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Chapter 12 Monetary Policy and data uncertainty

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Page 1: Chapter 12€¦ · Chapter 12 Monetary Policy and data uncertainty. 2 Learning Outcomes Monetary policy & data uncertainty Data revisions Versus rationality Choice of Policy instruments

Chapter 12

Monetary Policy and data uncertainty

Page 2: Chapter 12€¦ · Chapter 12 Monetary Policy and data uncertainty. 2 Learning Outcomes Monetary policy & data uncertainty Data revisions Versus rationality Choice of Policy instruments

2

Learning Outcomes

➢Monetary policy & data uncertainty

➢ Data revisions Versus rationality

➢ Choice of Policy instruments

➢ Macro economic frameworks

➢ Poole’s Model

➢ Brainard’s Model

➢ Interest rate smoothing

Page 3: Chapter 12€¦ · Chapter 12 Monetary Policy and data uncertainty. 2 Learning Outcomes Monetary policy & data uncertainty Data revisions Versus rationality Choice of Policy instruments

3

12.1.1 Assumptions upto this point

Ch 12– Monetary policy and data uncertainties

▪ The central bank is assumed to know the true model of the economy,

▪ The central bank observes accurately all relevant variables timely and

accurately,

▪ The central bank knows sources and properties of economic disturbances.

Page 4: Chapter 12€¦ · Chapter 12 Monetary Policy and data uncertainty. 2 Learning Outcomes Monetary policy & data uncertainty Data revisions Versus rationality Choice of Policy instruments

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12.1.2 Monetary policy in practice

Ch 12– Monetary policy and data uncertainties

▪ In reality there is a lot of uncertainty in the policy environment and on the

impact monetary policy actions would have

▪ Hence there is a need to be cautious when taking policy actions

▪ This calls for smooth and gradual adjustment of interest rates

Page 5: Chapter 12€¦ · Chapter 12 Monetary Policy and data uncertainty. 2 Learning Outcomes Monetary policy & data uncertainty Data revisions Versus rationality Choice of Policy instruments

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12.2.1 Data uncertainty - Introduction

Ch 12– Monetary policy and data uncertainties

▪ Economic agents formulate their expectations based on information they

possess

▪ They use this information to formulate expectations and forecast in real time

▪ Most macroeconomic data is subject to continuous revisions.

Page 6: Chapter 12€¦ · Chapter 12 Monetary Policy and data uncertainty. 2 Learning Outcomes Monetary policy & data uncertainty Data revisions Versus rationality Choice of Policy instruments

Recent errors in fiscal estimation

5.0%

6.0%

4.4%

6.9%

5.6%

6.0%

2014E Interim Budget 2014 Treasury AR 2015F Interim Budget Finance Minister (16thNov)

FMR 2016 (New base) Budget 2016 (Newbase)

2014 2015

- Jan 2015 - May 2015 - Jan 2015 - 20th Nov - 20th Nov

Page 7: Chapter 12€¦ · Chapter 12 Monetary Policy and data uncertainty. 2 Learning Outcomes Monetary policy & data uncertainty Data revisions Versus rationality Choice of Policy instruments

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12.2.2 Arouba (2008) - Characterizing

data revisions

Ch 12– Monetary policy and data uncertainties

▪ XP – Initial announcement

▪ Xf – Final value announced

▪ rf – Final revision which is unobserved

Page 8: Chapter 12€¦ · Chapter 12 Monetary Policy and data uncertainty. 2 Learning Outcomes Monetary policy & data uncertainty Data revisions Versus rationality Choice of Policy instruments

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12.2.3 Reasons for revisions

Ch 12– Monetary policy and data uncertainties

Final revision = Latest observation – Initial announcement

▪ Short run revisions based on additional source data

▪ Benchmark revisions based on structural changes or updating base year.

▪ Measurement errors

Page 9: Chapter 12€¦ · Chapter 12 Monetary Policy and data uncertainty. 2 Learning Outcomes Monetary policy & data uncertainty Data revisions Versus rationality Choice of Policy instruments

Significant change in trend of GDP following the rebasing

2.0%

3.0%

4.0%

5.0%

6.0%

7.0%

8.0%

9.0%

10.0%

2010 2011 2012 2013 2014

Old GDP (2002 Base) New GDP (2010 Base)

7.4%

6.3%

7.2%

4.5%

3.4%

9.1%

Page 10: Chapter 12€¦ · Chapter 12 Monetary Policy and data uncertainty. 2 Learning Outcomes Monetary policy & data uncertainty Data revisions Versus rationality Choice of Policy instruments

GDP estimate revisions

5.95

2.89

(1.88)

10.09

4.36

1.57

0.67

6.18

-3.0

-1.0

1.0

3.0

5.0

7.0

9.0

11.0

Total GDP Growth Agriculture Industry Services

Yo

Y G

ro

wth

, %

1Q2015 Provisional 1Q2015 Revised

Source: Deprt.. of Census and Statistics

2Q2015: 6.7%

Page 11: Chapter 12€¦ · Chapter 12 Monetary Policy and data uncertainty. 2 Learning Outcomes Monetary policy & data uncertainty Data revisions Versus rationality Choice of Policy instruments

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12.2.4 Revisions Vs. rationality

Ch 12– Monetary policy and data uncertainties

▪ Data is said to be well behaved if revisions are done because of new data arrivals

that are not forecastable at the time of the forecast (news)

▪ If, however, future data revisions are forecast able at the time of the forecast

these are not well behaved revisions (noise).

▪ The former is consistent with rationality as agents cannot do anything about it

while the latter is inconsistent with rationality

Page 12: Chapter 12€¦ · Chapter 12 Monetary Policy and data uncertainty. 2 Learning Outcomes Monetary policy & data uncertainty Data revisions Versus rationality Choice of Policy instruments

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12.2.5 Properties of well behaved revisions

Ch 12– Monetary policy and data uncertainties

▪ Revisions should have a mean zero.

▪ Final revision should be unpredictable given the information set at the time of

the initial announcement

▪ The variance of the final revision should be small compared to the variance of

the final value of the data.

Page 13: Chapter 12€¦ · Chapter 12 Monetary Policy and data uncertainty. 2 Learning Outcomes Monetary policy & data uncertainty Data revisions Versus rationality Choice of Policy instruments

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12.2.6 Arouba (2008) Data revisions in reality

Ch 12– Monetary policy and data uncertainties

Arouba

▪ Revisions should have a mean zero. -

▪ Indicating that the initial announcements of statistical agencies are biased.

▪ Final revision should be unpredictable given the information set at the time of

the initial announcement

▪ forecast from a forecasting equation is significantly better than a naive

zero-forecast,

▪ The variance of the final revision should be small compared to the variance of

the final value of the data.

▪ Magnitudes of revisions are quite large compared to the original variables.

Page 14: Chapter 12€¦ · Chapter 12 Monetary Policy and data uncertainty. 2 Learning Outcomes Monetary policy & data uncertainty Data revisions Versus rationality Choice of Policy instruments

14Ch 12– Monetary policy and data uncertainties

12.2.6 Arouba (2008) Data revisions in reality

Findings▪ Even in advanced countries none of the conditions are satisfied

▪ The measurement problem is more important for output series than it isfor inflation or employment/unemployment series.

Reasons

▪ With technological progress it makes collecting data more harder due tothe difficulty in adjusting the quality of goods in the economy

▪ Revisions to durables consumption seem to be an important source of theproblem for the results we get regarding the revisions to real output.

Page 15: Chapter 12€¦ · Chapter 12 Monetary Policy and data uncertainty. 2 Learning Outcomes Monetary policy & data uncertainty Data revisions Versus rationality Choice of Policy instruments

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https://www.youtube.com/watch?v=EryTjln7l2g

Ch 12– Monetary policy and data uncertainties

Video - What is GDP?

Page 16: Chapter 12€¦ · Chapter 12 Monetary Policy and data uncertainty. 2 Learning Outcomes Monetary policy & data uncertainty Data revisions Versus rationality Choice of Policy instruments

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12.2.6 Monetary Policy Instruments

Ch 12– Monetary policy and data uncertainties

In this context monetary authorities agree that there is broadly three policy

instruments available for the conduct of monetary policy

▪ Money Supply - Monetary policy should set the money stock while letting the

interest rate fluctuate as it will.

▪ Interest Rates - Authorities should push interest rates up in times of boom

and down in times of recession, while the money supply is allowed to fluctuate

as it will.

▪ Fence sitters – those who argue for a combination of the two

Page 17: Chapter 12€¦ · Chapter 12 Monetary Policy and data uncertainty. 2 Learning Outcomes Monetary policy & data uncertainty Data revisions Versus rationality Choice of Policy instruments

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12.2.6 Monetary Policy Instruments

Ch 12– Monetary policy and data uncertainties

Notation

- Fix real interest rate and change money supply

- Fix money supply and change real interest rate

Page 18: Chapter 12€¦ · Chapter 12 Monetary Policy and data uncertainty. 2 Learning Outcomes Monetary policy & data uncertainty Data revisions Versus rationality Choice of Policy instruments

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12.2.8 Instruments Versus outcomes

Ch 12– Monetary policy and data uncertainties

In the case where we have a deterministic macro model where there are is no

shocks and no parameter uncertainty, the choice of policy instruments does not

matter

Page 19: Chapter 12€¦ · Chapter 12 Monetary Policy and data uncertainty. 2 Learning Outcomes Monetary policy & data uncertainty Data revisions Versus rationality Choice of Policy instruments

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12.2.8 Instruments Versus outcomes

Ch 12– Monetary policy and data uncertainties

However in the presence of macro shocks (Shown by shifts in IS and LM curves)

the choice of policy instrument will matter

Page 20: Chapter 12€¦ · Chapter 12 Monetary Policy and data uncertainty. 2 Learning Outcomes Monetary policy & data uncertainty Data revisions Versus rationality Choice of Policy instruments

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12.3.1 Poole’s additive model -Introduction

Ch 12– Monetary policy and data uncertainties

Poole (1970) argued that data uncertainty can come from both the IS side as well as

the LM side

IS Side

▪ Changes in consumer tastes

▪ Government expenditures shocks

LM Side

▪ stock market crashes

▪ Financial crises

Page 21: Chapter 12€¦ · Chapter 12 Monetary Policy and data uncertainty. 2 Learning Outcomes Monetary policy & data uncertainty Data revisions Versus rationality Choice of Policy instruments

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12.3.2 Poole’s additive model -Assumptions

Ch 12– Monetary policy and data uncertainties

▪ parameters and structure of the model are known with certainty – unrealistic

assumption

▪ IS and LM schedules are allowed to be subject to zero-mean random errors –

News errors

Model Setup

IS Curve =>

LM Curve =>

Page 22: Chapter 12€¦ · Chapter 12 Monetary Policy and data uncertainty. 2 Learning Outcomes Monetary policy & data uncertainty Data revisions Versus rationality Choice of Policy instruments

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12.3.4 Poole’s additive model –Key Results

Ch 12– Monetary policy and data uncertainties

The objective of the Central bank is to choose a policy instrument (R or M) that

would minimize the variance of the Output.

The variance in output is caused by IS or LM shocks

▪ Setting Interest rate

▪ Setting money supply

Page 23: Chapter 12€¦ · Chapter 12 Monetary Policy and data uncertainty. 2 Learning Outcomes Monetary policy & data uncertainty Data revisions Versus rationality Choice of Policy instruments

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12.3.5 Poole’s additive model –Policy

implications

Ch 12– Monetary policy and data uncertainties

Optimal policy responses

▪ No IS Shocks – Change money supply while keeping interest rates unchanged

▪ No LM Shocks – Change Interest rate keeping money supply fixed

Page 24: Chapter 12€¦ · Chapter 12 Monetary Policy and data uncertainty. 2 Learning Outcomes Monetary policy & data uncertainty Data revisions Versus rationality Choice of Policy instruments

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12.3.6 Poole’s additive model –Graphs

Ch 12– Monetary policy and data uncertainties

Page 25: Chapter 12€¦ · Chapter 12 Monetary Policy and data uncertainty. 2 Learning Outcomes Monetary policy & data uncertainty Data revisions Versus rationality Choice of Policy instruments

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12.4.1 Brainard’s multiplicative model

Ch 12– Monetary policy and data uncertainties

Poole’sModel assumptions

▪ parameters of the model are known with certainty

▪ The response of target variables to policy instruments is known for certain

Brainard’s model corrects for this and takes into account the possibility that the

model may be misspecified or there may be measurement error

Model Setup

Policy Constraint =>

Monetary policy objective =>

Page 26: Chapter 12€¦ · Chapter 12 Monetary Policy and data uncertainty. 2 Learning Outcomes Monetary policy & data uncertainty Data revisions Versus rationality Choice of Policy instruments

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12.4.2 Brainard’s multiplicative model

Ch 12– Monetary policy and data uncertainties

Key result

▪ Because of model uncertainty, the authorities will never push aggressively

enough to make average output equal to the target level y *

▪ Doing so would cause output variation to increase to an intolerable level

▪ The policy maker would rather have a stable level of output below the full

employment level than very volatile output – Brainerd Conservatism

Page 27: Chapter 12€¦ · Chapter 12 Monetary Policy and data uncertainty. 2 Learning Outcomes Monetary policy & data uncertainty Data revisions Versus rationality Choice of Policy instruments

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12.4.3 Brainard’s multiplicative model

Ch 12– Monetary policy and data uncertainties

Graph

Page 28: Chapter 12€¦ · Chapter 12 Monetary Policy and data uncertainty. 2 Learning Outcomes Monetary policy & data uncertainty Data revisions Versus rationality Choice of Policy instruments

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12.5.1 Key definition – Certainty equivalence

Brainard 1967

▪ This is a situation where the response of target variables to policy instruments

are known for certain

▪ This however does not mean that there are no shocks in the system

▪ Even though the actual target variable may differ from what was expected, the

policy-maker should act on the basis of expected values as if he were certain

they would actually occur

Page 29: Chapter 12€¦ · Chapter 12 Monetary Policy and data uncertainty. 2 Learning Outcomes Monetary policy & data uncertainty Data revisions Versus rationality Choice of Policy instruments

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12.5.1 The New Keynesian Model & Parameter

uncertainty

Ch 12– Monetary policy and data uncertainties

Cold Turkey Vs. Gradualism

Page 30: Chapter 12€¦ · Chapter 12 Monetary Policy and data uncertainty. 2 Learning Outcomes Monetary policy & data uncertainty Data revisions Versus rationality Choice of Policy instruments

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12.5.2 The New Keynesian Model & Parameter

uncertainty

Ch 12– Monetary policy and data uncertainties

Key result to be proved

▪ Nomodel uncertainty-

▪ Economy behaving like Poole model

▪ set policy such that output = y* - Certainty equivalent

▪ Cold Turkey

▪ Model Uncertainty

▪ Economy behaves like Brainard model

▪ Conservative approach recommended y < y*

▪ Gradualism

Page 31: Chapter 12€¦ · Chapter 12 Monetary Policy and data uncertainty. 2 Learning Outcomes Monetary policy & data uncertainty Data revisions Versus rationality Choice of Policy instruments

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12.5.2 The New Keynesian Model & Parameter

uncertainty

Ch 12– Monetary policy and data uncertainties

Model setup

▪ The economy is characterized by the 1st 2

Equations

▪ The economy is subject to non-stochastic shocks

Captured by et

▪ The objective of the Central Bank is to minimize

The loss function characterized by an inflation gap

▪ The policy instrument used is the short term

Interest rate

Page 32: Chapter 12€¦ · Chapter 12 Monetary Policy and data uncertainty. 2 Learning Outcomes Monetary policy & data uncertainty Data revisions Versus rationality Choice of Policy instruments

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12.5.3 The New Keynesian Model & Parameter

uncertainty

Ch 12– Monetary policy and data uncertainties

Additive uncertainty (Poole’smodel)

▪ The monetary authorities incorporate the fact that the E(e) = 0 into their

decision making process

Certainty equivalent result

▪ policy rate set by the policy maker is the same as the one that it would set if

there were no shocks hitting the economy.

Page 33: Chapter 12€¦ · Chapter 12 Monetary Policy and data uncertainty. 2 Learning Outcomes Monetary policy & data uncertainty Data revisions Versus rationality Choice of Policy instruments

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12.5.4 The New Keynesian Model & Parameter

uncertainty

Ch 12– Monetary policy and data uncertainties

Parameter uncertainty (Brainard’smodel)

▪ The monetary authorities are uncertain of the parameters that determine real

income

▪ The authorities can however still form expectations (albeit imperfect

expectations) about the value of the parameter b

▪ The shocks to the economy are still additive.

Page 34: Chapter 12€¦ · Chapter 12 Monetary Policy and data uncertainty. 2 Learning Outcomes Monetary policy & data uncertainty Data revisions Versus rationality Choice of Policy instruments

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12.5.4 The New Keynesian Model & Parameter

uncertainty

Ch 12– Monetary policy and data uncertainties

Key result

▪ The coefficient of variation of the parameter b captures the trade-off faced by

monetary authorities. It captures the tension between bringing inflation back

to target while the increasing uncertainty about inflation depends on the

variance of parameter b

▪ A large coefficient of variation means for a small reduction in the inflation bias

the central bank induces a large variance into future inflation.

Page 35: Chapter 12€¦ · Chapter 12 Monetary Policy and data uncertainty. 2 Learning Outcomes Monetary policy & data uncertainty Data revisions Versus rationality Choice of Policy instruments

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12.6.1 Graphical representation

Ch 12– Monetary policy and data uncertainties

Scenario 1 – No uncertainty

Page 36: Chapter 12€¦ · Chapter 12 Monetary Policy and data uncertainty. 2 Learning Outcomes Monetary policy & data uncertainty Data revisions Versus rationality Choice of Policy instruments

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12.6.2 Graphical representation

Ch 12– Monetary policy and data uncertainties

Scenario 2 – Additive uncertainty

Page 37: Chapter 12€¦ · Chapter 12 Monetary Policy and data uncertainty. 2 Learning Outcomes Monetary policy & data uncertainty Data revisions Versus rationality Choice of Policy instruments

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12.6.2 Graphical representation

Ch 12– Monetary policy and data uncertainties

Scenario 3 – Parameter uncertainty

Page 38: Chapter 12€¦ · Chapter 12 Monetary Policy and data uncertainty. 2 Learning Outcomes Monetary policy & data uncertainty Data revisions Versus rationality Choice of Policy instruments

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12.7.1 Interest rate smoothing

Ch 12– Monetary policy and data uncertainties

▪ In light of the previous discussion, monetary authorities are more likely to

adopt a gradualist approach to monetary intervention

▪ Hence interest rates are likely to be altered in stages. There seems to exists a

positive correlation whereby changes in the funds rate to be followed by

additional changes in the same direction.

▪ Sack (2000) - The interest-rate smoothing that is observed may reflect the

cautious reaction of the Fed to uncertainty over the dynamic structure of the

economy. – Interest rate smoothing

Page 39: Chapter 12€¦ · Chapter 12 Monetary Policy and data uncertainty. 2 Learning Outcomes Monetary policy & data uncertainty Data revisions Versus rationality Choice of Policy instruments

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12.7.2 Federal Funds rate

Ch 12– Monetary policy and data uncertainties

“The results indicate that the estimated dynamic structure of the economy can account for the

observed persistence of the directional movements in the funds rate”

Page 40: Chapter 12€¦ · Chapter 12 Monetary Policy and data uncertainty. 2 Learning Outcomes Monetary policy & data uncertainty Data revisions Versus rationality Choice of Policy instruments

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12.7.2 Actual vs. optimal policy“The optimal policy responds more aggressively to changes in the state of the economy than

the observed policy. As a result, the funds rate path under the optimal policy is more

volatile than the actual funds rate.”

Ch 12– Monetary policy and data uncertainties

Page 41: Chapter 12€¦ · Chapter 12 Monetary Policy and data uncertainty. 2 Learning Outcomes Monetary policy & data uncertainty Data revisions Versus rationality Choice of Policy instruments

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12.7.3 Loss functions with and without

uncertainty

Ch 12– Monetary policy and data uncertainties

Page 42: Chapter 12€¦ · Chapter 12 Monetary Policy and data uncertainty. 2 Learning Outcomes Monetary policy & data uncertainty Data revisions Versus rationality Choice of Policy instruments

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Optimal Policy vs. Preferred action

Page 43: Chapter 12€¦ · Chapter 12 Monetary Policy and data uncertainty. 2 Learning Outcomes Monetary policy & data uncertainty Data revisions Versus rationality Choice of Policy instruments

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