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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
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Outline
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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.