global models & alternative scenarios - economy.com · 2019-06-01 · -0.1302 -2.457 dlog...
TRANSCRIPT
Global Models & Alternative Scenarios SUNAYANA MEHRA, ECONOMIST
ECONOMIC OUTLOOK CONFERENCE
RUTH STROPPIANA, SENIOR DIRECTOR
2
Global Country Macroeconomic Forecast Models 1
3 3
Approach to Forecasting
Data • Quality and quantity of forecasts
• Easy to produce
• Not ideal for scenario analysis
Theory • Quality of forecast and scenarios
• Complex
• Limited quantity of forecasts
Our Models • Intersection of purely data- and
purely theory-based
4 4
Key Features
• Forecasts are based on historical relationships and theoretical a priori
• The model is driven by important and decisive “core variables”
• Standard template makes cross-country comparisons possible…
• …while still allowing some flexibility to factor in country-specific nuances
• “Scenario-driven” approach facilitates alternative scenario analysis
5 5
Model Design: Theory at Work…
Exchange rates
Investment
Wages and salaries
Population
Prices
GDP
Monetary policy rate
Imports
Government
Exports
Global GDP
Unemployment rate
Consumption
Labor force
Employment
Potential GDP
Other deflators
Import prices
10-yr yield
Global prices
6 6
…And Fundamentals Matter
3.0
3.5
4.0
4.5
5.0
5.5
6.0
6.5
7.0
02 03 04 05 06 07 08 09 10 11 12
Actual Fundamentals based historic fit
ITALY
1.5
2.0
2.5
3.0
3.5
4.0
4.5
5.0
5.5
02 03 04 05 06 07 08 09 10 11 12
Actual Fundamentals based historic fit
GERMANY
Variable Coefficient t-Statistic
Constant 1.850484 5.095945
Monetary policy rate (ECB) 0.67603 7.32807
% change (2-qtr MA, GDP) 0.460633 0.131284
4-qtr (Government budget balance as share of GDP)
-39.0873 -1.67936
Dependent variable: Germany 10-yr yield
R-squared 0.6026
7 7
Core or Tailpipe: A Tale of Two Variables
Monetary policy rate
Lending rate
Money market rate
Core Tailpipe
0
1
2
3
4
5
6
7
8
02 03 04 05 06 07 08 09 10 11 12F 13F 14F 15F 16F
Monetary policy rate
Money market rate
Lending rate
U.K.
8 8
Standard Template: All (Consumption) Functions Are Created Equal
Dependent variable: DLOG (Real consumption of goods and services per person)
R-squared 0.5991
Variable Coefficient t-Statistic
Interest rate -0.0121 -1.2715
DLOG (Real wages and salaries per person) 0.7250 9.2729
DLOG (House prices) 0.0615 3.0216
DLOG (Stock market value) 0.0104 1.8158
DLOG (4-qtr MA, oil prices) -0.0090 -1.2294
Dependent variable: DLOG (Real consumption of goods and services per person)
R-squared 0.5898
Variable Coefficient t-Statistic
Interest rate -0.0023 -0.7271
DLOG (Real wages and salaries per person) 0.5295 2.5857
DLOG (House prices) 0.1486 3.9967
DLOG (Stock market value) 0.0255 1.8164
DLOG (3-qtr MA, oil prices) -0.0024 -0.2888
U.K. South Africa
DLOG refers to the simple difference of a natural logarithm
9 9
Customizing Models: Spot the Difference
Dependent variable: DLOG (Real export of goods)
R-squared 0.7293
Variable Coefficient t-Statistic
Constant 0.0002 0.763 DLOG (Exchange rate: USD/EUR) -0.1302 -2.457 DLOG (2-qtr MA, euro zone GDP) 3.9799 12.758
Dependent variable: DLOG (Real export of goods)
R-squared 0.3340
Variable Coefficient t-Statistic
Constant 0.0144 2.113
DLOG (Exchange rate: CNY/USD) 1.1096 2.599
DLOG (2-qtr MA, world GDP) 4.5139 7.082
Chinese exports
German exports
DLOG refers to the simple difference of a natural logarithm
10 10
Scenario Driven: All's Well That Ends Well
Consider a shock: Oil prices rise by $150 a barrel
Oil importers Oil exporters
Oil prices rise => consumption falls => GDP falls
Oil prices rise => government revenue rises => GDP rises
Importing countries Exporting countries
CHINA FRANCE JAPAN MEXICO NORWAY RUSSIA
% change in GDP (4 qtr after shock)
-0.2286 -0.3801 -0.7085 0.9886 1.2778 2.4437
11
Alternative Scenarios 2
12 12
Weaker Economy
Baseline: Trend growth
S3: Deep
recession 1-in-10
S4: Protracted
slump 1-in-25
Alternative Economic Scenarios
S2: Hard landing
1-in-4
» Six standard scenarios updated on a monthly basis: deviations from baseline
» Ad hoc custom macro scenarios: targeted to model specific risk events; for example, sovereign event, euro zone breakup
Healthier Economy
S1: Stronger recovery
1-in-4
Macroeconomic Scenario Development
Euro zone breakup
Sovereign default
shock and deflation
Custom
1:50 1:25 1:10 1:4 Forecast 1:4
S5: Below- trend long-
term growth 1-in-25
S6: Oil price increase,
dollar crash inflation
1-in-10
13 13
40,000
45,000
50,000
55,000
60,000
65,000
70,000
08 09 10 11 12F 13F 14F 15F 16F 17F 18F 19F 20F 21F
Baseline S1 S2 S3 S4 S5 S6
Global Economy Under Six Scenarios
Source: Moody’s Analytics
Real GDP, 2005$ bil, SAAR
14 14
-5 -4 -3 -2 -1 0 1 2 3 4 5
Global
North America
South America
Asia
Mid. East & Africa
Eastern Europe
Other Europe
Euro zone
S4: Protracted slumpS3: Deep recessionS2: Hard landingBaseline
Europe Suffers Across Downside Scenarios Real GDP, 2013, % change yr ago
Sources: National statistical offices, Moody’s Analytics
15 15
Cross-Country Comparison
U.S. Canada Mexico Brazil Asia China Japan U.K. Baseline (2008/09) -4.4 -3.4 -7.9 -5.4 -3.3 Nil -9.8 -6.4
S2 -1.3 -0.6 -1.9 -2.1 Nil Nil -0.4 -1.5
S3 -2.9 -1.8 -3.7 -3.7 -0.4 -0.3 -2.7 -3.8
S4 -4.5 -4.2 -4.8 -5.8 -1.6 -0.9 -4.7 -5.8
EZ Germany France Italy Spain Ireland Portugal Greece Baseline (2008/09) -5.6 -6.6 -4.3 -7 -5 -11.1 -3.4 -23
S2 -1.5 -1.4 -1.2 -2.2 -2.8 -2.5 -3.1 -24.6
S3 -3.8 -4 -4.3 -5.9 -6.3 -4.5 -6 -30.5
S4 -6.1 -6.2 -6.9 -8.8 -9 -7.5 -8.7 -33.1
Peak-to-trough decline in real GDP, %
Sources: National statistical offices, Moody’s Analytics
16 16
65
70
75
80
85
90
95
100
08 10 12F 14F 16F 18F 20F 22F
BL
S2
S3
S4
Real GDP, rebased 2008Q1=100
Big Trouble in Greece
Sources: Eurostat, Moody’s Analytics
Scenario forecasts for selected series
0
10
20
30
40
50
08 10 12F 14F 16F 18F 20F 22F
BL
S2
S3
S4
Unemployment rate, %
100
120
140
160
180
200
220
08 10 12F 14F 16F 18F 20F 22F
BL
S2
S3
S4
Consumer price index, rebased 2008Q1=100
0
10
20
30
40
50
60
70
08 10 12F 14F 16F 18F 20F 22F
BL
S2
S3
S4
10-yr bond yield, %
17 17
8,000
8,500
9,000
9,500
10,000
10,500
08 09 10 11 12F 13F 14F 15F 16F 17F 18F 19F 20F 21F 22F
Baseline
S2: Moderate recession
S3: Deep recession (Greek exit)
S4: Protracted slump (Greek exit)
Euro Zone Would Be Shaken by a Greek Exit…
Sources: Eurostat, Moody’s Analytics
Real GDP, 2005€ bil, SAAR
18 18
7
8
9
10
11
12
13
14
15
16
08 09 10 11 12F 13F 14F 15F 16F 17F 18F 19F 20F 21F 22F
Baseline
S2: Moderate recession
S3: Deep recession (Greek exit)
S4: Protracted slump (Greek exit)
…With Knock-on Effects for Unemployment
Sources: Eurostat, Moody’s Analytics
Euro zone unemployment rate, %
19 19
1.00
1.10
1.20
1.30
1.40
1.50
1.60
08 09 10 11 12F 13F 14F 15F 16F 17F 18F 19F 20F 21F 22F
Baseline
S2: Moderate recession
S3: Deep recession (Greek exit)
S4: Protracted slump (Greek exit)
The Euro Could Plummet
Sources: ECB, Moody’s Analytics
$ per €
20 20
20,000
30,000
40,000
50,000
60,000
08 09 10 11 12F 13F 14F 15F 16F 17F 18F 19F 20F 21F
Baseline S1 S2 S3 S4 S5 S6
China Outperforms Across Scenarios… Real GDP, 2005 CNY bil, SAAR
Sources: National Bureau of Statistics of China, Moody’s Analytics
21 21
60
70
80
90
100
110
08 09 10 11 12F 13F 14F 15F 16F 17F 18F 19F 20F 21F
Baseline S1 S2 S3 S4 S5 S6
...But Asia’s Tech Exporters at Risk Japan industrial production index, rebased 2008Q1=100
Sources: Ministry of Economy, Trade and Industry, Moody’s Analytics
22 22
In Forecast Accuracy, We Trust! In-Sample Forecast Comparison for France (Core Variables)
Forecast root mean squared error, % of Moody's forecast RMSE, 2000Q1-2011Q4
Variable Description Moody's Random walk Trend-stationary Mixed ARIMA
FWCL$Q Household Consumption Expenditures 100.00 376.95 343.44 342.52 301.72
FWGL$Q General Government Consumption 100.00 100.00 106.32 70.88 88.07
FWIFL$Q Gross Fixed Capital Formation 100.00 423.49 474.82 397.34 497.09
FWEXGSL$Q Export of Goods and Services 100.00 206.58 71.15 76.86 188.77
FWIMGSL$Q Import of Goods and Services 100.00 255.95 127.57 125.73 239.71
FWGDPL$Q Gross Domestic Product 100.00 240.84 98.19 211.28 105.18
FWCPIQ Consumer Price Index: All Households - Total 100.00 78.26 127.17 117.39 76.09
FWHPIQ House price index: Existing houses & apartments - Total 100.00 137.44 137.82 123.51 76.30
FWLBEQ Labor force survey: Employed 100.00 111.84 86.84 81.58 117.11
FWLBRQ Labor force survey: Unemployment rate 100.00 96.26 109.81 102.80 124.77
FWRGT10YQ Interest Rate: 10-Year Government Bond Yield 100.00 164.29 97.62 100.00 100.00
FWSTOCKPQ Stock Market: CAC 40 Index 100.00 191.97 198.58 127.96 125.28
FWYPDLQ Gross Disposable Income 100.00 1144.37 413.61 408.57 732.10
FWYPEWSL$Q Compensation of Employees 100.00 1689.53 365.12 358.14 141.86
Mean 100.00 372.70 197.00 188.90 208.15
www.economy.com
United States 121 North Walnut Street Suite 500 West Chester PA 19380 +1.610.235.5299 Australia Level 10 1 O'Connell Street Sydney, NSW, 2000 Australia +61.2.9270.8111
United Kingdom One Canada Square Canary Wharf London E14 5FA +44.20.7772.5454
Prague Washingtonova 17 110 00 Prague 1 Czech Republic +420.22.422.2929
24
© 2012 Moody’s Analytics, Inc. and/or its licensors and affiliates (collectively, “MOODY’S”). All rights reserved. ALL INFORMATION CONTAINED HEREIN IS PROTECTED BY COPYRIGHT LAW AND NONE OF SUCH INFORMATION MAY BE COPIED OR OTHERWISE REPRODUCED, REPACKAGED, FURTHER TRANSMITTED, TRANSFERRED, DISSEMINATED, REDISTRIBUTED OR RESOLD, OR STORED FOR SUBSEQUENT USE FOR ANY SUCH PURPOSE, IN WHOLE OR IN PART, IN ANY FORM OR MANNER OR BY ANY MEANS WHATSOEVER, BY ANY PERSON WITHOUT MOODY’S PRIOR WRITTEN CONSENT. All information contained herein is obtained by MOODY’S from sources believed by it to be accurate and reliable. Because of the possibility of human or mechanical error as well as other factors, however, all information contained herein is provided “AS IS” without warranty of any kind. Under no circumstances shall MOODY’S have any liability to any person or entity for (a) any loss or damage in whole or in part caused by, resulting from, or relating to, any error (negligent or otherwise) or other circumstance or contingency within or outside the control of MOODY’S or any of its directors, officers, employees or agents in connection with the procurement, collection, compilation, analysis, interpretation, communication, publication or delivery of any such information, or (b) any direct, indirect, special, consequential, compensatory or incidental damages whatsoever (including without limitation, lost profits), even if MOODY’S is advised in advance of the possibility of such damages, resulting from the use of or inability to use, any such information. The ratings, financial reporting analysis, projections, and other observations, if any, constituting part of the information contained herein are, and must be construed solely as, statements of opinion and not statements of fact or recommendations to purchase, sell or hold any securities. NO WARRANTY, EXPRESS OR IMPLIED, AS TO THE ACCURACY, TIMELINESS, COMPLETENESS, MERCHANTABILITY OR FITNESS FOR ANY PARTICULAR PURPOSE OF ANY SUCH RATING OR OTHER OPINION OR INFORMATION IS GIVEN OR MADE BY MOODY’S IN ANY FORM OR MANNER WHATSOEVER. Each rating or other opinion must be weighed solely as one factor in any investment decision made by or on behalf of any user of the information contained herein, and each such user must accordingly make its own study and evaluation of each security and of each issuer and guarantor of, and each provider of credit support for, each security that it may consider purchasing, holding, or selling.
24