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Introduction: Basic Facts and Neoclassical Growth Model Diego Restuccia University of Toronto and NBER University of Oslo August 14-18, 2017 Restuccia Macro Growth and Development University of Oslo 1 / 34

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Page 1: Introduction: Basic Facts and Neoclassical Growth Model€¦ · Neoclassical Growth Model Restuccia Macro Growth and Development University of Oslo 10 / 34 Understand factors behind

Introduction: Basic Facts and NeoclassicalGrowth Model

Diego RestucciaUniversity of Toronto

and NBER

University of OsloAugust 14-18, 2017

Restuccia Macro Growth and Development University of Oslo 1 / 34

Page 2: Introduction: Basic Facts and Neoclassical Growth Model€¦ · Neoclassical Growth Model Restuccia Macro Growth and Development University of Oslo 10 / 34 Understand factors behind

Overview

Restuccia Macro Growth and Development University of Oslo 2 / 34

Facts and the neoclassical growth model

Basic facts

Framework: Neoclassical growth model with distortions

Discussion, extensions

Page 3: Introduction: Basic Facts and Neoclassical Growth Model€¦ · Neoclassical Growth Model Restuccia Macro Growth and Development University of Oslo 10 / 34 Understand factors behind

Some Facts

Restuccia Macro Growth and Development University of Oslo 3 / 34

Large income differences across countries at any point in time(recent history)

Growth not systematically related to the level of development

Strong positive relationship between real investment rates (or realcapital to output ratios) and real GDP per capita across countries

Page 4: Introduction: Basic Facts and Neoclassical Growth Model€¦ · Neoclassical Growth Model Restuccia Macro Growth and Development University of Oslo 10 / 34 Understand factors behind

GDP per capita across Countries and Time

YearDecile 1960 1970 1980 1990 2000 2010 2014

1 3.4 3.2 3.1 2.3 1.7 1.8 2.02 5.5 5.1 4.5 3.2 2.7 3.0 3.33 7.4 6.8 6.4 4.5 3.9 4.8 5.74 9.6 8.9 8.0 6.8 6.2 9.2 10.95 12.7 11.5 11.5 10.2 10.0 14.8 18.56 14.9 15.8 17.4 15.4 16.1 21.9 25.67 22.0 22.9 24.1 22.3 22.1 29.9 35.08 30.5 33.4 39.1 38.0 45.3 53.0 56.79 49.9 56.0 62.2 65.1 72.6 77.0 79.510 80.1 81.3 82.6 79.3 83.5 98.3 105.0

R 10/1 23.4 25.4 27.1 34.0 49.5 53.6 51.3

Restuccia Macro Growth and Development University of Oslo 4 / 34

Page 5: Introduction: Basic Facts and Neoclassical Growth Model€¦ · Neoclassical Growth Model Restuccia Macro Growth and Development University of Oslo 10 / 34 Understand factors behind

GDP per worker, ratio of 5% richest andpoorest countries

1960 1965 1970 1975 1980 1985 1990 199510

15

20

25

30

35

40

45

50

55

60

Source: Duarte and Restuccia (2006)

Restuccia Macro Growth and Development University of Oslo 5 / 34

Page 6: Introduction: Basic Facts and Neoclassical Growth Model€¦ · Neoclassical Growth Model Restuccia Macro Growth and Development University of Oslo 10 / 34 Understand factors behind

GDP per capita across Countries and Time

Country 1960 1980 2000 2014

Botswana 2.3 7.5 21.5 29.1Ethiopia 2.5 2.5 1.2 2.6Malawi 4.7 4.3 2.1 1.9Indonesia 5.3 7.1 9.0 19.8China 5.6 5.7 9.5 24.6India 5.9 4.0 4.4 10.5Korea 6.2 18.3 50.5 68.2Zimbabwe 11.3 10.0 6.1 3.1Singapore 14.3 41.7 83.3 149.7Japan 30.8 63.2 73.9 68.2Mexico 32.0 38.1 25.4 31.1Austria 53.4 62.9 77.8 92.7France 59.4 75.4 68.3 76.5United Kingdom 68.0 64.7 74.9 75.3New Zealand 81.2 60.2 59.4 66.0

Restuccia Macro Growth and Development University of Oslo 6 / 34

Page 7: Introduction: Basic Facts and Neoclassical Growth Model€¦ · Neoclassical Growth Model Restuccia Macro Growth and Development University of Oslo 10 / 34 Understand factors behind

GDP per capita 1960 and 2011

Source: Jones (2016)

Restuccia Macro Growth and Development University of Oslo 7 / 34

Page 8: Introduction: Basic Facts and Neoclassical Growth Model€¦ · Neoclassical Growth Model Restuccia Macro Growth and Development University of Oslo 10 / 34 Understand factors behind

Growth in GDP per worker, 1960-1996

0.05 0.10 0.20 0.30 0.50 0.75 1−4

−2

0

2

4

6

8

AGO

ARG

AUS

AUT

BDI

BEL

BEN

BFA

BGD

BOL

BRA

BWA

CAF

CAN

CHE

CHL

CHN

CIV

CMR

COG

COLCRI

DNKDOMECU

EGY

ESP

ETH

FINFRAGAB

GBR

GHAGIN

GMB

GNB

GRC

GTM

HKG

HND

IDN

IND

IRL

IRN

ISRITA

JAM

JOR

JPN

KEN

KOR

LKALSO MAR

MGD

MEX

MLIMOZ

MRT

MUS

MWI

MYS

NAM

NER

NGA

NIC

NLD

NORNPL

NZL

PAK

PAN

PER

PHL

PNG

PRT

PRY

ROM

RWA

SEN

SGP

SLV

SWE

SYR

TCD

TGO

THA

TTO

TUR

TWN

TZA UGA URY

USA

VEN

ZAF

ZAR

ZMB

ZWE

Relative Output per Worker 1960 (in logs)

Ann

ualiz

ed G

row

th in

Lab

or P

rodu

ctiv

ity (

%)

Source: Duarte and Restuccia (2006)

Restuccia Macro Growth and Development University of Oslo 8 / 34

Page 9: Introduction: Basic Facts and Neoclassical Growth Model€¦ · Neoclassical Growth Model Restuccia Macro Growth and Development University of Oslo 10 / 34 Understand factors behind

Real Investment to Output Ratio

Source: Restuccia and Urrutia (2001)

Restuccia Macro Growth and Development University of Oslo 9 / 34

Page 10: Introduction: Basic Facts and Neoclassical Growth Model€¦ · Neoclassical Growth Model Restuccia Macro Growth and Development University of Oslo 10 / 34 Understand factors behind

Neoclassical Growth Model

Restuccia Macro Growth and Development University of Oslo 10 / 34

Understand factors behind choice of investment

By spelling out the economic forces determining investment wewould be in better position to understand investment ratedifferences across countries

And, therefore, part of income differences across countries

Start with optimal growth and then consider a competitive marketeconomy with distortions

Page 11: Introduction: Basic Facts and Neoclassical Growth Model€¦ · Neoclassical Growth Model Restuccia Macro Growth and Development University of Oslo 10 / 34 Understand factors behind

A Model of Optimal GrowthPreferences and Endowments

Restuccia Macro Growth and Development University of Oslo 11 / 34

Large number of infinitely-lived homogeneous households

Preferences over consumption goods at each date, ct, described bythe following utility function:

∞∑t=0

βtu(ct) (1)

where β ∈ (0, 1)

Households are endowed with one unit of productive time perperiod and k0 > 0 units of the capital stock

Assume population is constant over time (L normalized to one)

Page 12: Introduction: Basic Facts and Neoclassical Growth Model€¦ · Neoclassical Growth Model Restuccia Macro Growth and Development University of Oslo 10 / 34 Understand factors behind

A Model of Optimal GrowthTechnology

Restuccia Macro Growth and Development University of Oslo 12 / 34

At each date only one good produced with the followingproduction function,

Yt = AtKαt L

1−αt (2)

where At is total factor productivity (TFP), assumed to beconstant over time

Output can be allocated to consumption and investment

Ct +Xt ≤ Yt (3)

The capital accumulation is given by,

Kt+1 = (1− δ)Kt +Xt (4)

where one unit of investment Xt transforms into one unit ofcapital next period

Page 13: Introduction: Basic Facts and Neoclassical Growth Model€¦ · Neoclassical Growth Model Restuccia Macro Growth and Development University of Oslo 10 / 34 Understand factors behind

Social Planner’s Problem

Restuccia Macro Growth and Development University of Oslo 13 / 34

A benevolent social planner cares about the utility of therepresentative household

Chooses sequences of consumption and investment to maximize(1) subject to (2), (3), and (4)

Formally,

max{Ct,Xt,Kt+1}∞t=0

∞∑t=0

βtu(Ct)

subject toCt +Xt ≤ AKα

t L1−αt t = 0, 1, 2, ...

Kt+1 = (1− δ)Kt +Xt t = 0, 1, 2, ...

Ct,Kt+1 ≥ 0 and K0 > 0 given

Page 14: Introduction: Basic Facts and Neoclassical Growth Model€¦ · Neoclassical Growth Model Restuccia Macro Growth and Development University of Oslo 10 / 34 Understand factors behind

Characterization of Planner’s Problem

Restuccia Macro Growth and Development University of Oslo 14 / 34

Under mild conditions on u(·) the resource constraint is satisfiedwith equality (no output will be wasted) and the constraints thatCt and Kt+1 be non-negative are not binding

Can substitute the two constraints to eliminate Xt and Ct fromthe problem and express the maximization problem as a choice ofKt+1

The first order condition with respect to the capital stock nextperiod gives,

u′(Ct) = βu′(Ct+1)[αAKα−1

t+1 + (1− δ)]

t = 0, 1, 2, ... (5)

Planner is equating the marginal cost of postponing consumptionto the marginal benefit

Page 15: Introduction: Basic Facts and Neoclassical Growth Model€¦ · Neoclassical Growth Model Restuccia Macro Growth and Development University of Oslo 10 / 34 Understand factors behind

Definition: Steady State

Restuccia Macro Growth and Development University of Oslo 15 / 34

A steady state solution to the planner’s problem is a Ks such thatK0 = Ks implies Kt+1 = Kt = Ks for all t

In a steady state the capital stock is constant over time

Notice that if the capital stock is constant then investment,consumption, and output are also constant

Applying the steady state definition to the equation (5)

1 = β[αAKα−1s + (1− δ)]

which implies

Ks =

(αA

1β − (1− δ)

) 11−α

Page 16: Introduction: Basic Facts and Neoclassical Growth Model€¦ · Neoclassical Growth Model Restuccia Macro Growth and Development University of Oslo 10 / 34 Understand factors behind

Steady-State Implications

Restuccia Macro Growth and Development University of Oslo 16 / 34

In steady state Xs = δKs, then XsYs

= δKsYs

Therefore the investment to output ratio,

Xs

Ys=

αδ[1β − (1− δ)

]The investment rate is determined by technology and preferenceparameters that are assumed to be constant across countries

Explore competitive equilibrium version of the neoclassical modelwith distortions

Page 17: Introduction: Basic Facts and Neoclassical Growth Model€¦ · Neoclassical Growth Model Restuccia Macro Growth and Development University of Oslo 10 / 34 Understand factors behind

Competitive Equilibrium

Restuccia Macro Growth and Development University of Oslo 17 / 34

Decentralization of the planner’s solution as the solution tooptimization problems of consumers and firms in competitivemarkets

Households own the capital stock and supply capital and laborservices to firms at competitive rental rates

Households are endowed with equal ownership shares of all firmsin the economy

Large number of firms operating constant returns to scale outputtechnology

Firms hire capital and labor services at competitive rates tomaximize profits

Let wt and rt be the rental rates of labor and capital at each datein terms of the consumption good at date t

Page 18: Introduction: Basic Facts and Neoclassical Growth Model€¦ · Neoclassical Growth Model Restuccia Macro Growth and Development University of Oslo 10 / 34 Understand factors behind

Representative Household’s Problem

Restuccia Macro Growth and Development University of Oslo 18 / 34

Given prices, profits from firms πt, and k0, the problem of thehousehold is to choose sequences of ct, xt, and kt+1 to maximizethe present discounted value of utility

Formally,

max{ct,xt,kt+1}∞t=0

∞∑t=0

βtu(ct)

subject to

ct + xt = wt + rtkt + πt t = 0, 1, 2, ...

kt+1 = (1− δ)kt + xt t = 0, 1, 2, ... k0 > 0

Notice that since households do not value leisure they allocate alltheir time to work in the market

Page 19: Introduction: Basic Facts and Neoclassical Growth Model€¦ · Neoclassical Growth Model Restuccia Macro Growth and Development University of Oslo 10 / 34 Understand factors behind

Representative Firm’s Problem

Restuccia Macro Growth and Development University of Oslo 19 / 34

Given prices, the firm’s problem is to choose capital and labor soas to maximize profits

Because the problem of the firm is static (the decisions of firmstoday do not affect their decisions tomorrow), we can write theirproblem as a sequence of one-period maximization problems,

maxKt,Lt>0

πt =[AKα

t L1−αt − wtLt − rtKt

]

Page 20: Introduction: Basic Facts and Neoclassical Growth Model€¦ · Neoclassical Growth Model Restuccia Macro Growth and Development University of Oslo 10 / 34 Understand factors behind

Definition: Competitive Equilibrium

Restuccia Macro Growth and Development University of Oslo 20 / 34

A competitive equilibrium is a sequence of prices {wt, rt}∞t=0, allocationsfor the household {ct, xt, kt+1}∞t=0, allocations for firms {Kt, Lt}∞t=0,and profits {πt}∞t=0 such that:

(i) Given prices, profits, and k0 > 0, the allocations for the householdsolve the household’s problem

(ii) Given prices, the allocations for firms solve the firm’s problem

(iii) Markets clear:

Output ct + xt = YtCapital kt = Kt

Labor 1 = Lt

Page 21: Introduction: Basic Facts and Neoclassical Growth Model€¦ · Neoclassical Growth Model Restuccia Macro Growth and Development University of Oslo 10 / 34 Understand factors behind

Characterization of Competitive Equilibrium

Restuccia Macro Growth and Development University of Oslo 21 / 34

The industrial organization of this economy is irrelevant because ofthe constant returns to scale assumption on the output technology

First order conditions from the firm’s problem

Kt : αAKα−1t L1−α

t = rt,

Lt : (1− α)AKαt L−αt = wt.

Market clearing conditions imply

rt = αAkα−1t , wt = (1− α)Akαt ,

and therefore, the competitive equilibrium wage and rental rate ofcapital are equated to the marginal product of labor and capital

Page 22: Introduction: Basic Facts and Neoclassical Growth Model€¦ · Neoclassical Growth Model Restuccia Macro Growth and Development University of Oslo 10 / 34 Understand factors behind

Characterization of Competitive Equilibrium

Restuccia Macro Growth and Development University of Oslo 22 / 34

It is straightforward to show that at these prices, the demand ofcapital and labor from firms imply zero profits in equilibrium(πt = 0 for all t)

Also note that the the competitive assumption together with theCobb-Douglas specification of the output technology imply thatthe share of capital in income is equal to α

The household’s first order condition with respect to the capitalstock next period is given by,

u′(ct) = βu′(ct+1) [rt+1 + (1− δ)] t = 0, 1, 2, ... (6)

Page 23: Introduction: Basic Facts and Neoclassical Growth Model€¦ · Neoclassical Growth Model Restuccia Macro Growth and Development University of Oslo 10 / 34 Understand factors behind

Definition: Steady State

Restuccia Macro Growth and Development University of Oslo 23 / 34

A steady state competitive equilibrium is a competitive equilibriumwith ks such that k0 = ks imply kt+1 = kt = ks for all t

Notice that at the equilibrium prices, equation (6) determines anallocation of capital that exactly corresponds to the solution of theplanner’s problem

Not surprising since in this environment the fundamental welfaretheorems hold, allocations of the planner’s problem and thecompetitive equilibrium coincide

Page 24: Introduction: Basic Facts and Neoclassical Growth Model€¦ · Neoclassical Growth Model Restuccia Macro Growth and Development University of Oslo 10 / 34 Understand factors behind

Competitive Equilibrium with Distortions

Restuccia Macro Growth and Development University of Oslo 24 / 34

The determination of the investment to output ratio in theneoclassical growth model does not leave much room for thinkingabout investment rate differences across countries

Inspection of the Euler equation for capital accumulation of theconsumer –equation (6)– does give some hints about the factorsthat may be relevant in understanding investment rate differencesacross countries

Households would equate the marginal cost and benefit of tradingconsumption inter-temporally

Government policies such as taxes and other distortionarypractices can change the returns to investing – so do inefficienciesin producing investment goods

Many possibilities, here consider a tax to investment

Page 25: Introduction: Basic Facts and Neoclassical Growth Model€¦ · Neoclassical Growth Model Restuccia Macro Growth and Development University of Oslo 10 / 34 Understand factors behind

Competitive Equilibrium with Distortions

Restuccia Macro Growth and Development University of Oslo 25 / 34

Consider a government that taxes household’s investment atproportional rate τ and rebates the proceeds back to householdsas a lump-sum subsidy transfer

The budget constraint of the household becomes,

ct + (1 + θ)xt = wt + rtkt + Tt t = 0, 1, 2, ...

where Tt is a lump-sum transfer

Page 26: Introduction: Basic Facts and Neoclassical Growth Model€¦ · Neoclassical Growth Model Restuccia Macro Growth and Development University of Oslo 10 / 34 Understand factors behind

Definition: Competitive Equilibrium

Restuccia Macro Growth and Development University of Oslo 26 / 34

A competitive equilibrium is a sequence of prices {wt, rt}∞t=0, allocationsfor the household {ct, xt, kt+1}∞t=0, allocations for firms {Kt, Lt}∞t=0,and government transfers {Tt}∞t=0 such that:

(i) Given prices, transfers, and k0 > 0, the allocations for thehousehold solve the household’s problem

(ii) Given prices, the allocations for firms solve the firm’s problem

(iii) Markets clear: Output ct + xt = Yt, capital kt = Kt, and labor1 = Lt

(iv) The government’s budget is balanced every period

Tt = θXt

Page 27: Introduction: Basic Facts and Neoclassical Growth Model€¦ · Neoclassical Growth Model Restuccia Macro Growth and Development University of Oslo 10 / 34 Understand factors behind

Solving for CE with Distortions

Restuccia Macro Growth and Development University of Oslo 27 / 34

The Euler equation for capital accumulation from households nowsatisfies,

u′(ct) = βu′(ct+1)

[rt+1

(1 + θ)+ (1− δ)

]t = 0, 1, 2, ...

Notice that with θ > 0 the allocation of capital in this version ofthe model will differ from the optimal planner’s solution

The tax will discourage investment as it lowers the return toinvesting relative to the cost of foregone consumption

Page 28: Introduction: Basic Facts and Neoclassical Growth Model€¦ · Neoclassical Growth Model Restuccia Macro Growth and Development University of Oslo 10 / 34 Understand factors behind

Steady-State Implications

Restuccia Macro Growth and Development University of Oslo 28 / 34

It is straightforward to show that the steady state capital stock isinversely related to the tax rate

Substituting the rental rate for capital and imposing the steadystate condition in the Euler equation,

1 = β

[αAkα−1s

(1 + θ)+ (1− δ)

]which implies

ks =

αA

(1 + θ)[1β − (1− δ)

] 1

1−α

Page 29: Introduction: Basic Facts and Neoclassical Growth Model€¦ · Neoclassical Growth Model Restuccia Macro Growth and Development University of Oslo 10 / 34 Understand factors behind

Steady-State Implications

Restuccia Macro Growth and Development University of Oslo 29 / 34

In steady state,

Ks

Ys=

Ks

AKαs

=K1−αs

A=

α

(1 + θ)[1β − (1− δ)

]

and hence does not depend on A.

Researchers exploit this property in growth and developmentaccounting to separate the contribution of TFP and capitalintensity to output differences by writing the production functionin intensive form

Y = A1

1−α

(K

Y

) α1−α

Page 30: Introduction: Basic Facts and Neoclassical Growth Model€¦ · Neoclassical Growth Model Restuccia Macro Growth and Development University of Oslo 10 / 34 Understand factors behind

Steady-State Implications

Restuccia Macro Growth and Development University of Oslo 30 / 34

In steady state xs = δks, therefore,

Xs

Ys=

αδ

(1 + θ)[1β − (1− δ)

] ≡ sDifferences in tax rates may help in accounting for investment ratedifferences across countries

Higher taxes imply lower capital accumulation, lower investmentrates, lower capital to output ratios, and lower output per worker

A tax to capital income has the same qualitative implications thana tax on investment (see Restuccia and Urrutia, 2001 for anapplication to investment taxes and differential productivity oninvestment goods)

What matters is effective wedges that affect the return to capitalinvestment

Page 31: Introduction: Basic Facts and Neoclassical Growth Model€¦ · Neoclassical Growth Model Restuccia Macro Growth and Development University of Oslo 10 / 34 Understand factors behind

Relative Price of Investment

Source: Restuccia and Urrutia (2001)

Restuccia Macro Growth and Development University of Oslo 31 / 34

Page 32: Introduction: Basic Facts and Neoclassical Growth Model€¦ · Neoclassical Growth Model Restuccia Macro Growth and Development University of Oslo 10 / 34 Understand factors behind

Cross-Country Implications

Restuccia Macro Growth and Development University of Oslo 32 / 34

Let y = Y/L be output per worker

Then for any arbitrary countries i and j

yiyj

=

(AiAj

) 11−α

(sisj

) α1−α

Solow assumed Ai = Aj = 1 (i.e., no differences in technologyacross countries), then

yiyj

=

(sisj

) α1−α

Page 33: Introduction: Basic Facts and Neoclassical Growth Model€¦ · Neoclassical Growth Model Restuccia Macro Growth and Development University of Oslo 10 / 34 Understand factors behind

Cross-Country Implications

Restuccia Macro Growth and Development University of Oslo 33 / 34

Can differences in investment to output ratios explain laborproductivity differences across countries?

yi/yj

αsisj

1/3 2/3

4 2 166 2.5 369 3 81

Large differences in investment rates imply small differences inoutput per worker if reproducible capital is physical capital

A broader notion of capital, e.g. human capital, may provideamplification (see Erosa et al 2010; Manuelli and Seshadri 2014)

Page 34: Introduction: Basic Facts and Neoclassical Growth Model€¦ · Neoclassical Growth Model Restuccia Macro Growth and Development University of Oslo 10 / 34 Understand factors behind

Discussion

Restuccia Macro Growth and Development University of Oslo 34 / 34

What determines human capital differences across countries?Standard theory implies TFP an important factor

Development accounting or even modern approach to humancapital differences leaves a large role for TFP differences

What accounts for TFP differences?