Dr. Marc Anthony Fusaro, Ph.D. -...

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October 24, 2017 SCHOOL OF BUSINESS Dr. Marc Anthony Fusaro, Ph.D. Director, Center for Business and Economic Development and Associate Professor of Economics 1

Transcript of Dr. Marc Anthony Fusaro, Ph.D. -...

Page 1: Dr. Marc Anthony Fusaro, Ph.D. - auber.orgauber.org/conference/wp-content/uploads/2014/04/Fusaro_20171024.pdf · October 24, 2017 SCHOOL OF BUSINESS Dr. Marc Anthony Fusaro, Ph.D.

October 24, 2017

SCHOOL OF BUSINESS

Dr. Marc Anthony Fusaro, Ph.D. Director, Center for Business and Economic Development

and Associate Professor of Economics

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Page 2: Dr. Marc Anthony Fusaro, Ph.D. - auber.orgauber.org/conference/wp-content/uploads/2014/04/Fusaro_20171024.pdf · October 24, 2017 SCHOOL OF BUSINESS Dr. Marc Anthony Fusaro, Ph.D.

Outline

2 Bureau of Labor Statistics

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Emporia State Economic Index is a new measure of economic activity in Kansas

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What’s Wrong with State GDP?

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The ultimate measure of the economy: GDP

Look at the last year for Kansas: 2016Q3 – Jul-Aug-Sept – $153,801 2016Q4 – Oct-Nov-Dec – $154,574 2017Q1 – Jan-Feb-Mar – $155,204 2017Q2 – Apr-May-Jun – NA 2017Q3 – Jul-Aug-Sept -- NA

Two problems:

Timeliness Frequency

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How Can We Do Better?

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What do we know that is timely and frequent? Employment Data Housing Sales Philadelphia Fed Coincident Index Imports-Export Data Sales Taxes Oil Prices

We use this data to estimate monthly state GDP

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Measured vs. Estimated GDP

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*Step 1: Use quarterly data to understand the relationship between GDP and those variables. *Step 2: Use this knowledge to estimate monthly GDP. *Step 3: Use the known quarterly data to correct the estimates.

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Estimated GDP: Step 1

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Use quarterly data to understand the relationship between GDP and those variables.

Data (quarterly historical) GDP Employment Data Housing Sales Philadelphia Fed Coincident Index Imports-Export Data Sales Taxes (OK) Oil Prices (OK)

The ARIMA Model : GDPi = α0 + α1 Empi + α2 Homei + α3 Phillyi + α4 Importsi + α5 Exportsi + α6 Taxi + α7 Oili + εi Now we have coefficients: α0 , α 1 , α 2 , α 3 , α 4 , α 5 , α 6 , and α 7

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Estimated GDP: Step 2

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Use this knowledge to estimate monthly GDP.

Known Coefficients: α i for i = 1 .. 7

Unknown GDP

The Simulation: Ŷi = α0 + α1 Empi + α2 Homei + α3 Phillyi + α4 Importsi + α5 Exportsi + α6 Taxi + α7 Oili Now we have an estimate of monthly GDP (Ŷ).

Known (monthly, current data) Employment Data Housing Sales Philadelphia Fed Coincident Index Imports-Export Data Sales Taxes (OK) Oil Prices (OK)

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Estimated GDP: Step 3

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Use the known quarterly data to correct the estimates. • Condition 1: Adjusted monthly GDP averages to known quarterly GDP

• Condition 2: growth rates of adjusted monthly GDP are in proportion to growth rates of simulated monthly GDP.

and

(Ÿjan + Ÿfeb + Ÿmar )/3 = GDPQ1

Y

Y

Y

Y

Y

Y

Y

Y

mar

feb

mar

feb

feb

ja n

feb

ja n

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Kanas GDP in Context

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We predict GDP for Kansas plus a 6-state reference group\

percent change of ESEI, August 2016 to August 2017\

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Emporia State Economic Index

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From the GDP estimate, we calculate an Index First we calculate per capita GDP GDP / Population

Then we rebase this estimate to the 2009 average across the states Per Cap GDP / 2009 per cap GDP average

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Economic activity

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• KS is mid-pack • KS leads MO • AR trails • AR is below 100 • NE sets the pace

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Most recent activity

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• KS has strong growth • OK and MO are stronger • NE has dropped a bit

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Conclusion

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• Monthly GDP is an innovative tool to understand and predict economic activity • The new economic index is more timely and frequent than the BEA data • New opportunities are open for: - economists to have a real-time economic indicator - businesses to follow consumption trends timely and predicts Peak times - researchers and students for their research/papers

Watch for the ESEI Data Every Month Give me your business card and I will put you on our mailing list.