CPI and GDP relationship
I guess the reason behind this might be that it takes about one quarter for consumers to change their expenditure structure. It does not bother with imported goods and it reflects the prices of all the commodities, services included. GDP Deflator takes into account goods that are produced domestically. To see what happens here, we can plot the cycle components of these two series.
This makes operating a company more expensive, so the companies pull back on their expansion, the economy moves into recession and stock prices fall. (My model for the association between the cycle components of S&P500 and CPI is consitent with the above theory.
The reason of this is that, generally, this two indicators are consistent with the state of economy, which means they rise when the it is booming and fall when it is in recession.The model can’t fit the data in the period of Subprime Mortgage Crisis, because, I think, in this period, people lost their fortune and cut back the total expenditure in a very short time, instead of changing the proportion of each expenditure.Class notes of Stats 531 (Winter 2016) ‘Analysis of Time Series’, instructor: Edward L. Ionides (Interval Estimation III: Fisher’s Information & Bootstrapping (\[ The Essentially, the GDP deflator compares the price level in the current year to level in the base year.There are so many price indices out there and GDP is unlike some of them that are based on a predetermined basket of goods and services. As mentioned above, I hope to find the relationship between the mid-range frequency components of S&P500 and CPI. is widely used by economists because food and energy have very volatile prices.The seasonally adjusted data online are too smooth for me to analyze the cycle and perturbation component.
It really depends on what you are trying to measure. Suppose that major frosts destroy the nation’s orange crop: the quantity of oranges produced falls to zero, and the price of the few oranges that remain is driven sky-high.
The GDP deflator measures a changing basket of commodities while CPI always indicates the price of a fixed representative basket.This article would be more helpful if it said who calculates the deflator. \begin{aligned} Therefore, both of the data I use are not seasonally adjusted.From the plot we can see there are rising trend in both S&P500 and CPI after July 2009.Low frequency component can be considered as trend, and very high frequency component might be considered as noise.The mid-range frequency component can be considered as the cycle or the perturbation caused by the state of the economy, unlike the meaningless noise component. \end{aligned} And gives us a sense of how prices consumers are paying is changing.
(Both S&P500 and CPI are very important economic indicator. It can also be a clue to higher future consumer spending. \begin{aligned}
s_n^{cl}=\alpha+\beta c_{n-h}^{cl}+\epsilon_n \hspace{5mm} [M2]
s_n^{cl}=\alpha+\beta c_n^{cl}+\epsilon_n \hspace{5mm} [M1]
Over long periods of time, both provide similar numbers, but they can diverge in shorter periods.1. This is the best article explaining the differences between the two indicators. Please note: comment moderation is enabled and may delay your comment. Although we don’t see numerical inconsistency of the AIC table, ARMA(2,3) and ARMA(3,3) are at the boundry of this table, and large models are easily with the problem of redundancy.
Figure:7 sample autocorrelation plot of residuals and absolute value of residuals We can see, from about the second half year of 2007 to 2009, the cycle component of these two series rise and fall together, however after this peirod most of two series move in the opposite direction. \end{aligned} CPI vs GDP Deflator.
Both are used to determine price inflation and reflect the current economic state of a particular nation.GDP Deflator takes into account goods that are produced domestically.
It is reasonable to think about the relationship between them.
Figure 2: Decomposition of S&P500 as trend + noise + cycle CPI and GDP deflator generally seem to be the same thing but they have some few key differences. The uncertainty and perturbation of both seiries in short time are mainly studied in this project.
\end{aligned}
So the CPI measures inflation at the consumer level. \]\[
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