Model-free evaluation of directional predictability in foreign exchange markets, страница 13

The statistics for interest rate differentials, reported in the last panel in Table I, are computed over the same period to match the ending date of the returns in both spot and futures markets. In general, interest rate differentials have a sizeable non-zero sample mean: the mean interest rate differentials of AD, CD and BP (vis-a`-vis USD) are negative, which implies risk-free interest rates for AD, CD and BP are, on average, higher than that for USD. In contrast, the mean interest rate differentials of JY, SF and DM (vis-a`-vis USD) are positive (particularly for JY). Compared to the exchange rate changes, interest rate differentials are much smoother and less volatile. It remains, however, to see whether the relatively tranquil nature of interest rate differentials can be used to forecast the direction of foreign exchange returns. For interest rate differentials, there is evidence of negative skewness, but there is no clear evidence of excess kurtosis (except for AD).

5.  EMPIRICAL EVIDENCE

5.1.  Directional Predictability of Changes in a Single Currency

We now use the generalized cross-spectral (GCS) tests to examine directional predictability of individual currency returns and its possible sources. We first consider the following direction indicators:

                                             ZCt c          > c, and Zt cc

Table I. Summary statistics for sample data

Symbols

Ending date

Obs.

Mean (%)

SD (%)

Skew.

Kurt.

r  

Spot

AD

2003/04/30

3875

0.003

0.612

0.285

8.487

0.012

0.209

CD

2003/04/30

3875

0.002

0.310

0.018

5.278

0.036

0.128

BP

2003/04/30

3875

0.003

0.591

0.265

5.597

0.060

0.142

JY

2003/04/30

3875

0.003

0.708

0.477

7.084

0.035

0.209

SF

2003/04/30

3875

0.000

0.721

0.119

4.499

0.027

0.123

DM

1998/12/31

2787

0.001

0.668

0.038

4.778

0.037

0.152

Futures

FAD

2003/04/30

3901

0.003

0.640

0.256

6.614

0.010

0.060

FCD

2003/04/30

3901

0.002

0.325

0.145

5.391

0.002

0.145

FBP

2003/04/30

3901

0.003

0.635

0.220

6.548

0.000

0.078

FJY

2003/04/30

3901

0.003

0.758

0.664

10.451

0.010

0.100

FSF

2003/04/30

3901

0.000

0.752

0.091

4.811

0.005

0.097

FDM                         2001/12/14

Interest rate differentials

r                  AD r            CD r            BP r             JY r                  SF r             DM

3557

0.008

0.703

0.057

5.256

0.005

0.061

Notes:

1.  Starting date for all spots and futures is December 1 1987.

2.  Obs., sample size (T); SD, standard deviation; Skew., skewness; Kurt., kurtosis.

3.   are the first-order sample autocorrelation in returns and squared returns, respectively.