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Central Bank Communication Michael McMahon 1 1 IMF-STI, University of Warwick and CEPR CAGE (Warwick), CfM (LSE) and CAMA (ANU) June 2016 The views expressed in this paper are those of the authors and do not necessarily represent those of the IMF or IMF policy.

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Page 1: Central Bank Communication - pier.or.th€¦ · Central Bank Communication Michael McMahon1 1IMF-STI, University of Warwick and CEPR CAGE (Warwick), CfM (LSE) and CAMA (ANU) June

Central Bank Communication

Michael McMahon1

1IMF-STI, University of Warwick and CEPRCAGE (Warwick), CfM (LSE) and CAMA (ANU)

June 2016

The views expressed in this paper are those of the authors and do notnecessarily represent those of the IMF or IMF policy.

Page 2: Central Bank Communication - pier.or.th€¦ · Central Bank Communication Michael McMahon1 1IMF-STI, University of Warwick and CEPR CAGE (Warwick), CfM (LSE) and CAMA (ANU) June

Motivation Statement Shocks Comms Affect MTM? Speech Shocks Internal Comms

Outline

• Motivation: The Key role for communication in monetary policy

• External communication: Macroeconomic Effects1. Monetary Policy Statements as Shocks?2. Communication interacting with Shocks?3. Monetary Policy Speeches as Shocks?

• Internal Communication: How much transparency?

I will jump around flexibly: Please interupt

CB Communication June 2016 2

Page 3: Central Bank Communication - pier.or.th€¦ · Central Bank Communication Michael McMahon1 1IMF-STI, University of Warwick and CEPR CAGE (Warwick), CfM (LSE) and CAMA (ANU) June

Motivation Statement Shocks Comms Affect MTM? Speech Shocks Internal Comms

Paper in the context of my Monetary Policy research1. “Understanding the Macroeconomic Effects of Working Capital in the UK”

with BoE / IMF co-authors, R&R, EJ2. “Perils of Quantitative Easing” with Peiris & Polemarchakis3. “QE and the Bank Lending Channel in the UK” with BoE / BIS co-authors,

R&R, EJ4. “First Impressions Matter: Signalling as a Source of Policy Dynamics” with

Hansen, ReStud5. “Preferences or Private Assessments on a Monetary Policy Committee?”

with Hansen & Velasco Rivera, JME6. “Estimating Bayesian Decision Problems with Heterogeneous Expertise”

with Hansen & Srisuma, JAE7. “Transparency and Deliberation within the FOMC: A computational

linguistics approach” with Hansen & Prat, R&R, QJE8. “Understanding the macroeconomic effects of central bank communication”

with Hansen, JIE9. And various work in progress

CB Communication June 2016 3

Page 4: Central Bank Communication - pier.or.th€¦ · Central Bank Communication Michael McMahon1 1IMF-STI, University of Warwick and CEPR CAGE (Warwick), CfM (LSE) and CAMA (ANU) June

Motivation Statement Shocks Comms Affect MTM? Speech Shocks Internal Comms

Motivation

CB Communication June 2016 4

Page 5: Central Bank Communication - pier.or.th€¦ · Central Bank Communication Michael McMahon1 1IMF-STI, University of Warwick and CEPR CAGE (Warwick), CfM (LSE) and CAMA (ANU) June

Motivation Statement Shocks Comms Affect MTM? Speech Shocks Internal Comms

The Phillips Curve ‘Trade-off’: US 1960s

1961

19621963

1964

1965

19661967

1968

1969

0

1

2

3

4

5

6

7

3 4 5 6 7

Inflation

Unemployment

CB Communication June 2016 5

Page 6: Central Bank Communication - pier.or.th€¦ · Central Bank Communication Michael McMahon1 1IMF-STI, University of Warwick and CEPR CAGE (Warwick), CfM (LSE) and CAMA (ANU) June

Motivation Statement Shocks Comms Affect MTM? Speech Shocks Internal Comms

The Phillips Curve ‘Trade-off’: US All

196119621963

1964

1965

19661967

1968

19691970

19711972

1973

1974

1975

1976

1977

1978

1979

1980

1981

1982198319841985

1986

198719881989

1990

1991 19921993199419951996

1997

19981999

20002001

2002

20032004

200520062007

2008

-2

0

2

4

6

8

10

12

14

3 4 5 6 7 8 9 10 11

Inflation

Unemployment

2009

2010

CB Communication June 2016 6

Page 7: Central Bank Communication - pier.or.th€¦ · Central Bank Communication Michael McMahon1 1IMF-STI, University of Warwick and CEPR CAGE (Warwick), CfM (LSE) and CAMA (ANU) June

Motivation Statement Shocks Comms Affect MTM? Speech Shocks Internal Comms

Monetary Policy and Expectations I

Source: Groen and Middeldorp CB Communication June 2016 7

Page 8: Central Bank Communication - pier.or.th€¦ · Central Bank Communication Michael McMahon1 1IMF-STI, University of Warwick and CEPR CAGE (Warwick), CfM (LSE) and CAMA (ANU) June

Motivation Statement Shocks Comms Affect MTM? Speech Shocks Internal Comms

Monetary Policy and Expectations II

-12.00

-7.00

-2.00

3.00

8.00

13.00

18.00

1968M1 1972M1 1976M1 1980M1 1984M1 1988M1 1992M1 1996M1 2000M1 2004M1 2008M1

An

nu

alIn

flat

ion

Flexible Sticky

CB Communication June 2016 8

Page 9: Central Bank Communication - pier.or.th€¦ · Central Bank Communication Michael McMahon1 1IMF-STI, University of Warwick and CEPR CAGE (Warwick), CfM (LSE) and CAMA (ANU) June

Motivation Statement Shocks Comms Affect MTM? Speech Shocks Internal Comms

Monetary Policy and Expectations III“There is not much doubt that the process of reducing inflation

from around 15 per cent per annum in the mid-eighties to below 2 percent in 1991 had an adverse impact on growth and employment duringthat period. I have often acknowledged that point, and indeed I knowof no central banker who would claim with any confidence thatinflation can be reduced from a high level to a low level without atleast some, temporary, impact on growth and employment. Thereasons for this are now widely understood and relate to the wayin which a policy to reduce inflation interacts with expectationsthat inflation will continue at its previous pace. But shortly afterinflation was first reduced to the 0 to 2 per cent target in 1991, theeconomy began to grow again and unemployment began to fall.”

Donald T Brash, Governor of the Reserve Bank of New Zealand (February 2000)

CB Communication June 2016 9

Page 10: Central Bank Communication - pier.or.th€¦ · Central Bank Communication Michael McMahon1 1IMF-STI, University of Warwick and CEPR CAGE (Warwick), CfM (LSE) and CAMA (ANU) June

Motivation Statement Shocks Comms Affect MTM? Speech Shocks Internal Comms

External Central Bank Communications Now Central

• Blinder (1998):“expectations about future central bank behavior provide the essential

link between short rates and long rates.”• Bernanke (2003):

“A given [monetary] policy action... can have very different effects onthe economy, depending (for example) on what the private sector

infers... about the information that may have induced the policymakerto act, about the policymaker’s objectives in taking the action...”

• Gurkayanak, Sack and Swanson (2005):Central bank statements move markets beyond the effect of the

change in the current policy rate (event study).• Reis (2013):

Optimal communication strategy is part of central bank design.

CB Communication June 2016 10

Page 11: Central Bank Communication - pier.or.th€¦ · Central Bank Communication Michael McMahon1 1IMF-STI, University of Warwick and CEPR CAGE (Warwick), CfM (LSE) and CAMA (ANU) June

Motivation Statement Shocks Comms Affect MTM? Speech Shocks Internal Comms

Monetary Transmission MechanismCommunications Channel

MonetaryPolicy

Framework

CPIinflation

Macroprudentialpolicy

CentralBankPolicyRate

Termstructure,assetpricesandcapitalmarket

conditions

Assetpurchase/sales(QE)

Banklendingratesandcredit

conditions

Inflationexpectations

Householddemand

Corporatedemand

Netexternaldemand

Exchangerate

Importprices

Domestically-Generated!

deposits

loans

CentralBankCommunication

MTM:TheRoleofCommunications

CB Communication June 2016 11

Page 12: Central Bank Communication - pier.or.th€¦ · Central Bank Communication Michael McMahon1 1IMF-STI, University of Warwick and CEPR CAGE (Warwick), CfM (LSE) and CAMA (ANU) June

Motivation Statement Shocks Comms Affect MTM? Speech Shocks Internal Comms

Central Bank Communication

CB Communication June 2016 12

Page 13: Central Bank Communication - pier.or.th€¦ · Central Bank Communication Michael McMahon1 1IMF-STI, University of Warwick and CEPR CAGE (Warwick), CfM (LSE) and CAMA (ANU) June

Motivation Statement Shocks Comms Affect MTM? Speech Shocks Internal Comms

Our Empirical Approach

Research Projects

• Use novel techniques from the field of computational linguistics toinvestigate the role of central bank communication in shaping privatesector inflation expectations and affecting the economy.

• Use machine learning outputs as inputs to conventional econometrics• Empirical investigations (ultimately) covering:

• Speeches, statements and minutes from meetings• Transcripts within meetings

• Extend the existing methodologies

CB Communication June 2016 13

Page 14: Central Bank Communication - pier.or.th€¦ · Central Bank Communication Michael McMahon1 1IMF-STI, University of Warwick and CEPR CAGE (Warwick), CfM (LSE) and CAMA (ANU) June

Motivation Statement Shocks Comms Affect MTM? Speech Shocks Internal Comms

Statements as Shocks

CB Communication June 2016 14

Page 15: Central Bank Communication - pier.or.th€¦ · Central Bank Communication Michael McMahon1 1IMF-STI, University of Warwick and CEPR CAGE (Warwick), CfM (LSE) and CAMA (ANU) June

Motivation Statement Shocks Comms Affect MTM? Speech Shocks Internal Comms

The Transmission of CB Communication

StatementsCentral Bank Communication

Channel: it = f × Ωt + εt

Reaction FunctionState of Economy

πy u ..

EffectInflation expectations, bond yields, fed funds futures

CB Communication June 2016 15

Page 16: Central Bank Communication - pier.or.th€¦ · Central Bank Communication Michael McMahon1 1IMF-STI, University of Warwick and CEPR CAGE (Warwick), CfM (LSE) and CAMA (ANU) June

Motivation Statement Shocks Comms Affect MTM? Speech Shocks Internal Comms

Our JIE paper

Research Questions1. What does FOMC communicate in statements that drive markets?2. Do these communications have real effects?Current WiP examines at the effect of all communication on πe

Measurement

+

Macroeconometrics

Measure FOMC statements⇒ Topic⇒ Tone

*Computational Linguistics*

FAVAR⇒ IRF⇒ FEVD

Findings

⇒ Fwd Guidance appears to matter much more⇒ Neither appears to drive real variables

CB Communication June 2016 16

Page 17: Central Bank Communication - pier.or.th€¦ · Central Bank Communication Michael McMahon1 1IMF-STI, University of Warwick and CEPR CAGE (Warwick), CfM (LSE) and CAMA (ANU) June

Motivation Statement Shocks Comms Affect MTM? Speech Shocks Internal Comms

Topic: The Latent Dirichlet Allocation (LDA) model• Blei, Ng and Jordan (2003) cited 11,500+ times

• Hansen, McMahon and Prat (2014)

• LDA (and its extensions) estimates what fraction of each documentin a collection is devoted to each of several “topics.”

• JSTOR example

• Great promise for economics more broadly.• LDA is an unsupervised learning approach - we don’t set probabilities

1. Start with words in statements

2. Tell the model how many topics there should be3. Model will generate βK topic distributions

• the distribution over words for each topic

4. Model also generates θd document distributions

CB Communication June 2016 17

Page 18: Central Bank Communication - pier.or.th€¦ · Central Bank Communication Michael McMahon1 1IMF-STI, University of Warwick and CEPR CAGE (Warwick), CfM (LSE) and CAMA (ANU) June

Motivation Statement Shocks Comms Affect MTM? Speech Shocks Internal Comms

Topic: The Latent Dirichlet Allocation (LDA) model• Blei, Ng and Jordan (2003) cited 11,500+ times

• Hansen, McMahon and Prat (2014)

• LDA (and its extensions) estimates what fraction of each documentin a collection is devoted to each of several “topics.”

• JSTOR example

• Great promise for economics more broadly.• LDA is an unsupervised learning approach - we don’t set probabilities

1. Start with words in statements2. Tell the model how many topics there should be

• Perplexity scores

3. Model will generate βK topic distributions• the distribution over words for each topic

4. Model also generates θd document distributionsCB Communication June 2016 18

Page 19: Central Bank Communication - pier.or.th€¦ · Central Bank Communication Michael McMahon1 1IMF-STI, University of Warwick and CEPR CAGE (Warwick), CfM (LSE) and CAMA (ANU) June

Motivation Statement Shocks Comms Affect MTM? Speech Shocks Internal Comms

Example statement: Yellen, March 2006, #51Raw Data → Remove Stop Words → Stemming → Multi-word tokens = Bag of Words

We have noticed a change in the relationship between the core CPI and thechained core CPI, which suggested to us that maybe something is going onrelating to substitution bias at the upper level of the index. You focusedon the nonmarket component of the PCE, and I wondered if somethingunusual might be happening with the core CPI relative to other measures.

Federal Funds Rate → fed fund rate → ffrmonetary policy → monetari polici → monpol

CB Communication June 2016 19

Page 20: Central Bank Communication - pier.or.th€¦ · Central Bank Communication Michael McMahon1 1IMF-STI, University of Warwick and CEPR CAGE (Warwick), CfM (LSE) and CAMA (ANU) June

Motivation Statement Shocks Comms Affect MTM? Speech Shocks Internal Comms

Example statement: Yellen, March 2006, #51Raw Data → Remove Stop Words → Stemming → Multi-word tokens = Bag of Words

We have noticed a change in the relationship between the core CPI and thechained core CPI, which suggested to us that maybe something is going onrelating to substitution bias at the upper level of the index. You focusedon the nonmarket component of the PCE, and I wondered if somethingunusual might be happening with the core CPI relative to other measures.

Federal Funds Rate → fed fund rate → ffrmonetary policy → monetari polici → monpol

CB Communication June 2016 19

Page 21: Central Bank Communication - pier.or.th€¦ · Central Bank Communication Michael McMahon1 1IMF-STI, University of Warwick and CEPR CAGE (Warwick), CfM (LSE) and CAMA (ANU) June

Motivation Statement Shocks Comms Affect MTM? Speech Shocks Internal Comms

Example statement: Yellen, March 2006, #51Raw Data → Remove Stop Words → Stemming → Multi-word tokens = Bag of Words

We have noticed a change in the relationship between the core CPI and thechained core CPI, which suggested to us that maybe something is going onrelating to substitution bias at the upper level of the index. You focusedon the nonmarket component of the PCE, and I wondered if somethingunusual might be happening with the core CPI relative to other measures.

Federal Funds Rate → fed fund rate → ffrmonetary policy → monetari polici → monpol

CB Communication June 2016 19

Page 22: Central Bank Communication - pier.or.th€¦ · Central Bank Communication Michael McMahon1 1IMF-STI, University of Warwick and CEPR CAGE (Warwick), CfM (LSE) and CAMA (ANU) June

Motivation Statement Shocks Comms Affect MTM? Speech Shocks Internal Comms

Example statement: Yellen, March 2006, #51Raw Data → Remove Stop Words → Stemming → Multi-word tokens = Bag of Words

We have noticed a change in the relationship between the core CPI and thechained core CPI, which suggested to us that maybe something is going onrelating to substitution bias at the upper level of the index. You focusedon the nonmarket component of the PCE, and I wondered if somethingunusual might be happening with the core CPI relative to other measures.

Federal Funds Rate → fed fund rate → ffrmonetary policy → monetari polici → monpol

CB Communication June 2016 19

Page 23: Central Bank Communication - pier.or.th€¦ · Central Bank Communication Michael McMahon1 1IMF-STI, University of Warwick and CEPR CAGE (Warwick), CfM (LSE) and CAMA (ANU) June

Motivation Statement Shocks Comms Affect MTM? Speech Shocks Internal Comms

Example statement: Yellen, March 2006, #51Raw Data → Remove Stop Words → Stemming → Multi-word tokens = Bag of Words

We have noticed a change in the relationship between the core CPI and thechained core CPI, which suggested to us that maybe something is going onrelating to substitution bias at the upper level of the index. You focusedon the nonmarket component of the PCE, and I wondered if somethingunusual might be happening with the core CPI relative to other measures.

Federal Funds Rate → fed fund rate → ffrmonetary policy → monetari polici → monpol

CB Communication June 2016 19

Page 24: Central Bank Communication - pier.or.th€¦ · Central Bank Communication Michael McMahon1 1IMF-STI, University of Warwick and CEPR CAGE (Warwick), CfM (LSE) and CAMA (ANU) June

Motivation Statement Shocks Comms Affect MTM? Speech Shocks Internal Comms

Example statement: Yellen, March 2006, #51Allocation

We have 17ticed a 39ange in the 39lationship 1etween the 25re 25I and the41ained 25re 25I, which 25ggested to us that 36ybe 36mething is 38ing on43lating to 25bstitution 20as at the 25per 39vel of the 16dex. You 23cusedon the 25nmarket 25mponent of the 25E, and I 32ndered if 38mething16usual might be 4appening with the 25re 25I 16lative to other 25asures.

Federal Funds Rate → fed fund rate → ffrmonetary policy → monetari polici → monpol

CB Communication June 2016 19

Page 25: Central Bank Communication - pier.or.th€¦ · Central Bank Communication Michael McMahon1 1IMF-STI, University of Warwick and CEPR CAGE (Warwick), CfM (LSE) and CAMA (ANU) June

Motivation Statement Shocks Comms Affect MTM? Speech Shocks Internal Comms

Example statement: Yellen, March 2006, #51

05

10#

of W

ord

Ass

ignm

ents

12

34

56

78

910

1112

1314

1516

1718

1920

2122

2324

2526

2728

2930

3132

3334

3536

3738

3940

4142

4344

4546

4748

4950

Topic Number

Discussion topics Economics topics

CB Communication June 2016 20

Page 26: Central Bank Communication - pier.or.th€¦ · Central Bank Communication Michael McMahon1 1IMF-STI, University of Warwick and CEPR CAGE (Warwick), CfM (LSE) and CAMA (ANU) June

Motivation Statement Shocks Comms Affect MTM? Speech Shocks Internal Comms

Topic 25 - Inflation

CB Communication June 2016 21

Page 27: Central Bank Communication - pier.or.th€¦ · Central Bank Communication Michael McMahon1 1IMF-STI, University of Warwick and CEPR CAGE (Warwick), CfM (LSE) and CAMA (ANU) June

Motivation Statement Shocks Comms Affect MTM? Speech Shocks Internal Comms

Measuring Tone: Using Dictionary Methods• This is simply word counting:

1. Define a list of words: ` = (t1, . . . , tN)

2. Count the words in document d: nd (`)

3. Use this alone to index d , or apply some normalization• Common way of measuring market sentiment in the finance literature

(e.g. Tetlock 2007 or Loughran and McDonald, 2011)• Lots of dictionaries available - 105 Harvard IV dictionary lists

CB Communication June 2016 22

Page 28: Central Bank Communication - pier.or.th€¦ · Central Bank Communication Michael McMahon1 1IMF-STI, University of Warwick and CEPR CAGE (Warwick), CfM (LSE) and CAMA (ANU) June

Motivation Statement Shocks Comms Affect MTM? Speech Shocks Internal Comms

Monetary Measures of Tone• We will use two “directional” word lists as in Apel, et al (2012):

Contraction Expansiondecreas* increas*decelerat* accelerat*slow* fast*weak* strong*low* high*loss* gain*contract* expand*

• Form a balance measure which is given by:Toned = n+,d −n−,d

nd• Measure uncertainty/ambiguity (Loughran and McDonald, 2011):

Uncertaintyd = nUncertainty ,dnd

(1)

CB Communication June 2016 23

Page 29: Central Bank Communication - pier.or.th€¦ · Central Bank Communication Michael McMahon1 1IMF-STI, University of Warwick and CEPR CAGE (Warwick), CfM (LSE) and CAMA (ANU) June

Motivation Statement Shocks Comms Affect MTM? Speech Shocks Internal Comms

Combining Topic and Tone• Propose a simple way of combining these two approaches

• measure topic-level tone• deals, somewhat, with the weakness of dictionary methods.

• Identify the paragraphs in which topic k makes up at least α = 0.5fraction of attention as measured by φp,k,d allocation.

• Compute the tone measures within that subset of paragraphs• Advantages of automated techniques:

• scalability with consistency• scalability to larger corpora• Reduces the biases that might creep in• Might pick up some nuance (while also missing other nuance)

CB Communication June 2016 24

Page 30: Central Bank Communication - pier.or.th€¦ · Central Bank Communication Michael McMahon1 1IMF-STI, University of Warwick and CEPR CAGE (Warwick), CfM (LSE) and CAMA (ANU) June

Motivation Statement Shocks Comms Affect MTM? Speech Shocks Internal Comms

Dimension 1: Stance of current monetary policy

-4

-2

0

2

4

6

8199801

199901

200001

200101

200201

200301

200401

200501

200601

200701

200801

200901

201001

201101

201201

201301

201401

WuXiaMonetaryStance(s)

Figure: Federal Reserve Monetary Stance: Shadow rate from Wu and Xia (2014)

CB Communication June 2016 25

Page 31: Central Bank Communication - pier.or.th€¦ · Central Bank Communication Michael McMahon1 1IMF-STI, University of Warwick and CEPR CAGE (Warwick), CfM (LSE) and CAMA (ANU) June

Motivation Statement Shocks Comms Affect MTM? Speech Shocks Internal Comms

Dimension 2: Economic Situation• Use the combination of a 15 topic LDA model applied to statements

• Isolates the sentences of the statement about the state of the economy• Then we measure the tone of these sentences• We isolate 5 topics about the economic situation

Topic 2: A topic which focuses on inflation and prices.Topic 14: Another topic concerning inflation and prices.

Topic 4: A topic covering the demand side of the outlook.Topic 6: A topic about the labour market issues.Topic 9: A topic covering the prospects for growth.

CB Communication June 2016 26

Page 32: Central Bank Communication - pier.or.th€¦ · Central Bank Communication Michael McMahon1 1IMF-STI, University of Warwick and CEPR CAGE (Warwick), CfM (LSE) and CAMA (ANU) June

Motivation Statement Shocks Comms Affect MTM? Speech Shocks Internal Comms

Topic 2: Economic Situation

CB Communication June 2016 27

Page 33: Central Bank Communication - pier.or.th€¦ · Central Bank Communication Michael McMahon1 1IMF-STI, University of Warwick and CEPR CAGE (Warwick), CfM (LSE) and CAMA (ANU) June

Motivation Statement Shocks Comms Affect MTM? Speech Shocks Internal Comms

EcSitt

• For each statement, using this subset of sentences, we create:

EcSitt = nPos,t − nNeg ,dTotalWordsEC

t(2)

• January 2010 Statement

“Household spending is expanding at a moderate rate butremains constrained by a weak labor market, modest incomegrowth, lower housing wealth, and tight credit.”

• Total of 18 (non-stop) words: Index value is 1−318 = −0.111.

CB Communication June 2016 28

Page 34: Central Bank Communication - pier.or.th€¦ · Central Bank Communication Michael McMahon1 1IMF-STI, University of Warwick and CEPR CAGE (Warwick), CfM (LSE) and CAMA (ANU) June

Motivation Statement Shocks Comms Affect MTM? Speech Shocks Internal Comms

EcSitt

-0.25

-0.2

-0.15

-0.1

-0.05

0

0.05

0.1

199801

199901

200001

200101

200201

200301

200401

200501

200601

200701

200801

200901

201001

201101

201201

201301

201401

StatementEconomicSituationBalance

EconomicSituationBalanceUsed

CB Communication June 2016 29

Page 35: Central Bank Communication - pier.or.th€¦ · Central Bank Communication Michael McMahon1 1IMF-STI, University of Warwick and CEPR CAGE (Warwick), CfM (LSE) and CAMA (ANU) June

Motivation Statement Shocks Comms Affect MTM? Speech Shocks Internal Comms

Dimension 3: Forward Guidance• We manually identify the paragraphs about future interest rate moves

• Guided by Campbell et al (2012)• Supervised algorithm can also do it for a large corpus

• Within these paragraphs we measure:Direction: Suggesting rates ↑ (+1) or ↓ (-1)Amount: Share (or words) dedicated to FG

Uncertainty: Ambiguity index in these paragraphs

FGt = ShareFGt ×DirectionFGtUncertaintyt

(3)

• normalise the largest negative value = -1

CB Communication June 2016 30

Page 36: Central Bank Communication - pier.or.th€¦ · Central Bank Communication Michael McMahon1 1IMF-STI, University of Warwick and CEPR CAGE (Warwick), CfM (LSE) and CAMA (ANU) June

Motivation Statement Shocks Comms Affect MTM? Speech Shocks Internal Comms

FwdGuidet : Type 1E.g. December 2013

“To support continued progress toward maximumemployment and price stability, the Committee today reaffirmedits view that a highly accommodative stance of monetary policywill remain appropriate for a considerable time after the assetpurchase program ends and the economic recovery strengthens.”

CB Communication June 2016 31

Page 37: Central Bank Communication - pier.or.th€¦ · Central Bank Communication Michael McMahon1 1IMF-STI, University of Warwick and CEPR CAGE (Warwick), CfM (LSE) and CAMA (ANU) June

Motivation Statement Shocks Comms Affect MTM? Speech Shocks Internal Comms

FwdGuidet : Type 2E.g. June 2012

“To support a stronger economic recovery and to help ensurethat inflation, over time, is at the rate most consistent with itsdual mandate, the Committee expects to maintain a highlyaccommodative stance for monetary policy. In particular, theCommittee decided today to keep the target range for the federalfunds rate at 0 to 1/4 percent and currently anticipates thateconomic conditions–including low rates of resource utilizationand a subdued outlook for inflation over the medium run–arelikely to warrant exceptionally low levels for the federal fundsrate at least through late 2014.”

CB Communication June 2016 32

Page 38: Central Bank Communication - pier.or.th€¦ · Central Bank Communication Michael McMahon1 1IMF-STI, University of Warwick and CEPR CAGE (Warwick), CfM (LSE) and CAMA (ANU) June

Motivation Statement Shocks Comms Affect MTM? Speech Shocks Internal Comms

FwdGuidet : Type 3E.g. August 1999

“Today’s increase in the federal funds rate, together with thepolicy action in June and the firming of conditions moregenerally in U.S. financial markets over recent months, shouldmarkedly diminish the risk of rising inflation going forward. As aconsequence, the directive the Federal Open Market Committeeadopted is symmetrical with regard to the outlook for policy overthe near term.”

CB Communication June 2016 33

Page 39: Central Bank Communication - pier.or.th€¦ · Central Bank Communication Michael McMahon1 1IMF-STI, University of Warwick and CEPR CAGE (Warwick), CfM (LSE) and CAMA (ANU) June

Motivation Statement Shocks Comms Affect MTM? Speech Shocks Internal Comms

FwdGuidet : Direction

-1.5

-1

-0.5

0

0.5

1

1.5

199809 200101 200301 200502 200701 200901 201101 201301

Direction

CB Communication June 2016 34

Page 40: Central Bank Communication - pier.or.th€¦ · Central Bank Communication Michael McMahon1 1IMF-STI, University of Warwick and CEPR CAGE (Warwick), CfM (LSE) and CAMA (ANU) June

Motivation Statement Shocks Comms Affect MTM? Speech Shocks Internal Comms

FwdGuidet : Amount

0

10

20

30

40

50

60

199809 200101 200301 200502 200701 200901 201101 201301

ShareofFG(%)

CB Communication June 2016 35

Page 41: Central Bank Communication - pier.or.th€¦ · Central Bank Communication Michael McMahon1 1IMF-STI, University of Warwick and CEPR CAGE (Warwick), CfM (LSE) and CAMA (ANU) June

Motivation Statement Shocks Comms Affect MTM? Speech Shocks Internal Comms

FwdGuidet : Uncertainty

0

0.01

0.02

0.03

0.04

0.05

0.06

0.07

0.08

0.09

0.1

199809 200101 200301 200502 200701 200901 201101 201301

UncertaintyBalance

CB Communication June 2016 36

Page 42: Central Bank Communication - pier.or.th€¦ · Central Bank Communication Michael McMahon1 1IMF-STI, University of Warwick and CEPR CAGE (Warwick), CfM (LSE) and CAMA (ANU) June

Motivation Statement Shocks Comms Affect MTM? Speech Shocks Internal Comms

FwdGuidet : Overall

-1.2

-1

-0.8

-0.6

-0.4

-0.2

0

0.2

199801

199901

200001

200101

200201

200301

200401

200501

200601

200701

200801

200901

201001

201101

201201

201301

201401

StatementForwardGuidanceIndex

ForwardGuidanceIndexUsed(FG)

ForwardGuidanceIndexWords(FGwords)

CB Communication June 2016 37

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Motivation Statement Shocks Comms Affect MTM? Speech Shocks Internal Comms

IRF analysis: FwdGuidet

6 12 18 24 30 36

-1

-0.5

0

0.5

Impulse response of 3mYield

6 12 18 24 30 36

-1

-0.5

0

0.5

Impulse response of 1yrYield

6 12 18 24 30 36

-1

-0.5

0

0.5

Impulse response of 3yrYield

6 12 18 24 30 36

-1

-0.5

0

Impulse response of 5yrYield

6 12 18 24 30 36

-1

-0.5

0

Impulse response of 10yrYield

6 12 18 24 30 36

-0.5

0

0.5

1

Impulse response of Spr10y-2y

6 12 18 24 30 36

-0.6

-0.4

-0.2

0

Impulse response of aaaYield

6 12 18 24 30 36

-1

-0.5

0

0.5

Impulse response of baaYield

6 12 18 24 30 36

-0.5

0

0.5

Impulse response of SprAAA-10y

Figure: IRF Response to FwdGuidet shock: Yields Reaction

CB Communication June 2016 38

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Motivation Statement Shocks Comms Affect MTM? Speech Shocks Internal Comms

IRF analysis: FwdGuidet

6 12 18 24 30 36

-20

0

20

40

Impulse response of IP

6 12 18 24 30 36

-0.5

0

0.5

Impulse response of ISMManProd

6 12 18 24 30 36

-0.5

0

0.5

Impulse response of ISMNMActivity

6 12 18 24 30 36

-0.5

0

0.5

1

Impulse response of UnRate

6 12 18 24 30 36

-0.5

0

0.5

Impulse response of ISMManEmp

6 12 18 24 30 36

-0.5

0

0.5

Impulse response of ISMNMEmp

6 12 18 24 30 36

-0.5

0

0.5

Impulse response of CapU

6 12 18 24 30 36

-10

0

10

20

Impulse response of CPIall

6 12 18 24 30 36

-0.4

-0.2

0

0.2

Impulse response of LabAvH

Figure: IRF Response to FwdGuidet shock: Real Variables Reaction

CB Communication June 2016 39

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Motivation Statement Shocks Comms Affect MTM? Speech Shocks Internal Comms

IRF analysis: EcSitt

6 12 18 24 30 36

-0.2

0

0.2

0.4

Impulse response of 3mYield

6 12 18 24 30 36

-0.2

0

0.2

0.4

Impulse response of 1yrYield

6 12 18 24 30 36

-0.2

0

0.2

0.4

Impulse response of 3yrYield

6 12 18 24 30 36

-0.2

0

0.2

0.4

Impulse response of 5yrYield

6 12 18 24 30 36

-0.2

0

0.2

Impulse response of 10yrYield

6 12 18 24 30 36

-0.2

0

0.2

Impulse response of Spr10y-2y

6 12 18 24 30 36

-0.2

0

0.2

Impulse response of aaaYield

6 12 18 24 30 36

-0.2

0

0.2

Impulse response of baaYield

6 12 18 24 30 36

-0.4

-0.2

0

0.2

Impulse response of SprAAA-10y

Figure: IRF Response to EcSitt shock: Yields Reaction

CB Communication June 2016 40

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Motivation Statement Shocks Comms Affect MTM? Speech Shocks Internal Comms

IRF analysis: EcSitt

6 12 18 24 30 36

-10

0

10

20

Impulse response of IP

6 12 18 24 30 36

-0.2

0

0.2

0.4

Impulse response of ISMManProd

6 12 18 24 30 36

-0.2

0

0.2

0.4

Impulse response of ISMNMActivity

6 12 18 24 30 36

-0.2

-0.1

0

0.1

Impulse response of UnRate

6 12 18 24 30 36

-0.2

0

0.2

0.4

Impulse response of ISMManEmp

6 12 18 24 30 36

-0.2

0

0.2

0.4

Impulse response of ISMNMEmp

6 12 18 24 30 36

-0.2

0

0.2

0.4

Impulse response of CapU

6 12 18 24 30 36

-5

0

5

Impulse response of CPIall

6 12 18 24 30 36

-0.1

0

0.1

0.2

Impulse response of LabAvH

Figure: IRF Response to EcSitt shock: Real Variables Reaction

CB Communication June 2016 41

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Motivation Statement Shocks Comms Affect MTM? Speech Shocks Internal Comms

Selected FEVD analysis

Variance Decomposition Share of Monetary ShockHorizon Stance EcSit FG Total Stance EcSit FG

3m Treasury Yield

1M 0.33 0.00 0.00 0.34 0.99 0.00 0.016M 0.44 0.00 0.01 0.45 0.98 0.00 0.02

12M 0.43 0.00 0.01 0.44 0.97 0.00 0.0360M 0.33 0.00 0.03 0.37 0.90 0.01 0.09

10yr Treasury Yield

1M 0.46 0.01 0.25 0.72 0.64 0.01 0.356M 0.46 0.01 0.10 0.56 0.82 0.01 0.17

12M 0.43 0.00 0.07 0.51 0.85 0.01 0.1560M 0.33 0.00 0.05 0.38 0.85 0.01 0.13

S&P 500

1M 0.03 0.00 0.01 0.04 0.76 0.06 0.186M 0.04 0.00 0.01 0.05 0.75 0.06 0.19

12M 0.06 0.00 0.01 0.08 0.78 0.05 0.1760M 0.11 0.00 0.02 0.13 0.81 0.03 0.15

Unemployment

1M 0.03 0.00 0.03 0.07 0.49 0.01 0.516M 0.04 0.00 0.05 0.09 0.46 0.01 0.52

12M 0.05 0.00 0.05 0.10 0.50 0.02 0.4860M 0.25 0.00 0.03 0.29 0.88 0.01 0.11

CPI

1M 0.04 0.00 0.00 0.04 0.93 0.02 0.056M 0.04 0.00 0.01 0.05 0.81 0.05 0.14

12M 0.07 0.00 0.01 0.08 0.84 0.04 0.1260M 0.11 0.00 0.01 0.12 0.86 0.03 0.11

CB Communication June 2016 42

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Motivation Statement Shocks Comms Affect MTM? Speech Shocks Internal Comms

Interaction with the Monetary Transmission Mechanism

CB Communication June 2016 43

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Motivation Statement Shocks Comms Affect MTM? Speech Shocks Internal Comms

Romer-Romer & Nakamura-Steinsson Shocks

Romer and Romer (2004) FFR changes “not taken in response toinformation about future economic developments.”

Nakamura and Steinsson (2015) High frequency identification using a firstprinciple component of unanticipated moves in interest ratesup to 1 year of maturity.

CB Communication June 2016 44

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Motivation Statement Shocks Comms Affect MTM? Speech Shocks Internal Comms

Jorda Approach to EstimationBasic Projection Approach:

yi ,t+h = α + γhεt +K∑

i=1φh,i Wt−i + ηt

Projection Approach with Interaction:

yi ,t+h =α + φhεt × Dt + γhεt × (1− Dt)

+K∑

i=1φh,i Wt−i × Dt +

K∑i=1

φh,i Wt−i × (1− Dt) + ηt

CB Communication June 2016 45

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Motivation Statement Shocks Comms Affect MTM? Speech Shocks Internal Comms

Local Projection ResultsIssuing Positive Economic Statement

-.50

.51

1.5

0 5 10 15Weeks (h)

Response of Yield1yrWhen D(Pos Ec Statement) =1

-1-.5

0.5

1

0 5 10 15Weeks (h)

Response of Yield5yrWhen D(Pos Ec Statement) =1

-1-.5

0.5

1

0 5 10 15Weeks (h)

Response of Yield3yrWhen D(Pos Ec Statement) =1

-1-.5

0.5

0 5 10 15Weeks (h)

Response of baaYieldWhen D(Pos Ec Statement) =1

CB Communication June 2016 46

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Motivation Statement Shocks Comms Affect MTM? Speech Shocks Internal Comms

Shocks from Speeches

CB Communication June 2016 47

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Motivation Statement Shocks Comms Affect MTM? Speech Shocks Internal Comms

Frequency of Chair Speeches0

24

6N

umbe

r of S

peec

hes

1995m1 2000m1 2005m1 2010m1 2015m1Month

All Chair Speeches MP Chair Speeches

CB Communication June 2016 48

Page 54: Central Bank Communication - pier.or.th€¦ · Central Bank Communication Michael McMahon1 1IMF-STI, University of Warwick and CEPR CAGE (Warwick), CfM (LSE) and CAMA (ANU) June

Motivation Statement Shocks Comms Affect MTM? Speech Shocks Internal Comms

Frequency of All FOMC Speeches0

510

1520

Num

ber o

f Spe

eche

s

1995m1 2000m1 2005m1 2010m1 2015m1Month

All Speeches MP Speeches

CB Communication June 2016 49

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Motivation Statement Shocks Comms Affect MTM? Speech Shocks Internal Comms

RR Shocks & Fed Statements/Minutes

1. We examine the relationship between language in Fed statements /minutes and the direction of the RR shocks.

2. Compute all unique two- and three-word phrases in Fed statements(bigrams/trigrams), and count their frequency in each documents.

3. Strip out endogenous variation in language driven by economic andfinancial conditions

• Regress each term on lagged values of CPI and unemployment; andVix, the SP500 level, and 3 year bond prices

• Use the discretized residual rather than the raw count

4. Select the 1,000 most informative terms5. Evaluate the quality of the classification:

5.1 Draw half of the data, and estimate parameters on it.5.2 Use the estimates to classify the held-out documents.5.3 Compare the predicted and actual labels.

CB Communication June 2016 50

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Motivation Statement Shocks Comms Affect MTM? Speech Shocks Internal Comms

Most Informative Terms—Minutes

negative shock positive shockfinanci.market polici.accommodeconom.activ inflat.expectbusi.capit growth.priceeas.action inflat.pressurmonetari.aggreg growth.price.stabilpolici.eas remov.pace.measureconom.growth remov.paceterrorist.attack pace.measurrisk.continu possibl.increascapit.invest monetari.polici

CB Communication June 2016 51

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Motivation Statement Shocks Comms Affect MTM? Speech Shocks Internal Comms

Classification Results—Minutes

predictedactual 0 1

0 32.283 5.1461 11.384 23.187

CB Communication June 2016 52

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Motivation Statement Shocks Comms Affect MTM? Speech Shocks Internal Comms

Speeches

We take the MLE estimates from the entire set of minutes, and use themto tag speeches by FOMC members.

Only keep speeches that contain at least ten terms in the set of 1,000 thatare most informative in the minutes for distinguishing labels. (75% intotal).

This gives us a panel of over 800 individual public communications, eachassociated with a monetary shock.

CB Communication June 2016 53

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Motivation Statement Shocks Comms Affect MTM? Speech Shocks Internal Comms

Our contribution to the labelling literature

One of the contributions of this approach concerns the way to labelcommunications data:

1. more objective2. more scalable3. can allow us to tell different stories about what information get

revealed during speeches (distinction between fitted vs residuals).

CB Communication June 2016 54

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Motivation Statement Shocks Comms Affect MTM? Speech Shocks Internal Comms

Labelled Speeches0

24

68

10In

dex

Valu

e

1995m1 2000m1 2005m1 2010m1 2015m1Month

Sum of FOMC Speeches Sum of Chair Speeches

CB Communication June 2016 55

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Motivation Statement Shocks Comms Affect MTM? Speech Shocks Internal Comms

Predictable RR Shocks? I

(1) (2) (3) (4) (5)Main Regressors RR shocks RR shocks RR shocks RR shocks RR shocks

Sum of Chair Speeches (+2), 0.027[0.463]

Sum of Chair Speeches (+1), -0.042[0.160]

Sum of Chair Speeches 0.017[0.607]

Sum of Chair Speeches (-1), 0.063***[0.010]

Sum of Chair Speeches (-2), -0.018[0.412]

Constant -0.020 0.016 -0.014 -0.044* 0.0062[0.436] [0.489] [0.595] [0.078] [0.812]

R-squared 0.013 0.029 0.004 0.069 0.005

CB Communication June 2016 56

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Motivation Statement Shocks Comms Affect MTM? Speech Shocks Internal Comms

Predictable RR Shocks? II

(1)Main Regressors RR shocks

Sum of Chair Speeches 0.016[0.641]

Sum of Chair Speeches (-1), 0.062**[0.015]

Sum of Chair Speeches (-2), -0.030[0.216]

BBD -0.0023**[0.019]

D(NBER Recession) -0.13*[0.056]

Constant 0.18**[0.038]

R-squared 0.208

CB Communication June 2016 57

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Motivation Statement Shocks Comms Affect MTM? Speech Shocks Internal Comms

Local Projection ResultsHawkish Speech Shocks

-.05

0.0

5.1

.15

.2

0 5 10 15 20 25Months (h)

Response of Yield1yr

-.10

.1.2

0 5 10 15 20 25Months (h)

Response of CPIall

-.05

0.0

5.1

.15

.2

0 5 10 15 20 25Months (h)

Response of Yield3yr

-.15

-.1-.0

50

.05

.1

0 5 10 15 20 25Months (h)

Response of UnRate

CB Communication June 2016 58

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Motivation Statement Shocks Comms Affect MTM? Speech Shocks Internal Comms

Consistent Speeches?0

.1.2

.3.4

.5St

d D

evia

tion

1995m1 2000m1 2005m1 2010m1 2015m1Month

Consistency of Speeches Consistency of Chair Speeches

CB Communication June 2016 59

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Motivation Statement Shocks Comms Affect MTM? Speech Shocks Internal Comms

Local Projection ResultsSpeaking in One Voice

-4-2

02

46

0 5 10 15 20 25Months (h)

Response of Yield1yrWhen D(OneVoice) =1 -4

-20

24

0 5 10 15 20 25Months (h)

Response of Yield3yrWhen D(OneVoice) =1

CB Communication June 2016 60

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Motivation Statement Shocks Comms Affect MTM? Speech Shocks Internal Comms

Speaking in One Voice?0

510

1520

25Ke

rnel

Den

sity

-.15 -.1 -.05 0 .05 .1Nakamura & Steinsson Shock

D(OneVoice)=0 D(OneVoice)=1

CB Communication June 2016 61

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Motivation Statement Shocks Comms Affect MTM? Speech Shocks Internal Comms

Speaking in One Voice?0

.51

1.5

22.

5Ke

rnel

Den

sity

-.6 -.4 -.2 0 .2 .4Romer & Romer Shock

D(OneVoice)=0 D(OneVoice)=1

CB Communication June 2016 62

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Motivation Statement Shocks Comms Affect MTM? Speech Shocks Internal Comms

Internal Communication

CB Communication June 2016 63

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Motivation Statement Shocks Comms Affect MTM? Speech Shocks Internal Comms

Why care about deliberation within central banks?

• Committees are the dominant institution for monetary policythroughout the world.

• Primary observables are decisions and statements... but primaryactivity is deliberation.

• The advantage of a MPC is that it accumulates information:• “First Impressions Matter: Signalling as a Source of Policy Dynamics”

(with S. Hansen)

• “How Experts Decide: Preferences or Private Assessments on aMonetary Policy Committee?” (with S. Hansen and C. Velasco Rivera)

• Dispersion of views and statements also shown to have effects.

CB Communication June 2016 64

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Motivation Statement Shocks Comms Affect MTM? Speech Shocks Internal Comms

Transparency and DeliberationMario Draghi (2013): “It would be wise to have a richer communicationabout the rationale behind the decisions that the governing council takes.”

Fed (2014) BoE (2014) ECB (2014)Minutes? X X XTranscripts? X X X

April 30, 2014: BoE to review of non-release of transcriptsJuly 3, 2014: ECB to release account of meetings

Specific goal of the Hansen, McMahon and Prat (2014) researchWe want to study how transparency affects FOMC deliberation.⇒ how is internal deliberation affected by greater external communication?

CB Communication June 2016 65

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Motivation Statement Shocks Comms Affect MTM? Speech Shocks Internal Comms

Greenspan’s view before the Fed released transcripts

“A considerable amount of free discussion and probing questioningby the participants of each other and of key FOMC staff memberstakes place. In the wide-ranging debate, new ideas are often tested, manyof which are rejected ... The prevailing views of many participantschange as evidence and insights emerge. This process has proven tobe a very effective procedure for gaining a consensus ... It could notfunction effectively if participants had to be concerned that theirhalf-thought-through, but nonetheless potentially valuable, notions wouldsoon be made public. I fear in such a situation the public record wouldbe a sterile set of bland pronouncements scarcely capturing thenecessary debates which are required of monetary policymaking.”

• Transparency: necessary for accountability but bad for deliberation?• But might transparency also induce positive changes?

CB Communication June 2016 66

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Motivation Statement Shocks Comms Affect MTM? Speech Shocks Internal Comms

The World is Watching

CB Communication June 2016 67

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Motivation Statement Shocks Comms Affect MTM? Speech Shocks Internal Comms

The outline of our analysis

Discipline vs Conformity/Non-conformityTheory

Empirical 1

Natural Experiment+

Diff-in-Diff

FOMC Transcripts+

Computational Linguistics

Evidence of Discipline and ConformityEmpirical 2

Influence: indirect test of informativeness

CB Communication June 2016 68

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Motivation Statement Shocks Comms Affect MTM? Speech Shocks Internal Comms

Conclusion

Take-aways for Central Banks and Central Bank Design

• Communication is an important part of the central banks controland management of inflation expectations;

• US markets seem to learn most about the FOMC’s policypreferences from monetary policy statements;

• The exact channels of the effects of communication remain anopen area for research.

CB Communication June 2016 69