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The 91 Day T-Bill Rate Steven Carlson Miguel Delgado Helleseter Darren Egan Christina Louie Cambria Price Pinar Sahin

The 91 Day T-Bill Rate Steven Carlson Miguel Delgado Helleseter Darren Egan Christina Louie Cambria Price Pinar Sahin

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Page 1: The 91 Day T-Bill Rate Steven Carlson Miguel Delgado Helleseter Darren Egan Christina Louie Cambria Price Pinar Sahin

The 91 Day T-Bill Rate

Steven CarlsonMiguel Delgado HelleseterDarren EganChristina LouieCambria PricePinar Sahin

Page 2: The 91 Day T-Bill Rate Steven Carlson Miguel Delgado Helleseter Darren Egan Christina Louie Cambria Price Pinar Sahin

Outline Introduction The Data Transforming the Data The Model The Forecast Conclusion

Page 3: The 91 Day T-Bill Rate Steven Carlson Miguel Delgado Helleseter Darren Egan Christina Louie Cambria Price Pinar Sahin

Introduction Should those with student loans

consolidate? Consolidation allows the borrower

to roll multiple variable interest rate loans into a single fixed loan.

With interest rates at record lows and growing inflation concerns, consolidation can be a vehicle to significantly lower payments.

Page 4: The 91 Day T-Bill Rate Steven Carlson Miguel Delgado Helleseter Darren Egan Christina Louie Cambria Price Pinar Sahin

The Data The data is collected from the

Federal Reserve Economic Data (FRED) for the 91-day T-bill rate for the last auction date in May of each year.

Page 5: The 91 Day T-Bill Rate Steven Carlson Miguel Delgado Helleseter Darren Egan Christina Louie Cambria Price Pinar Sahin

T-Bill Trace

0

4

8

1 2

1 6

2 0

5 5 6 0 6 5 7 0 7 5 8 0 8 5 9 0 9 5 0 0

T B I L L

Page 6: The 91 Day T-Bill Rate Steven Carlson Miguel Delgado Helleseter Darren Egan Christina Louie Cambria Price Pinar Sahin

T-Bill Correlogram

Page 7: The 91 Day T-Bill Rate Steven Carlson Miguel Delgado Helleseter Darren Egan Christina Louie Cambria Price Pinar Sahin

T-Bill Histogram

0

20

40

60

80

2 4 6 8 10 12 14 16

Series: TBILLSample 1955:01 2004:04Observations 592

Mean 5.358851Median 5.020000Maximum 16.30000Minimum 0.830000Std. Dev. 2.794218Skewness 1.101825Kurtosis 4.737383

Jarque-Bera 194.2394Probability 0.000000

Page 8: The 91 Day T-Bill Rate Steven Carlson Miguel Delgado Helleseter Darren Egan Christina Louie Cambria Price Pinar Sahin

Dickey-Fuller Test

Page 9: The 91 Day T-Bill Rate Steven Carlson Miguel Delgado Helleseter Darren Egan Christina Louie Cambria Price Pinar Sahin

Transforming the Data

• Take the First Difference of the series

-6

-4

-2

0

2

4

55 60 65 70 75 80 85 90 95 00

DT BILL

Page 10: The 91 Day T-Bill Rate Steven Carlson Miguel Delgado Helleseter Darren Egan Christina Louie Cambria Price Pinar Sahin

Histogram of Transformed Data

0

50

100

150

200

250

-4 -3 -2 -1 0 1 2

Series: DTBILLSample 1955:01 2004:04Observations 592

Mean -0.000355Median 0.010000Maximum 2.610000Minimum -4.620000Std. Dev. 0.465580Skewness -1.687016Kurtosis 26.62898

Jarque-Bera 14052.91Probability 0.000000

Page 11: The 91 Day T-Bill Rate Steven Carlson Miguel Delgado Helleseter Darren Egan Christina Louie Cambria Price Pinar Sahin

Dickey-Fuller Test of Transformed Data

Page 12: The 91 Day T-Bill Rate Steven Carlson Miguel Delgado Helleseter Darren Egan Christina Louie Cambria Price Pinar Sahin

Correlogram of First Difference

Page 13: The 91 Day T-Bill Rate Steven Carlson Miguel Delgado Helleseter Darren Egan Christina Louie Cambria Price Pinar Sahin

The Model

Page 14: The 91 Day T-Bill Rate Steven Carlson Miguel Delgado Helleseter Darren Egan Christina Louie Cambria Price Pinar Sahin

Correlogram of the Model

Page 15: The 91 Day T-Bill Rate Steven Carlson Miguel Delgado Helleseter Darren Egan Christina Louie Cambria Price Pinar Sahin

Actual, Fitted, Residual

-4

-2

0

2

4

-6

-4

-2

0

2

4

60 65 70 75 80 85 90 95 00

Residual Actual Fitted

Page 16: The 91 Day T-Bill Rate Steven Carlson Miguel Delgado Helleseter Darren Egan Christina Louie Cambria Price Pinar Sahin

Histogram of Residuals

0

50

100

150

200

250

-3 -2 -1 0 1 2

Series : Res idualsSample 1956:09 2004:04Observations 572

Mean -5.52E-05Median 0.007656Max imum 2.168041Minimum -3.182289Std. Dev . 0.396788Skewness -0.864306Kurtos is 16.35221

J arque-Bera 4320.256Probability 0.000000

Page 17: The 91 Day T-Bill Rate Steven Carlson Miguel Delgado Helleseter Darren Egan Christina Louie Cambria Price Pinar Sahin

Residuals Squared

Page 18: The 91 Day T-Bill Rate Steven Carlson Miguel Delgado Helleseter Darren Egan Christina Louie Cambria Price Pinar Sahin

ARCH/GARCH Model 1

Page 19: The 91 Day T-Bill Rate Steven Carlson Miguel Delgado Helleseter Darren Egan Christina Louie Cambria Price Pinar Sahin

ARCH/GARCH Model 2

Page 20: The 91 Day T-Bill Rate Steven Carlson Miguel Delgado Helleseter Darren Egan Christina Louie Cambria Price Pinar Sahin

Model 2 Actual, Fitted, Residual

-4

-2

0

2

4

-6

-4

-2

0

2

4

60 65 70 75 80 85 90 95 00

Residual Actual Fitted

Page 21: The 91 Day T-Bill Rate Steven Carlson Miguel Delgado Helleseter Darren Egan Christina Louie Cambria Price Pinar Sahin

Correlogram of Residuals

Page 22: The 91 Day T-Bill Rate Steven Carlson Miguel Delgado Helleseter Darren Egan Christina Louie Cambria Price Pinar Sahin

Squared Residuals

Page 23: The 91 Day T-Bill Rate Steven Carlson Miguel Delgado Helleseter Darren Egan Christina Louie Cambria Price Pinar Sahin

ARCH Lagrange Multiplier

Page 24: The 91 Day T-Bill Rate Steven Carlson Miguel Delgado Helleseter Darren Egan Christina Louie Cambria Price Pinar Sahin

Testing the Forecasting Capability

-0.6

-0.4

-0.2

0.0

0.2

0.4

0.6

03:01 03:03 03:05 03:07 03:09 03:11 04:01 04:03

DTBILL DTBILLF

DTBILLF+2*SEF2 DTBILLF-2*SEF2

Page 25: The 91 Day T-Bill Rate Steven Carlson Miguel Delgado Helleseter Darren Egan Christina Louie Cambria Price Pinar Sahin

Using the Model to Forecast

-0.4

-0.2

0.0

0.2

0.4

04:05 04:07 04:09 04:11 05:01 05:03 05:05

DTBILLF1 DTBILL

DTBILLF1+2*SEF2 DTBILLF1-2*SEF2

Page 26: The 91 Day T-Bill Rate Steven Carlson Miguel Delgado Helleseter Darren Egan Christina Louie Cambria Price Pinar Sahin

Plot of Entire Series (Including Forecast)

-6

-4

-2

0

2

4

55 60 65 70 75 80 85 90 95 00 05

DTBILLF4 DTBILL

DTBILLF4+2*SEF4 DTBILLF4-2*SEF4

Page 27: The 91 Day T-Bill Rate Steven Carlson Miguel Delgado Helleseter Darren Egan Christina Louie Cambria Price Pinar Sahin

Forecast Recolored

Page 28: The 91 Day T-Bill Rate Steven Carlson Miguel Delgado Helleseter Darren Egan Christina Louie Cambria Price Pinar Sahin

0

4

8

12

16

20

55 60 65 70 75 80 85 90 95 00 05

FORETBILL TBILL

T-bill Forecast

Page 29: The 91 Day T-Bill Rate Steven Carlson Miguel Delgado Helleseter Darren Egan Christina Louie Cambria Price Pinar Sahin

0

1

2

3

4

5

6

7

96 97 98 99 00 01 02 03 04 05

FORETBILL TBILL

T-bill Forecast

Page 30: The 91 Day T-Bill Rate Steven Carlson Miguel Delgado Helleseter Darren Egan Christina Louie Cambria Price Pinar Sahin

Conclusion The predicted result is an interest rate of

1.24% for May, 2005.

The forecasted rate is higher than the current rate. If you want to consolidate your loans, do so before the next rate, which the forecast shows to be higher.

While significant uncertainty exists in the model, the 91-day T-bill rate is expected to steadily increase.