Question
Briefly explain any difference you perceive between the characteristics of macroeconomic and financial data. Which of these features suggest the use of different econometric tools
Briefly explain any difference you perceive between the
characteristics of macroeconomic and financial data. Which
of these features suggest the use of different econometric
tools for each class of data?
(b) Consider the following autocorrelation and partial
autocorrelation coefficients estimated using 500
observations for a weakly stationary series, yt :
Lag acf pacf
1 0.307 0.307
2 0.013 0.264
3 0.086 0.147
4 0.031 0.086
5 0.197 0.049
Using a simple rule of thumb, determine which, if any, of
the acf and pacf coefficients are significant at the 5% level.
Use both the BoxPierce and LjungBox statistics to test the
joint null hypothesis that the first five autocorrelation
coefficients are jointly zero.
(c) What process would you tentatively suggest could represent
the most appropriate model for the series in part (b)? Explain
your answer.
(d) Two researchers are asked to estimate an ARMA model for
a daily USD/GBP exchange rate return series, denoted xt.
Researcher A uses Schwarzs criterion for determining the
appropriate model order and arrives at an ARMA(0,1).
Researcher B uses Akaikes information criterion which
deems an ARMA(2,0) to be optimal. The estimated models
are
385
where ut is an error term.
You are given the following data for time until day z (i.e., t =
z)
Produce forecasts for the next four days (i.e., for times z + 1,
z + 2, z + 3, z + 4) from both models.
(e) Outline two methods proposed by Box and Jenkins (1976)
for determining the adequacy of the models proposed in part
(d).
(f) Suppose that the actual values of the series x on days z +1, z
+2, z + 3, z + 4 turned out to be 0.62, 0.19, 0.32, 0.72,
respectively. Determine which researchers model produced
the most accurate forecasts.
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