(1)We can mention that there are negative relation between Y and X. The regression is linear that can have its impact on the results we see in the regression. The value of r2 shows that X describes Y only for 53%, which means that there are other important variables absent in the regression equation. Standard errors may be smaller if the interval of observations will be increased.
(2) The economic interpretation of this relation can be explained with help of the conception of PPP (Purchasing Power Parity): National currency will have the tendency of declining, if the inflation rate inside the country (USA in our case) is higher than the inflation rate in abroad (Germany in our case). In the regression mentioned above, we see that 1 point raise of X, ceteris paribus, will cause decline in 4.13 point of Y. The value of intercept probably shows the approximate average level of Y, so it is equal to 6.68.
(3)If we were to redefine X as the ratio of the Canadian CPI to the U.S. CPI, that would not change the sign of X.
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