housing price & mortgage rate

56
1 Housing Price & Mortgage Rate Bilge Imer Chih Hua Chen Hunjung Kim Melissa Manfredonia Yongyang Yu

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Housing Price & Mortgage Rate. Bilge Imer Chih Hua Chen Hunjung Kim Melissa Manfredonia Yongyang Yu. Data. USA and California housing price index (Source: Office of Federal Enterprise Oversight) 30-yrs mortgage rate (Source: St. Louis Fed Economic Data) - PowerPoint PPT Presentation

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Page 1: Housing Price & Mortgage Rate

1

Housing Price & Mortgage Rate

Bilge ImerChih Hua ChenHunjung KimMelissa ManfredoniaYongyang Yu

Page 2: Housing Price & Mortgage Rate

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Data USA and California housing price index (Source: Office of Federal Enterprise Oversight)

30-yrs mortgage rate (Source: St. Louis Fed Economic Data)

- Data Range : Jan. 1975 to April. 2005 - Quarterly Data

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Housing Price of USA & CA

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30 Mortgage Rate

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Housing Price vs. Mortgage Rate

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CAHP: California Housing PriceIndex

Page 7: Housing Price & Mortgage Rate

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Histogram of CAHP

Page 8: Housing Price & Mortgage Rate

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Correlogram of CAPH

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Unit Root Test on CAHP

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CAHP vs. LNCAHP

0102030405060708090

1stQtr

2ndQtr

3rdQtr

4thQtr

EastWestNorth

Page 11: Housing Price & Mortgage Rate

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Line Graph of DLNCAHP

Page 12: Housing Price & Mortgage Rate

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Histogram of DLNCAHP

Page 13: Housing Price & Mortgage Rate

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Correlogram of DLNCAHP

Page 14: Housing Price & Mortgage Rate

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Unit Root Test on DLNCAHP

Page 15: Housing Price & Mortgage Rate

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Line Graph of DDLNCAHP

Page 16: Housing Price & Mortgage Rate

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Histogram of DDLNCAHP

Page 17: Housing Price & Mortgage Rate

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Correlogram of DDLNCAHP

Page 18: Housing Price & Mortgage Rate

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Unit Root Test on DDLNCAHP

Page 19: Housing Price & Mortgage Rate

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ARTWO Model

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Diagnosis for ARTWO

Page 21: Housing Price & Mortgage Rate

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Histogram of Residuals

Page 22: Housing Price & Mortgage Rate

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Correlogram of Residuals

Page 23: Housing Price & Mortgage Rate

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Serial Correlation Test

Page 24: Housing Price & Mortgage Rate

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Forecast / DDlncahpf sef, 2006:01 2006:04

Page 25: Housing Price & Mortgage Rate

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Line Graph of DDLNCAHPF with Forecast 2006:01 2006:04

Page 26: Housing Price & Mortgage Rate

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Line Graph of CAHPF with Forecast 2006:01 2006:04

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residsq=resid*resid (resid from ARTWO)

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Histogram of RESIDSQ

Page 29: Housing Price & Mortgage Rate

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Correlogram of Residuals Squared

Page 30: Housing Price & Mortgage Rate

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ARCH Test

Page 31: Housing Price & Mortgage Rate

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GARCH(1,0)

Page 32: Housing Price & Mortgage Rate

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Diagnosis of GARCH(1, 0)

Page 33: Housing Price & Mortgage Rate

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Correlogram of Standardized Residuals

Page 34: Housing Price & Mortgage Rate

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Correlogram of Standardized Residuals Squared

Page 35: Housing Price & Mortgage Rate

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Correlogram of Standardized Residuals

Page 36: Housing Price & Mortgage Rate

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ARCH Test

Page 37: Housing Price & Mortgage Rate

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GARCH(1,1)

Page 38: Housing Price & Mortgage Rate

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Diagnosis for GARCH(1, 1)

Page 39: Housing Price & Mortgage Rate

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Correlogram of Standardized Residuals

Page 40: Housing Price & Mortgage Rate

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Correlogram of Standardized Squared

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Histogram of Standardized Residuals

Page 42: Housing Price & Mortgage Rate

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ARCH Test

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Forecast of GARCH(1,0)

Page 44: Housing Price & Mortgage Rate

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Forecast of DDLNCAHPF

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Line Graph of DDLNCAHPF with Forecast 2006:01 2006:04

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Line Graph of CAHPF with Forecast 2006:01 2006:04

Page 47: Housing Price & Mortgage Rate

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Comparison of ARTWO & GARCH(1,0)

0

50

100

1stQtr

3rdQtr

EastWestNorth

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Comparison of ARTWO & GARCH(1,1)

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INTERACTION BETWEEN HOUSING PRICES AND MORTGAGE RATES

CA OR US HOUSING PRICES

MORTGAGE RATE

?

CA OR US HOUSING PRICES

MORTGAGE RATE

?

CA OR US HOUSING PRICES

MORTGAGE RATE

?

CA OR US HOUSING PRICES

MORTGAGE RATE

?

Page 50: Housing Price & Mortgage Rate

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0

100

200

300

400

75 80 85 90 95 00 05

USA_HP

0

100

200

300

400

500

600

700

75 80 85 90 95 00 05

CA_HP

4

6

8

10

12

14

16

18

20

75 80 85 90 95 00 05

MORTGAGE_RATE01

LINE GRAPHSRAW SERIES MODELED SERIES

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GRANGER CAUSALITYRAW SERIES MODELED SERIES

CA

USA

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CROSS-CORRELATION

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ESTIMATION VARRAW SERIES MODELED SERIES

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GRANGER CASUALITY

CROSS CORRELATION

VAR

RAW MODELED

CA

US

MR

MR

CA

US

MR

MR

CA

US

MR

MR

CA

US

MR

MR

US MR

US MR

CA

US

MR

MR

NA

SUMMARY OF INTERACTIONS

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Conclusion Two markets for housing prices, US and

California, move together and have exponential trend

According to univariate analysis forecast the exponential growth trend will continue throughout the next year.

The casuality in between the housing prices in CA and US, and mortgage rate determined as; Mortgage Rate affects national housing prices while

CA housing prices are not largely affected by change in mortgage rates.

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Questions?