SlideShare a Scribd company logo
Economic Recoveries since WWII & forecasting magnitude of current Recovery Guy Lion January 2010
Introduction ,[object Object],[object Object]
Definition of Recession ,[object Object]
Time horizon for unemployment ,[object Object],[object Object],[object Object],[object Object]
Unemployment patterns ,[object Object],[object Object],[object Object],[object Object]
Unemployment rate drops in first quarter of expansion The two lines are very much parallel.  But, there is a large near constant difference between the two.
Unemployment rate drops in second quarter of expansion In the 1973+ period, the unemployment rate remained much higher throughout the next two years of the expansion than during the last four quarters of the recession in the 1953+ and 1956+ periods.
Unemployment rate keeps on rising for a while… See how abruptly unemployment has risen in the most recent 2008 recession.  And, it has kept on rising during the first two quarters of the current expansion.
GDP  (quarterly annualized rates) The yellow line denotes the first quarter of the expansion (E1).  The green cells indicate intermittent GDP growth embedded within recessionary periods. The red cells indicate when GDP growth briefly fell below 0% during the expansion period.  The three indicators at the bottom indicate the recession length in # of quarters, the average change in GDP during the recessionary period and during the expansion.
Regression Model to forecast the current expansion The dependent variable is the average GDP growth rate during the eight quarters of the expansion.  We ran a stepwise regression using many variables.  The optimal regression model used just three independent variables and two dummy variables.  They are: X1 the recession length in quarters, X2 GDP in first quarter of expansion (GDP E1), X3 average unemployment in first two quarters of expansion (Avg. U E1E2).  The dummy variables are X4 recessions that occurred after 1970 and X5 recessions that occurred before 1950. The model forecasts an average GDP growth of 5.1% for the eight quarters of the current expansion.  This is high for a post 1970 expansion.
Regression Statistics & Parameters See how the average unemployment in the first two quarters of the expansion (Avg. U E1E2) has a strong positive regression coefficient.  That is probably a combination of the V shape recovery and the unemployment lag phenomena.  This model fit was excellent with an R Square close to 1 and a standard error of 0.2%.  We could see that on the previous slide.
Model’s limitations ,[object Object],[object Object],[object Object],[object Object]
Appendix:  Data on the relevant recession and expansion periods with analytical comments reflecting the economic performance of the time
1948 an Outlier with a spectacular recovery Green zone: unemployment rate in the last quarter before the recession started. Blue zone: unemployment rate during the recession. Yellow zone: unemployment rate during the first eight quarters of the recovery or expansion.  Red zone: recession period showing quarterly GDP on annualized basis.  Note the recession period includes quarters of weak growth (not just negative) and it includes quarters of strong growth intertwined between quarters of negative growth (double dip situation).  We are showing change in annual CPI as a matter of curiosity as we did not use this variable in our models.  CPI measures had very low correlation with GDP growth.
1953 & 1956 a true double dip… The 1953+ ensuing expansion lasted only six quarters before it dovetail into the 1956 recession.
1960 & 1969 early jobless recoveries In both cases, unemployment remained moderate during the recession and rather high during the expansion vs what it was during the recession.
1973 & 1980 Stagflation periods Same observation regarding unemployment as on the previous slide.  Those two periods experienced stagflation related to two major oil shocks when OPEC rose oil prices by a high multiple.  See the very high inflation rates during the recessions.
1990 & 2000 The U shaped recoveries   The recessions were short and mild.  But, the ensuing recoveries were also mild meaning weak.
2008 will it be a V, U, or L recovery? The data reflects what was available at the time of this analysis.  The recession was certainly severe enough to justify a V shape recovery with strong growth.  And, the regression model suggests that too.  However, if unemployment remains high and if the CPI remains flat for a few more quarters we may have an L situation (severe recession with a weak recovery).

More Related Content

What's hot

Chapter 3 - Long-Run Economic Growth
Chapter 3 - Long-Run Economic GrowthChapter 3 - Long-Run Economic Growth
Chapter 3 - Long-Run Economic Growth
Ryan Herzog
 
Chapter 7 - Labor Market
Chapter 7 - Labor MarketChapter 7 - Labor Market
Chapter 7 - Labor Market
Ryan Herzog
 
Chapter 8 - Inflation
Chapter 8 - InflationChapter 8 - Inflation
Chapter 8 - Inflation
Ryan Herzog
 
Gregory mankiw macroeconomic 7th edition chapter (6)
Gregory mankiw macroeconomic 7th edition chapter  (6)Gregory mankiw macroeconomic 7th edition chapter  (6)
Gregory mankiw macroeconomic 7th edition chapter (6)
Kyaw Thiha
 
Chapter 12 - Monetary Policy
Chapter 12 - Monetary PolicyChapter 12 - Monetary Policy
Chapter 12 - Monetary Policy
Ryan Herzog
 
Population lesson 6
Population lesson 6Population lesson 6
Population lesson 6Mrs Coles
 
Chapter 5 - Solow Model for Growth
Chapter 5 - Solow Model for GrowthChapter 5 - Solow Model for Growth
Chapter 5 - Solow Model for Growth
Ryan Herzog
 
20160119 No Disparity
20160119 No Disparity20160119 No Disparity
20160119 No DisparityEric Schaefer
 
Chapter 9 - Short Run
Chapter 9 - Short RunChapter 9 - Short Run
Chapter 9 - Short Run
Ryan Herzog
 
09 milestones
09 milestones09 milestones
09 milestones
douglaslyon
 
IS-LM Model 4
IS-LM Model 4IS-LM Model 4
IS-LM Model 4
Dr. SUBIR MAITRA
 
Trends in the revenue, expenditure and debt of state governments in India
Trends in the revenue, expenditure and debt of state governments in IndiaTrends in the revenue, expenditure and debt of state governments in India
Trends in the revenue, expenditure and debt of state governments in India
Abdul
 
Graphs 2 Know for the AP Macroeconomics Exam
Graphs 2 Know for the AP Macroeconomics ExamGraphs 2 Know for the AP Macroeconomics Exam
Graphs 2 Know for the AP Macroeconomics ExamMrRed
 
SRAS SFLS
SRAS SFLSSRAS SFLS
SRAS SFLS
ianhorner3
 
How overvalued is the Stock Market?
How overvalued is the Stock Market? How overvalued is the Stock Market?
How overvalued is the Stock Market?
Gaetan Lion
 
Can Treasury Inflation Protected Securities predict Inflation?
Can Treasury Inflation Protected Securities predict Inflation?Can Treasury Inflation Protected Securities predict Inflation?
Can Treasury Inflation Protected Securities predict Inflation?
Gaetan Lion
 
Basic theory of IS-LM model
Basic theory of IS-LM modelBasic theory of IS-LM model
Basic theory of IS-LM model
Amarjit Kumar
 
MACROECONOMICS-CH14
MACROECONOMICS-CH14MACROECONOMICS-CH14
MACROECONOMICS-CH14
kkjjkevin03
 

What's hot (20)

Chapter 3 - Long-Run Economic Growth
Chapter 3 - Long-Run Economic GrowthChapter 3 - Long-Run Economic Growth
Chapter 3 - Long-Run Economic Growth
 
Exam doaa
Exam doaaExam doaa
Exam doaa
 
Chapter 7 - Labor Market
Chapter 7 - Labor MarketChapter 7 - Labor Market
Chapter 7 - Labor Market
 
Chapter 8 - Inflation
Chapter 8 - InflationChapter 8 - Inflation
Chapter 8 - Inflation
 
Gregory mankiw macroeconomic 7th edition chapter (6)
Gregory mankiw macroeconomic 7th edition chapter  (6)Gregory mankiw macroeconomic 7th edition chapter  (6)
Gregory mankiw macroeconomic 7th edition chapter (6)
 
Chapter 12 - Monetary Policy
Chapter 12 - Monetary PolicyChapter 12 - Monetary Policy
Chapter 12 - Monetary Policy
 
Population lesson 6
Population lesson 6Population lesson 6
Population lesson 6
 
Chapter 5 - Solow Model for Growth
Chapter 5 - Solow Model for GrowthChapter 5 - Solow Model for Growth
Chapter 5 - Solow Model for Growth
 
20160119 No Disparity
20160119 No Disparity20160119 No Disparity
20160119 No Disparity
 
Chapter 9 - Short Run
Chapter 9 - Short RunChapter 9 - Short Run
Chapter 9 - Short Run
 
09 milestones
09 milestones09 milestones
09 milestones
 
IS-LM Model 4
IS-LM Model 4IS-LM Model 4
IS-LM Model 4
 
Trends in the revenue, expenditure and debt of state governments in India
Trends in the revenue, expenditure and debt of state governments in IndiaTrends in the revenue, expenditure and debt of state governments in India
Trends in the revenue, expenditure and debt of state governments in India
 
Graphs 2 Know for the AP Macroeconomics Exam
Graphs 2 Know for the AP Macroeconomics ExamGraphs 2 Know for the AP Macroeconomics Exam
Graphs 2 Know for the AP Macroeconomics Exam
 
Data Mining - Power Point
Data Mining - Power PointData Mining - Power Point
Data Mining - Power Point
 
SRAS SFLS
SRAS SFLSSRAS SFLS
SRAS SFLS
 
How overvalued is the Stock Market?
How overvalued is the Stock Market? How overvalued is the Stock Market?
How overvalued is the Stock Market?
 
Can Treasury Inflation Protected Securities predict Inflation?
Can Treasury Inflation Protected Securities predict Inflation?Can Treasury Inflation Protected Securities predict Inflation?
Can Treasury Inflation Protected Securities predict Inflation?
 
Basic theory of IS-LM model
Basic theory of IS-LM modelBasic theory of IS-LM model
Basic theory of IS-LM model
 
MACROECONOMICS-CH14
MACROECONOMICS-CH14MACROECONOMICS-CH14
MACROECONOMICS-CH14
 

Similar to Economic recoveries since WWII

Economic Recoveries since the 1970s
Economic Recoveries since the 1970sEconomic Recoveries since the 1970s
Economic Recoveries since the 1970s
Gaetan Lion
 
PwC Global Economy Watch (oct. 2013)
PwC Global Economy Watch (oct. 2013)PwC Global Economy Watch (oct. 2013)
PwC Global Economy Watch (oct. 2013)
PwC France
 
US Business Cycle Timing
US Business Cycle TimingUS Business Cycle Timing
US Business Cycle Timing
PhilipSuttle
 
Employment Forecast 2010
Employment Forecast 2010Employment Forecast 2010
Employment Forecast 2010guestabb0ca6
 
State of the Construction & Surety Industry Report (2008)
State of the Construction & Surety Industry Report (2008)State of the Construction & Surety Industry Report (2008)
State of the Construction & Surety Industry Report (2008)
The Vertex Companies, LLC
 
State of the Construction and Surety Industry Report (2008)
State of the Construction and Surety Industry Report (2008)State of the Construction and Surety Industry Report (2008)
State of the Construction and Surety Industry Report (2008)
Lisa Dehner
 
Institutions shocks growth_june ukraine_final
Institutions shocks growth_june ukraine_finalInstitutions shocks growth_june ukraine_final
Institutions shocks growth_june ukraine_finalindrih
 
A strategy for the upturn
A strategy for the upturnA strategy for the upturn
A strategy for the upturnWesley Fogel
 
DT2 - Indian Inflation - Populism, Politics and Procurement Prices
DT2 - Indian Inflation - Populism, Politics and Procurement PricesDT2 - Indian Inflation - Populism, Politics and Procurement Prices
DT2 - Indian Inflation - Populism, Politics and Procurement PricesNikhil Mohan
 
Fiscal Review
Fiscal ReviewFiscal Review
Fiscal Review
Gaetan Lion
 
The U.S. DeficitDebt Problem A Longer-Run PerspectiveD.docx
The U.S. DeficitDebt Problem A Longer-Run PerspectiveD.docxThe U.S. DeficitDebt Problem A Longer-Run PerspectiveD.docx
The U.S. DeficitDebt Problem A Longer-Run PerspectiveD.docx
christalgrieg
 
CU M Com-MEBE-MOD-1-National Income Accounting-Lecture-1
CU M Com-MEBE-MOD-1-National Income Accounting-Lecture-1CU M Com-MEBE-MOD-1-National Income Accounting-Lecture-1
CU M Com-MEBE-MOD-1-National Income Accounting-Lecture-1
Dr. Subir Maitra
 
Macroeconomics Policies
Macroeconomics PoliciesMacroeconomics Policies
Macroeconomics Policiescrrcaz
 
Handling Data in AS and A2 Economics
Handling Data in AS and A2 EconomicsHandling Data in AS and A2 Economics
Handling Data in AS and A2 Economics
tutor2u
 
Summary slides: London's labour market in the recessions
Summary slides: London's labour market in the recessionsSummary slides: London's labour market in the recessions
Summary slides: London's labour market in the recessionsMelisaWickham
 
Presentation for web1 4
Presentation for web1 4Presentation for web1 4
Presentation for web1 4richwalker84
 
Module 2 Lecture - GDP A Measure Of Total Production And Income (.docx
Module 2 Lecture - GDP A Measure Of Total Production And Income (.docxModule 2 Lecture - GDP A Measure Of Total Production And Income (.docx
Module 2 Lecture - GDP A Measure Of Total Production And Income (.docx
kendalfarrier
 

Similar to Economic recoveries since WWII (20)

Economic Recoveries since the 1970s
Economic Recoveries since the 1970sEconomic Recoveries since the 1970s
Economic Recoveries since the 1970s
 
PwC Global Economy Watch (oct. 2013)
PwC Global Economy Watch (oct. 2013)PwC Global Economy Watch (oct. 2013)
PwC Global Economy Watch (oct. 2013)
 
HW3
HW3HW3
HW3
 
RESEARCH UNEMPLOYMENT FINAL
RESEARCH UNEMPLOYMENT FINALRESEARCH UNEMPLOYMENT FINAL
RESEARCH UNEMPLOYMENT FINAL
 
US Business Cycle Timing
US Business Cycle TimingUS Business Cycle Timing
US Business Cycle Timing
 
Employment Forecast 2010
Employment Forecast 2010Employment Forecast 2010
Employment Forecast 2010
 
Ch04 7e
Ch04 7eCh04 7e
Ch04 7e
 
State of the Construction & Surety Industry Report (2008)
State of the Construction & Surety Industry Report (2008)State of the Construction & Surety Industry Report (2008)
State of the Construction & Surety Industry Report (2008)
 
State of the Construction and Surety Industry Report (2008)
State of the Construction and Surety Industry Report (2008)State of the Construction and Surety Industry Report (2008)
State of the Construction and Surety Industry Report (2008)
 
Institutions shocks growth_june ukraine_final
Institutions shocks growth_june ukraine_finalInstitutions shocks growth_june ukraine_final
Institutions shocks growth_june ukraine_final
 
A strategy for the upturn
A strategy for the upturnA strategy for the upturn
A strategy for the upturn
 
DT2 - Indian Inflation - Populism, Politics and Procurement Prices
DT2 - Indian Inflation - Populism, Politics and Procurement PricesDT2 - Indian Inflation - Populism, Politics and Procurement Prices
DT2 - Indian Inflation - Populism, Politics and Procurement Prices
 
Fiscal Review
Fiscal ReviewFiscal Review
Fiscal Review
 
The U.S. DeficitDebt Problem A Longer-Run PerspectiveD.docx
The U.S. DeficitDebt Problem A Longer-Run PerspectiveD.docxThe U.S. DeficitDebt Problem A Longer-Run PerspectiveD.docx
The U.S. DeficitDebt Problem A Longer-Run PerspectiveD.docx
 
CU M Com-MEBE-MOD-1-National Income Accounting-Lecture-1
CU M Com-MEBE-MOD-1-National Income Accounting-Lecture-1CU M Com-MEBE-MOD-1-National Income Accounting-Lecture-1
CU M Com-MEBE-MOD-1-National Income Accounting-Lecture-1
 
Macroeconomics Policies
Macroeconomics PoliciesMacroeconomics Policies
Macroeconomics Policies
 
Handling Data in AS and A2 Economics
Handling Data in AS and A2 EconomicsHandling Data in AS and A2 Economics
Handling Data in AS and A2 Economics
 
Summary slides: London's labour market in the recessions
Summary slides: London's labour market in the recessionsSummary slides: London's labour market in the recessions
Summary slides: London's labour market in the recessions
 
Presentation for web1 4
Presentation for web1 4Presentation for web1 4
Presentation for web1 4
 
Module 2 Lecture - GDP A Measure Of Total Production And Income (.docx
Module 2 Lecture - GDP A Measure Of Total Production And Income (.docxModule 2 Lecture - GDP A Measure Of Total Production And Income (.docx
Module 2 Lecture - GDP A Measure Of Total Production And Income (.docx
 

More from Gaetan Lion

DRU projections testing.pptx
DRU projections testing.pptxDRU projections testing.pptx
DRU projections testing.pptx
Gaetan Lion
 
Climate Change in 24 US Cities
Climate Change in 24 US CitiesClimate Change in 24 US Cities
Climate Change in 24 US Cities
Gaetan Lion
 
Compact Letter Display (CLD). How it works
Compact Letter Display (CLD).  How it worksCompact Letter Display (CLD).  How it works
Compact Letter Display (CLD). How it works
Gaetan Lion
 
CalPERS pensions vs. Social Security
CalPERS pensions vs. Social SecurityCalPERS pensions vs. Social Security
CalPERS pensions vs. Social Security
Gaetan Lion
 
Recessions.pptx
Recessions.pptxRecessions.pptx
Recessions.pptx
Gaetan Lion
 
Inequality in the United States
Inequality in the United StatesInequality in the United States
Inequality in the United States
Gaetan Lion
 
Housing Price Models
Housing Price ModelsHousing Price Models
Housing Price Models
Gaetan Lion
 
Global Aging.pdf
Global Aging.pdfGlobal Aging.pdf
Global Aging.pdf
Gaetan Lion
 
Cryptocurrencies as an asset class
Cryptocurrencies as an asset classCryptocurrencies as an asset class
Cryptocurrencies as an asset class
Gaetan Lion
 
Can you Deep Learn the Stock Market?
Can you Deep Learn the Stock Market?Can you Deep Learn the Stock Market?
Can you Deep Learn the Stock Market?
Gaetan Lion
 
The relationship between the Stock Market and Interest Rates
The relationship between the Stock Market and Interest RatesThe relationship between the Stock Market and Interest Rates
The relationship between the Stock Market and Interest Rates
Gaetan Lion
 
Life expectancy
Life expectancyLife expectancy
Life expectancy
Gaetan Lion
 
Comparing R vs. Python for data visualization
Comparing R vs. Python for data visualizationComparing R vs. Python for data visualization
Comparing R vs. Python for data visualization
Gaetan Lion
 
Will Stock Markets survive in 200 years?
Will Stock Markets survive in 200 years?Will Stock Markets survive in 200 years?
Will Stock Markets survive in 200 years?
Gaetan Lion
 
Standardization
StandardizationStandardization
Standardization
Gaetan Lion
 
Is Tom Brady the greatest quarterback?
Is Tom Brady the greatest quarterback?Is Tom Brady the greatest quarterback?
Is Tom Brady the greatest quarterback?
Gaetan Lion
 
Regularization why you should avoid them
Regularization why you should avoid themRegularization why you should avoid them
Regularization why you should avoid them
Gaetan Lion
 
Basketball the 3 pt game
Basketball the 3 pt gameBasketball the 3 pt game
Basketball the 3 pt game
Gaetan Lion
 
Japan vs. US comparison on numerous dimensions
Japan vs. US comparison on numerous dimensionsJapan vs. US comparison on numerous dimensions
Japan vs. US comparison on numerous dimensions
Gaetan Lion
 
Climate change model forecast global temperature out to 2100
Climate change model forecast global temperature out to 2100Climate change model forecast global temperature out to 2100
Climate change model forecast global temperature out to 2100
Gaetan Lion
 

More from Gaetan Lion (20)

DRU projections testing.pptx
DRU projections testing.pptxDRU projections testing.pptx
DRU projections testing.pptx
 
Climate Change in 24 US Cities
Climate Change in 24 US CitiesClimate Change in 24 US Cities
Climate Change in 24 US Cities
 
Compact Letter Display (CLD). How it works
Compact Letter Display (CLD).  How it worksCompact Letter Display (CLD).  How it works
Compact Letter Display (CLD). How it works
 
CalPERS pensions vs. Social Security
CalPERS pensions vs. Social SecurityCalPERS pensions vs. Social Security
CalPERS pensions vs. Social Security
 
Recessions.pptx
Recessions.pptxRecessions.pptx
Recessions.pptx
 
Inequality in the United States
Inequality in the United StatesInequality in the United States
Inequality in the United States
 
Housing Price Models
Housing Price ModelsHousing Price Models
Housing Price Models
 
Global Aging.pdf
Global Aging.pdfGlobal Aging.pdf
Global Aging.pdf
 
Cryptocurrencies as an asset class
Cryptocurrencies as an asset classCryptocurrencies as an asset class
Cryptocurrencies as an asset class
 
Can you Deep Learn the Stock Market?
Can you Deep Learn the Stock Market?Can you Deep Learn the Stock Market?
Can you Deep Learn the Stock Market?
 
The relationship between the Stock Market and Interest Rates
The relationship between the Stock Market and Interest RatesThe relationship between the Stock Market and Interest Rates
The relationship between the Stock Market and Interest Rates
 
Life expectancy
Life expectancyLife expectancy
Life expectancy
 
Comparing R vs. Python for data visualization
Comparing R vs. Python for data visualizationComparing R vs. Python for data visualization
Comparing R vs. Python for data visualization
 
Will Stock Markets survive in 200 years?
Will Stock Markets survive in 200 years?Will Stock Markets survive in 200 years?
Will Stock Markets survive in 200 years?
 
Standardization
StandardizationStandardization
Standardization
 
Is Tom Brady the greatest quarterback?
Is Tom Brady the greatest quarterback?Is Tom Brady the greatest quarterback?
Is Tom Brady the greatest quarterback?
 
Regularization why you should avoid them
Regularization why you should avoid themRegularization why you should avoid them
Regularization why you should avoid them
 
Basketball the 3 pt game
Basketball the 3 pt gameBasketball the 3 pt game
Basketball the 3 pt game
 
Japan vs. US comparison on numerous dimensions
Japan vs. US comparison on numerous dimensionsJapan vs. US comparison on numerous dimensions
Japan vs. US comparison on numerous dimensions
 
Climate change model forecast global temperature out to 2100
Climate change model forecast global temperature out to 2100Climate change model forecast global temperature out to 2100
Climate change model forecast global temperature out to 2100
 

Recently uploaded

1.4 modern child centered education - mahatma gandhi-2.pptx
1.4 modern child centered education - mahatma gandhi-2.pptx1.4 modern child centered education - mahatma gandhi-2.pptx
1.4 modern child centered education - mahatma gandhi-2.pptx
JosvitaDsouza2
 
Guidance_and_Counselling.pdf B.Ed. 4th Semester
Guidance_and_Counselling.pdf B.Ed. 4th SemesterGuidance_and_Counselling.pdf B.Ed. 4th Semester
Guidance_and_Counselling.pdf B.Ed. 4th Semester
Atul Kumar Singh
 
Thesis Statement for students diagnonsed withADHD.ppt
Thesis Statement for students diagnonsed withADHD.pptThesis Statement for students diagnonsed withADHD.ppt
Thesis Statement for students diagnonsed withADHD.ppt
EverAndrsGuerraGuerr
 
The geography of Taylor Swift - some ideas
The geography of Taylor Swift - some ideasThe geography of Taylor Swift - some ideas
The geography of Taylor Swift - some ideas
GeoBlogs
 
The Accursed House by Émile Gaboriau.pptx
The Accursed House by Émile Gaboriau.pptxThe Accursed House by Émile Gaboriau.pptx
The Accursed House by Émile Gaboriau.pptx
DhatriParmar
 
"Protectable subject matters, Protection in biotechnology, Protection of othe...
"Protectable subject matters, Protection in biotechnology, Protection of othe..."Protectable subject matters, Protection in biotechnology, Protection of othe...
"Protectable subject matters, Protection in biotechnology, Protection of othe...
SACHIN R KONDAGURI
 
Instructions for Submissions thorugh G- Classroom.pptx
Instructions for Submissions thorugh G- Classroom.pptxInstructions for Submissions thorugh G- Classroom.pptx
Instructions for Submissions thorugh G- Classroom.pptx
Jheel Barad
 
Unit 8 - Information and Communication Technology (Paper I).pdf
Unit 8 - Information and Communication Technology (Paper I).pdfUnit 8 - Information and Communication Technology (Paper I).pdf
Unit 8 - Information and Communication Technology (Paper I).pdf
Thiyagu K
 
Home assignment II on Spectroscopy 2024 Answers.pdf
Home assignment II on Spectroscopy 2024 Answers.pdfHome assignment II on Spectroscopy 2024 Answers.pdf
Home assignment II on Spectroscopy 2024 Answers.pdf
Tamralipta Mahavidyalaya
 
Digital Tools and AI for Teaching Learning and Research
Digital Tools and AI for Teaching Learning and ResearchDigital Tools and AI for Teaching Learning and Research
Digital Tools and AI for Teaching Learning and Research
Vikramjit Singh
 
A Strategic Approach: GenAI in Education
A Strategic Approach: GenAI in EducationA Strategic Approach: GenAI in Education
A Strategic Approach: GenAI in Education
Peter Windle
 
CACJapan - GROUP Presentation 1- Wk 4.pdf
CACJapan - GROUP Presentation 1- Wk 4.pdfCACJapan - GROUP Presentation 1- Wk 4.pdf
CACJapan - GROUP Presentation 1- Wk 4.pdf
camakaiclarkmusic
 
Sha'Carri Richardson Presentation 202345
Sha'Carri Richardson Presentation 202345Sha'Carri Richardson Presentation 202345
Sha'Carri Richardson Presentation 202345
beazzy04
 
Chapter 3 - Islamic Banking Products and Services.pptx
Chapter 3 - Islamic Banking Products and Services.pptxChapter 3 - Islamic Banking Products and Services.pptx
Chapter 3 - Islamic Banking Products and Services.pptx
Mohd Adib Abd Muin, Senior Lecturer at Universiti Utara Malaysia
 
Unit 2- Research Aptitude (UGC NET Paper I).pdf
Unit 2- Research Aptitude (UGC NET Paper I).pdfUnit 2- Research Aptitude (UGC NET Paper I).pdf
Unit 2- Research Aptitude (UGC NET Paper I).pdf
Thiyagu K
 
aaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaa
aaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaa
aaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaa
siemaillard
 
Welcome to TechSoup New Member Orientation and Q&A (May 2024).pdf
Welcome to TechSoup   New Member Orientation and Q&A (May 2024).pdfWelcome to TechSoup   New Member Orientation and Q&A (May 2024).pdf
Welcome to TechSoup New Member Orientation and Q&A (May 2024).pdf
TechSoup
 
The approach at University of Liverpool.pptx
The approach at University of Liverpool.pptxThe approach at University of Liverpool.pptx
The approach at University of Liverpool.pptx
Jisc
 
Adversarial Attention Modeling for Multi-dimensional Emotion Regression.pdf
Adversarial Attention Modeling for Multi-dimensional Emotion Regression.pdfAdversarial Attention Modeling for Multi-dimensional Emotion Regression.pdf
Adversarial Attention Modeling for Multi-dimensional Emotion Regression.pdf
Po-Chuan Chen
 
TESDA TM1 REVIEWER FOR NATIONAL ASSESSMENT WRITTEN AND ORAL QUESTIONS WITH A...
TESDA TM1 REVIEWER  FOR NATIONAL ASSESSMENT WRITTEN AND ORAL QUESTIONS WITH A...TESDA TM1 REVIEWER  FOR NATIONAL ASSESSMENT WRITTEN AND ORAL QUESTIONS WITH A...
TESDA TM1 REVIEWER FOR NATIONAL ASSESSMENT WRITTEN AND ORAL QUESTIONS WITH A...
EugeneSaldivar
 

Recently uploaded (20)

1.4 modern child centered education - mahatma gandhi-2.pptx
1.4 modern child centered education - mahatma gandhi-2.pptx1.4 modern child centered education - mahatma gandhi-2.pptx
1.4 modern child centered education - mahatma gandhi-2.pptx
 
Guidance_and_Counselling.pdf B.Ed. 4th Semester
Guidance_and_Counselling.pdf B.Ed. 4th SemesterGuidance_and_Counselling.pdf B.Ed. 4th Semester
Guidance_and_Counselling.pdf B.Ed. 4th Semester
 
Thesis Statement for students diagnonsed withADHD.ppt
Thesis Statement for students diagnonsed withADHD.pptThesis Statement for students diagnonsed withADHD.ppt
Thesis Statement for students diagnonsed withADHD.ppt
 
The geography of Taylor Swift - some ideas
The geography of Taylor Swift - some ideasThe geography of Taylor Swift - some ideas
The geography of Taylor Swift - some ideas
 
The Accursed House by Émile Gaboriau.pptx
The Accursed House by Émile Gaboriau.pptxThe Accursed House by Émile Gaboriau.pptx
The Accursed House by Émile Gaboriau.pptx
 
"Protectable subject matters, Protection in biotechnology, Protection of othe...
"Protectable subject matters, Protection in biotechnology, Protection of othe..."Protectable subject matters, Protection in biotechnology, Protection of othe...
"Protectable subject matters, Protection in biotechnology, Protection of othe...
 
Instructions for Submissions thorugh G- Classroom.pptx
Instructions for Submissions thorugh G- Classroom.pptxInstructions for Submissions thorugh G- Classroom.pptx
Instructions for Submissions thorugh G- Classroom.pptx
 
Unit 8 - Information and Communication Technology (Paper I).pdf
Unit 8 - Information and Communication Technology (Paper I).pdfUnit 8 - Information and Communication Technology (Paper I).pdf
Unit 8 - Information and Communication Technology (Paper I).pdf
 
Home assignment II on Spectroscopy 2024 Answers.pdf
Home assignment II on Spectroscopy 2024 Answers.pdfHome assignment II on Spectroscopy 2024 Answers.pdf
Home assignment II on Spectroscopy 2024 Answers.pdf
 
Digital Tools and AI for Teaching Learning and Research
Digital Tools and AI for Teaching Learning and ResearchDigital Tools and AI for Teaching Learning and Research
Digital Tools and AI for Teaching Learning and Research
 
A Strategic Approach: GenAI in Education
A Strategic Approach: GenAI in EducationA Strategic Approach: GenAI in Education
A Strategic Approach: GenAI in Education
 
CACJapan - GROUP Presentation 1- Wk 4.pdf
CACJapan - GROUP Presentation 1- Wk 4.pdfCACJapan - GROUP Presentation 1- Wk 4.pdf
CACJapan - GROUP Presentation 1- Wk 4.pdf
 
Sha'Carri Richardson Presentation 202345
Sha'Carri Richardson Presentation 202345Sha'Carri Richardson Presentation 202345
Sha'Carri Richardson Presentation 202345
 
Chapter 3 - Islamic Banking Products and Services.pptx
Chapter 3 - Islamic Banking Products and Services.pptxChapter 3 - Islamic Banking Products and Services.pptx
Chapter 3 - Islamic Banking Products and Services.pptx
 
Unit 2- Research Aptitude (UGC NET Paper I).pdf
Unit 2- Research Aptitude (UGC NET Paper I).pdfUnit 2- Research Aptitude (UGC NET Paper I).pdf
Unit 2- Research Aptitude (UGC NET Paper I).pdf
 
aaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaa
aaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaa
aaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaa
 
Welcome to TechSoup New Member Orientation and Q&A (May 2024).pdf
Welcome to TechSoup   New Member Orientation and Q&A (May 2024).pdfWelcome to TechSoup   New Member Orientation and Q&A (May 2024).pdf
Welcome to TechSoup New Member Orientation and Q&A (May 2024).pdf
 
The approach at University of Liverpool.pptx
The approach at University of Liverpool.pptxThe approach at University of Liverpool.pptx
The approach at University of Liverpool.pptx
 
Adversarial Attention Modeling for Multi-dimensional Emotion Regression.pdf
Adversarial Attention Modeling for Multi-dimensional Emotion Regression.pdfAdversarial Attention Modeling for Multi-dimensional Emotion Regression.pdf
Adversarial Attention Modeling for Multi-dimensional Emotion Regression.pdf
 
TESDA TM1 REVIEWER FOR NATIONAL ASSESSMENT WRITTEN AND ORAL QUESTIONS WITH A...
TESDA TM1 REVIEWER  FOR NATIONAL ASSESSMENT WRITTEN AND ORAL QUESTIONS WITH A...TESDA TM1 REVIEWER  FOR NATIONAL ASSESSMENT WRITTEN AND ORAL QUESTIONS WITH A...
TESDA TM1 REVIEWER FOR NATIONAL ASSESSMENT WRITTEN AND ORAL QUESTIONS WITH A...
 

Economic recoveries since WWII

  • 1. Economic Recoveries since WWII & forecasting magnitude of current Recovery Guy Lion January 2010
  • 2.
  • 3.
  • 4.
  • 5.
  • 6. Unemployment rate drops in first quarter of expansion The two lines are very much parallel. But, there is a large near constant difference between the two.
  • 7. Unemployment rate drops in second quarter of expansion In the 1973+ period, the unemployment rate remained much higher throughout the next two years of the expansion than during the last four quarters of the recession in the 1953+ and 1956+ periods.
  • 8. Unemployment rate keeps on rising for a while… See how abruptly unemployment has risen in the most recent 2008 recession. And, it has kept on rising during the first two quarters of the current expansion.
  • 9. GDP (quarterly annualized rates) The yellow line denotes the first quarter of the expansion (E1). The green cells indicate intermittent GDP growth embedded within recessionary periods. The red cells indicate when GDP growth briefly fell below 0% during the expansion period. The three indicators at the bottom indicate the recession length in # of quarters, the average change in GDP during the recessionary period and during the expansion.
  • 10. Regression Model to forecast the current expansion The dependent variable is the average GDP growth rate during the eight quarters of the expansion. We ran a stepwise regression using many variables. The optimal regression model used just three independent variables and two dummy variables. They are: X1 the recession length in quarters, X2 GDP in first quarter of expansion (GDP E1), X3 average unemployment in first two quarters of expansion (Avg. U E1E2). The dummy variables are X4 recessions that occurred after 1970 and X5 recessions that occurred before 1950. The model forecasts an average GDP growth of 5.1% for the eight quarters of the current expansion. This is high for a post 1970 expansion.
  • 11. Regression Statistics & Parameters See how the average unemployment in the first two quarters of the expansion (Avg. U E1E2) has a strong positive regression coefficient. That is probably a combination of the V shape recovery and the unemployment lag phenomena. This model fit was excellent with an R Square close to 1 and a standard error of 0.2%. We could see that on the previous slide.
  • 12.
  • 13. Appendix: Data on the relevant recession and expansion periods with analytical comments reflecting the economic performance of the time
  • 14. 1948 an Outlier with a spectacular recovery Green zone: unemployment rate in the last quarter before the recession started. Blue zone: unemployment rate during the recession. Yellow zone: unemployment rate during the first eight quarters of the recovery or expansion. Red zone: recession period showing quarterly GDP on annualized basis. Note the recession period includes quarters of weak growth (not just negative) and it includes quarters of strong growth intertwined between quarters of negative growth (double dip situation). We are showing change in annual CPI as a matter of curiosity as we did not use this variable in our models. CPI measures had very low correlation with GDP growth.
  • 15. 1953 & 1956 a true double dip… The 1953+ ensuing expansion lasted only six quarters before it dovetail into the 1956 recession.
  • 16. 1960 & 1969 early jobless recoveries In both cases, unemployment remained moderate during the recession and rather high during the expansion vs what it was during the recession.
  • 17. 1973 & 1980 Stagflation periods Same observation regarding unemployment as on the previous slide. Those two periods experienced stagflation related to two major oil shocks when OPEC rose oil prices by a high multiple. See the very high inflation rates during the recessions.
  • 18. 1990 & 2000 The U shaped recoveries The recessions were short and mild. But, the ensuing recoveries were also mild meaning weak.
  • 19. 2008 will it be a V, U, or L recovery? The data reflects what was available at the time of this analysis. The recession was certainly severe enough to justify a V shape recovery with strong growth. And, the regression model suggests that too. However, if unemployment remains high and if the CPI remains flat for a few more quarters we may have an L situation (severe recession with a weak recovery).