduction Corporate

More information

The Dynamic Effect of Openness on Income Distribution and Long-Run Equilibrium

The Dynamic Effect of Openness on Income Distribution and Long-Run Equilibrium The Dynamic Effect of Openness on Income Distribution and Long-Run Equilibrium Tatsuya ASAMI Graduate School of Economics, Kobe University (D1) azutotatsu@gmail.com The Japan Society of International Economics

More information

Eco Spring 2002 Chris Sims OLG EXERCISES

Eco Spring 2002 Chris Sims OLG EXERCISES Eco 504.2 Spring 2002 Chris Sims OLG EXERCISES (1) Suppose in our overlapping generations model the utility function is U ( C 1 (t), ) = log ( C 1 (t) ). Suppose also that instead of being endowed with

More information

Geography and Usability of the American Community Survey. Seth Spielman Assistant Professor of Geography University of Colorado

Geography and Usability of the American Community Survey. Seth Spielman Assistant Professor of Geography University of Colorado Geography and Usability of the American Community Survey Seth Spielman Assistant Professor of Geography University of Colorado Goals 1. To convince you that the margins of error from the American Community

More information

Wooldridge, Introductory Econometrics, 3d ed. Chapter 16: Simultaneous equations models. An obvious reason for the endogeneity of explanatory

Wooldridge, Introductory Econometrics, 3d ed. Chapter 16: Simultaneous equations models. An obvious reason for the endogeneity of explanatory Wooldridge, Introductory Econometrics, 3d ed. Chapter 16: Simultaneous equations models An obvious reason for the endogeneity of explanatory variables in a regression model is simultaneity: that is, one

More information

Math 140 Introductory Statistics

Math 140 Introductory Statistics Math 140 Introductory Statistics Extra hours at the tutoring center Fri Dec 3rd 10-4pm, Sat Dec 4 11-2 pm Final Dec 14th 5:30-7:30pm CH 5122 Last time: Making decisions We have a null hypothesis We have

More information

Lecture 12. Estimation of Heterogeneous Agent Models. ECO 521: Advanced Macroeconomics I. Benjamin Moll. Princeton University, Fall

Lecture 12. Estimation of Heterogeneous Agent Models. ECO 521: Advanced Macroeconomics I. Benjamin Moll. Princeton University, Fall Lecture 12 Estimation of Heterogeneous Agent Models ECO 521: Advanced Macroeconomics I Benjamin Moll Princeton University, Fall 216 1 Plan 1. Background: bringing heterogeneous agent models to data the

More information

Advanced Macroeconomics

Advanced Macroeconomics Advanced Macroeconomics Endogenous Growth Marcin Kolasa Warsaw School of Economics Marcin Kolasa (WSE) Ad. Macro - Endogenous growth 1 / 18 Introduction The Solow and Ramsey models are exogenous growth

More information

Macroeconomics I, UPF Professor Antonio Ciccone SOLUTIONS PS 5, preliminary version

Macroeconomics I, UPF Professor Antonio Ciccone SOLUTIONS PS 5, preliminary version Macroeconomics I, UPF Professor ntonio Ciccone SOUTIONS PS 5, preliminary version 1 The Solow K model with transitional dynamics Consider the following Solow economy: production is determined by Y F (K,

More information

Learned Convention and Subgame Perfect Equilibrium in an Overlapping Generations Model with Two-Sided Altruism

Learned Convention and Subgame Perfect Equilibrium in an Overlapping Generations Model with Two-Sided Altruism Learned Convention and Subgame Perfect Equilibrium in an Overlapping Generations Model with Two-Sided Altruism Professor Lakshmi K. Raut California State University at Fullerton Department of Economics

More information

Handout: Competitive Equilibrium

Handout: Competitive Equilibrium 1 Competitive equilibrium Handout: Competitive Equilibrium Definition 1. A competitive equilibrium is a set of endogenous variables (Ĉ, N s, N d, T, π, ŵ), such that given the exogenous variables (G, z,

More information

Ergodicity and Non-Ergodicity in Economics

Ergodicity and Non-Ergodicity in Economics Abstract An stochastic system is called ergodic if it tends in probability to a limiting form that is independent of the initial conditions. Breakdown of ergodicity gives rise to path dependence. We illustrate

More information

Business Cycles: The Classical Approach

Business Cycles: The Classical Approach San Francisco State University ECON 302 Business Cycles: The Classical Approach Introduction Michael Bar Recall from the introduction that the output per capita in the U.S. is groing steady, but there

More information

Intrinsic and Extrinsic Motivation

Intrinsic and Extrinsic Motivation Intrinsic and Extrinsic Motivation Roland Bénabou Jean Tirole. Review of Economic Studies 2003 Bénabou and Tirole Intrinsic and Extrinsic Motivation 1 / 30 Motivation Should a child be rewarded for passing

More information

1. Money in the utility function (start)

1. Money in the utility function (start) Monetary Economics: Macro Aspects, 1/3 2012 Henrik Jensen Department of Economics University of Copenhagen 1. Money in the utility function (start) a. The basic money-in-the-utility function model b. Optimal

More information

Learning to Perfect Manipulation: Implications for Fertility, Savings, and Old-Age Social Security

Learning to Perfect Manipulation: Implications for Fertility, Savings, and Old-Age Social Security Learning to Perfect Manipulation: Implications for Fertility, Savings, and Old-Age Social Security Lakshmi K. Raut, University of Hawaii-Manoa Department of Economics 542 Porteus Hall Honolulu, HI 96822

More information

Lectures on Economic Inequality

Lectures on Economic Inequality Lectures on Economic Inequality Warwick, Summer 2018, Slides 2 Debraj Ray Inequality and Divergence I. Personal Inequalities, Slides 1 and 2 Inequality and Divergence II. Functional Inequalities Inequality

More information

Income Distribution Dynamics with Endogenous Fertility. By Michael Kremer and Daniel Chen

Income Distribution Dynamics with Endogenous Fertility. By Michael Kremer and Daniel Chen Income Distribution Dynamics with Endogenous Fertility By Michael Kremer and Daniel Chen I. Introduction II. III. IV. Theory Empirical Evidence A More General Utility Function V. Conclusions Introduction

More information

Housing in a two sector dynastic altruism model

Housing in a two sector dynastic altruism model Housing in a two sector dynastic altruism model Xavier Raurich Universitat de Barcelona Fernando Sanchez-Losada Universitat de Barcelona December 2008 Introduction Aims: 1. Study the e ects of housing

More information

Economics 2010c: Lectures 9-10 Bellman Equation in Continuous Time

Economics 2010c: Lectures 9-10 Bellman Equation in Continuous Time Economics 2010c: Lectures 9-10 Bellman Equation in Continuous Time David Laibson 9/30/2014 Outline Lectures 9-10: 9.1 Continuous-time Bellman Equation 9.2 Application: Merton s Problem 9.3 Application:

More information

AAEC 6524: Environmental Theory and Policy Analysis. Outline. Theory of Externalities and Public Goods. Klaus Moeltner Spring 2019.

AAEC 6524: Environmental Theory and Policy Analysis. Outline. Theory of Externalities and Public Goods. Klaus Moeltner Spring 2019. AAEC 6524: Theory and Policy Analysis Theory of Externalities and Public Goods Klaus Moeltner Spring 2019 January 21, 2019 Outline Overarching and Related Fields and Microeconomics (consumer, firm, s)

More information

Pareto Efficiency and Identity

Pareto Efficiency and Identity Pareto Efficiency and Identity Christopher Phelan, Aldo Rustichini Abstract This paper examines the set of Pareto efficient allocations in a finite period Mirrlees (1971, 1976) economy; each period represents

More information

Reinforcement Learning: Part 3 Evolution

Reinforcement Learning: Part 3 Evolution 1 Reinforcement Learning: Part 3 Evolution Chris Watkins Department of Computer Science Royal Holloway, University of London July 27, 2015 2 Cross-entropy method for TSP Simple genetic style methods can

More information

Political Economy of Institutions and Development: Problem Set 1. Due Date: Thursday, February 23, in class.

Political Economy of Institutions and Development: Problem Set 1. Due Date: Thursday, February 23, in class. Political Economy of Institutions and Development: 14.773 Problem Set 1 Due Date: Thursday, February 23, in class. Answer Questions 1-3. handed in. The other two questions are for practice and are not

More information

Mathematical Framework for Stochastic Processes

Mathematical Framework for Stochastic Processes Mathematical Foundations of Discrete-Time Markov Chains Tuesday, February 04, 2014 2:04 PM Homework 1 posted, due Friday, February 21. Reading: Lawler, Ch. 1 Mathematical Framework for Stochastic Processes

More information

Lecture I. What is Quantitative Macroeconomics?

Lecture I. What is Quantitative Macroeconomics? Lecture I What is Quantitative Macroeconomics? Gianluca Violante New York University Quantitative Macroeconomics G. Violante, What is Quantitative Macro? p. 1 /11 Qualitative economics Qualitative analysis:

More information

Economic Growth: Lecture 7, Overlapping Generations

Economic Growth: Lecture 7, Overlapping Generations 14.452 Economic Growth: Lecture 7, Overlapping Generations Daron Acemoglu MIT November 17, 2009. Daron Acemoglu (MIT) Economic Growth Lecture 7 November 17, 2009. 1 / 54 Growth with Overlapping Generations

More information

Macroeconomics I. University of Tokyo. Lecture 12. The Neo-Classical Growth Model: Prelude to LS Chapter 11.

Macroeconomics I. University of Tokyo. Lecture 12. The Neo-Classical Growth Model: Prelude to LS Chapter 11. Macroeconomics I University of Tokyo Lecture 12 The Neo-Classical Growth Model: Prelude to LS Chapter 11. Julen Esteban-Pretel National Graduate Institute for Policy Studies The Cass-Koopmans Model: Environment

More information

Markov chains. Randomness and Computation. Markov chains. Markov processes

Markov chains. Randomness and Computation. Markov chains. Markov processes Markov chains Randomness and Computation or, Randomized Algorithms Mary Cryan School of Informatics University of Edinburgh Definition (Definition 7) A discrete-time stochastic process on the state space

More information

Summary Article: Poverty from Encyclopedia of Geography

Summary Article: Poverty from Encyclopedia of Geography Topic Page: Poverty Definition: poverty from Dictionary of Energy Social Issues. the fact of being poor; the absence of wealth. A term with a wide range of interpretations depending on which markers of

More information

Algebra Midyear Test What to Know

Algebra Midyear Test What to Know Algebra Midyear Test What to Know All topics and problems are for BOTH Algebra 8 and Algebra 8R students unless otherwise noted. Thinking with Mathematical Models Make a table and a graph to represent

More information

Rotten Spouses, Family Transfers and Public Goods

Rotten Spouses, Family Transfers and Public Goods DISCUSSION PAPER SERIES IZA DP No. 7998 Rotten Spouses, Family Transfers and Public Goods Helmuth Cremer Kerstin Roeder February 014 Forschungsinstitut zur Zukunft der Arbeit Institute for the Study of

More information

Dynamic Suboptimality of Competitive Equilibrium in Multiperiod Overlapping Generations Economies

Dynamic Suboptimality of Competitive Equilibrium in Multiperiod Overlapping Generations Economies Dynamic Suboptimality of Competitive Equilibrium in Multiperiod Overlapping Generations Economies Espen Henriksen Stephen Spear September 8, 2005 Abstract The question we ask is: within the set of a three-period-lived

More information

An adaptation of Pissarides (1990) by using random job destruction rate

An adaptation of Pissarides (1990) by using random job destruction rate MPRA Munich Personal RePEc Archive An adaptation of Pissarides (990) by using random job destruction rate Huiming Wang December 2009 Online at http://mpra.ub.uni-muenchen.de/203/ MPRA Paper No. 203, posted

More information

Selecting Efficient Correlated Equilibria Through Distributed Learning. Jason R. Marden

Selecting Efficient Correlated Equilibria Through Distributed Learning. Jason R. Marden 1 Selecting Efficient Correlated Equilibria Through Distributed Learning Jason R. Marden Abstract A learning rule is completely uncoupled if each player s behavior is conditioned only on his own realized

More information

Suggested solutions to the 6 th seminar, ECON4260

Suggested solutions to the 6 th seminar, ECON4260 1 Suggested solutions to the 6 th seminar, ECON4260 Problem 1 a) What is a public good game? See, for example, Camerer (2003), Fehr and Schmidt (1999) p.836, and/or lecture notes, lecture 1 of Topic 3.

More information

Might using the Internet while travelling affect car ownership plans of Millennials? Dr. David McArthur and Dr. Jinhyun Hong

Might using the Internet while travelling affect car ownership plans of Millennials? Dr. David McArthur and Dr. Jinhyun Hong Might using the Internet while travelling affect car ownership plans of Millennials? Dr. David McArthur and Dr. Jinhyun Hong Introduction Travel habits among Millennials (people born between 1980 and 2000)

More information

The Intuitive and Divinity Criterion:

The Intuitive and Divinity Criterion: The Intuitive and Divinity Criterion: Interpretation and Step-by-Step Examples Ana Espínola-Arredondo School of Economic Sciences Washington State University Pullman, WA 99164 Félix Muñoz-García y School

More information

Should a Country Invest more in Human or Physical Capital? A Two-Sector Endogenous Growth Approach

Should a Country Invest more in Human or Physical Capital? A Two-Sector Endogenous Growth Approach Should a Country Invest more in Human or Physical Capital? A Two-Sector Endogenous Growth Approach Marion Davin, Karine Gente, Carine Nourry To cite this version: Marion Davin, Karine Gente, Carine Nourry.

More information

Learning Externalities and Economic Growth

Learning Externalities and Economic Growth Learning Externalities and Economic Growth Alejandro M. Rodriguez August 2004 I would like to thank Profesor Robert E. Lucas for motivating me to write this paper and for his helpful comments. Profesor

More information