SLIDE 1 Real Keynesian Models and Sticky Prices
Paul Beaudry & Franck Portier UBC & UCL 49th Konstanz Seminar on Monetary Theory and Monetary Policy May 2018 – Strandhotel L¨
SLIDE 2
Introduction : Demand Shocks
◮ In most macro models... ◮ price stickiness = source of money non neutrality... ◮ ... and of demand shocks non neutrality ◮ There are alternative modelling choices for demand non-neutrality: ◮ Demand driven fluctuations in flex. price environments (Ex: Angeletos-La’O,
Angeletos-Lian, Guerrieri-Lorenzoni, Lorenzoni, Beaudry-Portier, Beaudry-Galizia-Portier,... etc Real Keynesian models
◮ Should we care for better understanding the effect of monetary policy?
SLIDE 3
Introduction: Two Contributions, One Message
SLIDE 4 Introduction: Two Contributions
◮ Contributions
- 1. Propose a new class of simple extensions of the New Keynesian model (the Real
Keynesian model) that has very different implications for monetary policy
- 2. Propose a novel way to identify shocks in SVARs
SLIDE 5
Introduction: One Message
“The theory of natural output matters to understand the impact of monetary policy on the output gap”
SLIDE 6 Roadmap
- 1. Theory & Estimation
- 2. Dissecting the results using a new SVAR approach
- 3. Zero Lower Bound and Missing Deflation
SLIDE 7 Roadmap
- 1. Theory & Estimation
- 2. Dissecting the results using a new SVAR approach
- 3. Zero Lower Bound and Missing Deflation
SLIDE 8 Extended Linearized Model
ℓt = αℓEtℓt+1 − αr(it − Etπt+1) + dt Euler Equation (EE) πt = βEtπt+1 + κ
- γℓℓt + γr(it − Etπt+1)
- Phillips Curve (PC)
◮ Two changes:
× αℓ ≤ 1 : Add asymmetric information: some households always repay their debt, some do only if it is in their interest positively sloped cost of funds discounted EE × γr ≥ 0: Firms need to borrow to pay for intermediate inputs before production
◮ Nothing novel, except for putting them together. ◮ Note: standard NK model: αℓ = 1, γr = 0 ◮ Here only demand shock (news shock, β shock,...) ◮ To remember: α’s for the EE, γ’s for the PC
SLIDE 9 Sticky & Flex Price Versions
◮ Sticky Prices
ℓt = αℓEtℓt+1 − αr(it − Etπt+1) + dt (EE) πt = βEtπt+1 + κ
- γℓℓt + γr(it − Etπt+1)
- (PC)
◮ Flex Prices
ℓt = αℓEtℓt+1 − αrrt + dt (EE) mct = γℓℓt + γrrt = 0 Marginal Cost (MC)
SLIDE 10
The i.i.d. Case
◮ I will give some graphical interpretation in the specific case where shocks are i.i.d. ◮ In that case, for any variable x : Etxt+1 = 0
SLIDE 11
The RK condition
Result 1
With flex. prices, positive demand shocks (both current and expected future) always maintain a positive effects on ℓ if and only if γr γℓ > αr (1 − αℓ) (RK) general case : ℓt = αℓEtℓt+1 − αrrt + dt (EE) ℓt = −γr γℓ rt (MC)
SLIDE 12
The RK condition
Result 1
With flex. prices, positive demand shocks (both current and expected future) always maintain a positive effects on ℓ if and only if γr γℓ > αr (1 − αℓ) (RK) general case : ℓt = αℓEtℓt+1 − αrrt + dt (EE) ℓt = −γr γℓ rt (MC)
SLIDE 13
The RK condition
Result 1
With flex. prices, positive demand shocks (both current and expected future) always maintain a positive effects on ℓ if and only if γr γℓ > αr (1 − αℓ) (RK) i.i.d. case : ℓt = αℓEtℓt+1 − αrrt + dt (EE) ℓt = −γr γℓ rt (MC)
SLIDE 14 The RK condition
Result 1
With flex. prices, positive demand shocks (both current and expected future) always maintain a positive effects on ℓ if and only if γr γℓ > αr (1 − αℓ) (RK) i.i.d. case : ℓt = αℓEtℓt+1 − αrrt + dt (EE) ℓt = −γr γℓ rt (MC) ℓt rt
Marginal cost ℓt = − γr
γℓ rt
Euler Equation ℓt = −αrrt + dt
SLIDE 15 The RK condition
Result 1
With flex. prices, positive demand shocks (both current and expected future) always maintain a positive effects on ℓ if and only if γr γℓ > αr (1 − αℓ) (RK) i.i.d. case : ℓt = αℓEtℓt+1 − αrrt + dt (EE) ℓt = −γr γℓ rt (MC) ℓt rt
Marginal cost ℓt = − γr
γℓ rt
Euler Equation ℓt = −αrrt + dt
SLIDE 16 The RK condition
Result 1
With flex. prices, positive demand shocks (both current and expected future) always maintain a positive effects on ℓ if and only if γr γℓ > αr (1 − αℓ) (RK) i.i.d. case : ℓt = αℓEtℓt+1 − αrrt + dt (EE) ℓt = −γr γℓ rt (MC) ℓt rt
Marginal cost ℓt = − γr
γℓ rt
Euler Equation ℓt = −αrrt + dt
SLIDE 17 The RK condition
Result 1
With flex. prices, positive demand shocks (both current and expected future) always maintain a positive effects on ℓ if and only if γr γℓ > αr (1 − αℓ) (RK) i.i.d. case : ℓt = αℓEtℓt+1 − αrrt + dt (EE) ℓt = −γr γℓ rt (MC) ℓt rt
Marginal cost ℓt = − γr
γℓ rt
Euler Equation ℓt = −αrrt + dt
SLIDE 18 The RK condition
Result 1
With flex. prices, positive demand shocks (both current and expected future) always maintain a positive effects on ℓ if and only if γr γℓ > αr (1 − αℓ) (RK) i.i.d. case : ℓt = αℓEtℓt+1 − αrrt + dt (EE) ℓt = −γr γℓ rt (MC) ℓt rt
Marginal cost ℓt = − 0
γℓ rt
Euler Equation ℓt = −αrrt + dt
SLIDE 19 The RK condition
Result 1
With flex. prices, positive demand shocks (both current and expected future) always maintain a positive effects on ℓ if and only if γr γℓ > αr (1 − αℓ) (RK) i.i.d. case : ℓt = αℓEtℓt+1 − αrrt + dt (EE) ℓt = −γr γℓ rt (MC) ℓt rt
Marginal cost ℓt = − 0
γℓ rt
Euler Equation ℓt = −αrrt + dt
SLIDE 20 With Sticky Prices
ℓt = αℓEtℓt+1 − αr(it − Etπt+1) + dt (EE) πt = βEtπt+1 + κ
- γℓℓt + γr(it − Etπt+1)
- + µt
(PC) it = Etπt+1 + φℓℓt + νt (Policy Rule) x x x x
SLIDE 21 With Sticky Prices
ℓt = αℓEtℓt+1 − αr(it − Etπt+1) + dt (EE) πt = βEtπt+1 + κ
- γℓℓt + γr(it − Etπt+1)
- + µt
(PC) it = Etπt+1 + φℓℓt + νt (Policy Rule)
Result 2
With policy rule φℓ > 0, the economy is determinate for all admissible parameter values.
SLIDE 22 Irrelevance Result
Result 3
With sticky prices, RK and NK configurations are not qualitatively distinguishable for demand and markup shocks. i.i.d. case : ℓt = αrrt + dt (EE) πt = κ
(PC) rt = φℓℓt + νt (Policy Rule)
SLIDE 23 Irrelevance Result
Result 3
With sticky prices, RK and NK configurations are not qualitatively distinguishable for demand and markup shocks. i.i.d. case : ℓt = αrrt + dt (EE) πt = κ
(PC) rt = φℓℓt + νt (Policy Rule)
SLIDE 24 Irrelevance Result
Result 3
With sticky prices, RK and NK configurations are not qualitatively distinguishable for demand and markup shocks. i.i.d. case : ℓt = αrrt + dt (EE) πt = κ
(PC) rt = φℓℓt + νt (Policy Rule) ℓt rt
Policy rule rt = φℓℓ Euler Equation ℓt = −αrrt + dt
ℓt πt
Phillips Curve πt = κ(γℓ+γrφℓ)ℓt +µt
SLIDE 25 Irrelevance Result
Result 3
With sticky prices, RK and NK configurations are not qualitatively distinguishable for demand and markup shocks. i.i.d. case : ℓt = αrrt + dt (EE) πt = κ
(PC) rt = φℓℓt + νt (Policy Rule) ℓt rt
Policy rule rt = φℓℓ Euler Equation ℓt = −αrrt + dt
ℓt πt
Phillips Curve πt = κ(γℓ+γrφℓ)ℓt +µt
SLIDE 26 Irrelevance Result
Result 3
With sticky prices, RK and NK configurations are not qualitatively distinguishable for demand and markup shocks. i.i.d. case : ℓt = αrrt + dt (EE) πt = κ
(PC) rt = φℓℓt + νt (Policy Rule) ℓt rt
Policy rule rt = φℓℓ Euler Equation ℓt = −αrrt + dt
ℓt πt
Phillips Curve πt = κ(γℓ+γrφℓ)ℓt +µt
SLIDE 27 Irrelevance Result
Result 3
With sticky prices, RK and NK configurations are not qualitatively distinguishable for demand and markup shocks. i.i.d. case : ℓt = αrrt + dt (EE) πt = κ
(PC) rt = φℓℓt + νt (Policy Rule) ℓt rt
Policy rule rt = φℓℓ Euler Equation ℓt = −αrrt + dt
ℓt πt
Phillips Curve πt = κ(γℓ+γrφℓ)ℓt +µt
SLIDE 28
RK Matters for Monetary Policy and Monetary Shocks
◮ Monetary Policy and Stabilization ◮ Determinacy under i peg ◮ Monetary Shocks
SLIDE 29
Effects of Stabilization with Demand Shocks
it = Etπt+1 + φℓℓt
Result 4
A more aggressive policy (φℓ larger) always decreases σ2
ℓ at the cost of increasing σ2 π iff
the RK condition is satisfied.
SLIDE 30
NK Configuration (γr = 0, αℓ = 1)
ℓt rt
Policy rule rt = φℓℓ Euler Equation ℓt = −αrrt + dt
ℓt πt
Phillips Curve πt = κγℓℓt
Phillips Curve πt = κ(γℓ + γrφℓ)ℓt
SLIDE 31
NK Configuration (γr = 0, αℓ = 1)
ℓt rt
Policy rule rt = φℓℓ Euler Equation ℓt = −αrrt + dt
ℓt πt
Phillips Curve πt = κγℓℓt
Phillips Curve πt = κ(γℓ + γrφℓ)ℓt
ℓt rt
Policy rule rt = φℓℓ Euler Equation ℓt = −αrrt + dt
ℓt πt
Phillips Curve πt = κγℓℓt
SLIDE 32
Under RK (γr large enough)
ℓt rt
Policy rule rt = φℓℓ Euler Equation ℓt = −αrrt + dt
ℓt πt
Phillips Curve πt = κ(γℓ + γrφℓ)ℓt
SLIDE 33
Under RK (γr large enough)
ℓt rt
Policy rule rt = φℓℓ Euler Equation ℓt = −αrrt + dt
ℓt πt
Phillips Curve πt = κ(γℓ + γrφℓ)ℓt
ℓt rt
Policy rule rt = φℓℓ Euler Equation ℓt = −αrrt + dt
ℓt πt
Phillips Curve πt = κ(γℓ + γrφℓ)ℓt
SLIDE 34 Nominal Interest Rate Peg (ZLB)
◮ Suppose policy goes from
it = Etπt+1 + φ2ℓt to it = 0.
Result 5
In the NK configuration,
× indeterminacy × in all equilibria, σ2
ℓ and σ2 π move together (conditional on demand shocks)
In the RK configuration,
× determinacy × σ2
ℓ increases but σ2 π decreases (conditional on demand shocks)
SLIDE 35
Monetary Shocks
Result 6
In response to a contractionary monetary shocks,
◮ If the shock is not very persistent, then NK and RK canot be distinguished. ◮ If shock is sufficiently persistent,
× it increases inflation in RK case (neo-Fisherian effect) × it decreases inflation in the NK case
◮ RK favoured if we observe both (1) persistent monetary shock that (2) do not
lead to a fall in inflation
SLIDE 36
Estimation
◮ Data:
× π: GDP deflator, × it: fed funds rate, × ℓt: minus unemployment rate.
◮ Sample:
× long: 1954:3- 2007:4, × post-Volker-deflation sample: 1983:4-2007:4
◮ Maximum Likelihood estimation
Result 7
Estimation shows that the model is in the Real Keynesian region.
SLIDE 37 Estimation
Estimated Parameters, 1954Q3-2007Q1, GDP deflator ℓt = .65Etℓt+1 − .33⋆(it − Etπt+1)−.38µt + dt (EE) πt = .99⋆πt+1 + 1⋆(.05ℓt + .07(it − Etπt+1)) + µt (PC) it = Etπt+1 + .33dt−1.06µt + νt (Policy)
◮ RK condition is satisfied: .07 × (1 − .65)
> .05 × .33
SLIDE 38 Roadmap
- 1. Theory & Estimation
- 2. Dissecting the results using a new SVAR approach
- 3. Zero Lower Bound and Missing Deflation
SLIDE 39 SVAR representation
◮ The model solution writes
πt it ℓt
= A(Θ) πt−1 it−1 ℓt−1 + B(Θ) dt µt νt
dt µt νt = ρd ρµ ρµ
dt−1 µt−1 νt−1 + εdt εµt ενt
◮ This is what we use for ML in order to obtain
Θ.
◮ But we can also estimate in two-steps:
× First A, B and R, × Second Θ.
SLIDE 40 Using The Structural Zeros
Yt = A(Θ)Yt−1 + B(Θ)St St = R(Θ)St−1 + εt where Θ are the strutural parameters
Result 8
◮ Under the assumptions that we make for the ML estimation (Yt observable, lag
- rder is known, St are latent variables)
◮ if R is diagonal (at least triangular), ◮ then A, B and R can be identified, and so can be the structural shocks ε ◮ This uniquely defines structural shocks and IRF (but no names for the shocks) ◮ Then a second stage is to find the mapping from A, B and R to structural
parameters Θ.
SLIDE 41 SVAR, Full Sample
ε1 ε2 ε3
5 10 15 20 25 30 35 40 0.1 0.2 0.3 0.4 0.5 0.6 0.7 0.8
SLIDE 42 SVAR, Full Sample
ε1 εd ε2 ε3
5 10 15 20 25 30 35 40 0.1 0.2 0.3 0.4 0.5 0.6 0.7 0.8
SLIDE 43 SVAR, Full Sample
ε1 εd ε2 ε3
5 10 15 20 25 30 35 40 0.1 0.2 0.3 0.4 0.5 0.6 0.7 0.8 5 10 15 20 25 30 35 40
0.2 0.4 0.6 0.8 1 1.2
SLIDE 44 SVAR, Full Sample
ε1 εd ε2 εµ ε3
5 10 15 20 25 30 35 40 0.1 0.2 0.3 0.4 0.5 0.6 0.7 0.8 5 10 15 20 25 30 35 40
0.2 0.4 0.6 0.8 1 1.2
SLIDE 45 SVAR, Full Sample
ε1 εd ε2 εµ ε3
5 10 15 20 25 30 35 40 0.1 0.2 0.3 0.4 0.5 0.6 0.7 0.8 5 10 15 20 25 30 35 40
0.2 0.4 0.6 0.8 1 1.2 5 10 15 20 25 30 35 40
0.1 0.2 0.3 0.4 0.5
DmBBpedgszeegsaEeaazogsaesaa@eHtoaasosoas.qrn.aa.a.q.a
g.
dragoman
i.ee#ggagsaaasapsgp
SLIDE 46 SVAR, Full Sample
ε1 εd ε2 εµ ε3 εν
5 10 15 20 25 30 35 40 0.1 0.2 0.3 0.4 0.5 0.6 0.7 0.8 5 10 15 20 25 30 35 40
0.2 0.4 0.6 0.8 1 1.2 5 10 15 20 25 30 35 40
0.1 0.2 0.3 0.4 0.5
DmBBpedgszeegsaEeaazogsaesaa@eHtoaasosoas.qrn.aa.a.q.a
g.
dragoman
i.ee#ggagsaaasapsgp
SLIDE 47 SVAR, Full Sample
ε1 εd ε2 εµ ε3 εν
5 10 15 20 25 30 35 40 0.1 0.2 0.3 0.4 0.5 0.6 0.7 0.8 5 10 15 20 25 30 35 40
0.2 0.4 0.6 0.8 1 1.2 5 10 15 20 25 30 35 40
0.1 0.2 0.3 0.4 0.5
SLIDE 48 SVAR, Full Sample
ε1 εd ε2 εµ ε3 εν
5 10 15 20 25 30 35 40 0.1 0.2 0.3 0.4 0.5 0.6 0.7 0.8 5 10 15 20 25 30 35 40
0.2 0.4 0.6 0.8 1 1.2 5 10 15 20 25 30 35 40
0.1 0.2 0.3 0.4 0.5
SLIDE 49 Max Likelihood Estimation, Full Sample
εd εµ εν
5 10 15 20 25 30 35 40 0.1 0.2 0.3 0.4 0.5 0.6 0.7 0.8 5 10 15 20 25 30 35 40
0.2 0.4 0.6 0.8 1 1.2 5 10 15 20 25 30 35 40
0.1 0.2 0.3 0.4 0.5
SLIDE 50 Three Sub-Samples
- I. Pre Volker dis-inflation
period (1954:3-1979:1)
dis-inflation period (1983:4-2007:1)
period (2009:1-2016:3) ε1 εd (I) ε1 εd (I) ε1 εd (I)
SLIDE 51 Three Sub-Samples
- I. Pre Volker dis-inflation
period (1954:3-1979:1)
dis-inflation period (1983:4-2007:1)
period (2009:1-2016:3) ε1 εd (I)
5 10 15 20 25 30 35 40 0.1 0.2 0.3 0.4 0.5 0.6 0.7
ε1 εd (II)
5 10 15 20 25 30 35 40 0.1 0.2 0.3 0.4 0.5
ε1 εd (III)
5 10 15 20 25 30 35 40
0.05 0.1 0.15 0.2 0.25 0.3 0.35
SLIDE 52 Three Sub-Samples
- I. Pre Volker dis-inflation
period (1954:3-1979:1)
dis-inflation period (1983:4-2007:1)
period (2009:1-2016:3) ε1 εd (I) ε2 εµ (I)
5 10 15 20 25 30 35 40 0.1 0.2 0.3 0.4 0.5 0.6 0.7 5 10 15 20 25 30 35 40
0.2 0.4 0.6 0.8 1 1.2
ε1 εd (II) ε2 εµ (II)
5 10 15 20 25 30 35 40 0.1 0.2 0.3 0.4 0.5 5 10 15 20 25 30 35 40 0.1 0.2 0.3 0.4 0.5 0.6 0.7 0.8
ε1 εd (III) ε2 εµ (III)
5 10 15 20 25 30 35 40
0.05 0.1 0.15 0.2 0.25 0.3 0.35 5 10 15 20 25 30 35 40 0.1 0.2 0.3 0.4 0.5 0.6 0.7 0.8
SLIDE 53 Three Sub-Samples
- I. Pre Volker dis-inflation
period (1954:3-1979:1)
dis-inflation period (1983:4-2007:1)
period (2009:1-2016:3) ε1 εd (I) ε2 εµ (I) ε3 εν (I)
5 10 15 20 25 30 35 40 0.1 0.2 0.3 0.4 0.5 0.6 0.7 5 10 15 20 25 30 35 40
0.2 0.4 0.6 0.8 1 1.2 5 10 15 20 25 30 35 40
0.1 0.2 0.3 0.4 0.5 0.6
ε1 εd (II) ε2 εµ (II) ε3 εν (II)
5 10 15 20 25 30 35 40 0.1 0.2 0.3 0.4 0.5 5 10 15 20 25 30 35 40 0.1 0.2 0.3 0.4 0.5 0.6 0.7 0.8 5 10 15 20 25 30 35 40
0.05 0.1 0.15
ε1 εd (III) ε2 εµ (III)
5 10 15 20 25 30 35 40
0.05 0.1 0.15 0.2 0.25 0.3 0.35 5 10 15 20 25 30 35 40 0.1 0.2 0.3 0.4 0.5 0.6 0.7 0.8
SLIDE 54 Robustness
- 1. Are these results robust to allowing the model to have endogenous propagation?
- 2. Are these results robust to allowing the model to have more shocks?
- 3. Yes and yes.
SLIDE 55
Can we obtain more standard effects of monetary shocks?
◮ Note that the RK model is not inconsistent with VAR evidence that finds
temporary monetary shocks.
◮ But those shocks (as opposed to persistent monetary shocks) do not seem to be
relevant in a simple 3-shocks framework.
SLIDE 56 Roadmap
- 1. Theory
- 2. Dissecting the results using a new SVAR approach
- 3. Zero Lower Bound and Missing Deflation
SLIDE 57
Low Variance of Inflation at the ZLB
σu σπ σi Post-Volcker : 1.3 .9 2.5 ZLB : 1.7 .8 .1
◮ Observation: the variance of inflation slightly decreased at lower bound. ◮ It should have increased in the NK configuration ◮ But this is consistent with the RK configuration
SLIDE 58 Zero Lower Bound and Missing Deflation
ℓt rt
Policy rule rt = max
ℓt = −αrrt + dt
ℓt πt
Phillips Curve πt = κγℓℓt
SLIDE 59 Zero Lower Bound and Missing Deflation
ℓt rt
Policy rule rt = max
ℓt = −αrrt + dt
ℓt πt
Phillips Curve πt = κγℓℓt
SLIDE 60 Zero Lower Bound and Missing Deflation
ℓt rt
Policy rule rt = max
ℓt = −αrrt + dt
ℓt πt
Phillips Curve πt = κγℓℓt
ℓt rt
Policy rule rt = max
ℓt = −αrrt + dt
ℓt πt
Phillips Curve πt = κ
SLIDE 61 Zero Lower Bound and Missing Deflation
ℓt rt
Policy rule rt = max
ℓt = −αrrt + dt
ℓt πt
Phillips Curve πt = κγℓℓt
ℓt rt
Policy rule rt = max
ℓt = −αrrt + dt
ℓt πt
Phillips Curve πt = κ
SLIDE 62
The ZLB Trap
◮ RK framework suggest that ZLB was quasi inevitable following a persistent fall in
demand.
◮ In RK, both the fall in demand and the response of monetary authorities favours
lower inflation:
× Low inflation × Monetary expansion stimulus × Lower i and lower inflation × More monetary expansion × Even lower i and inflation × Hit the zero lower bound.
SLIDE 63
Summary
◮ When demand matters with flexible prices (Real Keynesian models), adding sticky
prices affect the way we think of monetary policy:
× trade-off between stabilising inflation and output when facing demand shocks × Determinacy at the ZLB × Variance of inflation and output moving in opposite direction at the ZLB
◮ Data favours Real Keynesian configuration ◮ Main reason is that monetary shocks are persistent and they have neo-Fisherian
effect
SLIDE 64
SLIDE 65
Introducing more endogenous dynamics
◮ Let us think of richer dynamics
× Habit persistence × Hybrid New Phillips curve × Gradual adjustment of i
◮ It amounts to constraining more or less columns of A to be zero.
Yt = AYt−1 + BSt St = RSt−1 + εt
SLIDE 66 Full Sample,“Habit Persistence”
ε1 ε2 ε3
5 10 15 20 25 30 35 40 0.1 0.2 0.3 0.4 0.5 0.6 0.7 5 10 15 20 25 30 35 40
0.2 0.4 0.6 0.8 1 1.2 5 10 15 20 25 30 35 40
0.2 0.4 0.6 0.8
SLIDE 67 Other configurations, Full sample
“Habit persistence, and hybrid New Phillips curve” ε1 ε2 ε3
5 10 15 20 25 30 35 40
0.1 0.2 0.3 0.4 0.5 0.6 0.7 5 10 15 20 25 30 35 40
0.2 0.4 0.6 0.8 1 5 10 15 20 25 30 35 40
0.2 0.4 0.6 0.8
“Habit persistence, gradual adjustment of i and hybrid New Phillips curve”
ε1 ε2 ε3
5 10 15 20 25 30 35 40
0.1 0.2 0.3 0.4 0.5 0.6 5 10 15 20 25 30 35 40
0.2 0.4 0.6 0.8 1 5 10 15 20 25 30 35 40
0.2 0.4 0.6 0.8
SLIDE 68
Allowing for more shocks
◮ Enrich the analysis by:
× Allowing for explicit oil shocks × Allowing for TFP shocks × Allowing for natural rate of employment shocks
◮ We find very consistent results
SLIDE 69 Real growth (∆y) as the Fourth Variable
“Fully Forward”, Full sample ε1 ε2 ε3
5 10 15 20 25 30 35 40 0.1 0.2 0.3 0.4 0.5 0.6 0.7 0.8 5 10 15 20 25 30 35 40
0.2 0.4 0.6 0.8 1 1.2 5 10 15 20 25 30 35 40
0.1 0.2 0.3 0.4 0.5
“Habit persistence”, Full sample ε1 ε2 ε3
5 10 15 20 25 30 35 40 0.1 0.2 0.3 0.4 0.5 0.6 0.7 5 10 15 20 25 30 35 40
0.2 0.4 0.6 0.8 1 1.2 5 10 15 20 25 30 35 40
0.2 0.4 0.6 0.8