crispeerezb / Large-Devaluations-and-CO2

Evidence on whether and how real exchange rate depreciation affect CO2 emissions and the environment.
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Verify that fall of gross output is not affected by accounting issues because of large devalutions. #4

Open crispeerezb opened 3 months ago

crispeerezb commented 3 months ago

Hi @eglembergman

Here I'm opening a new issue to check the fall in gross output. Below more details:

During the analysis we see that the CO2 intensity of countries increases in periods of large devaluations. However, it also appears that the increase in the ratio is explained by a fall in output and, therefore, it is of vital importance to verify that the gross output actually falls because of a decrease in production and not because of some accounting issue due to the exchange rate.

I will propose a few strategies to verify what I mentioned above and I hope close this issue in the next 5 days.

crispeerezb commented 2 months ago

Hi again @eglembergman

I have been working on the most appropriate way to adjust gross output to capture declines in output accurately. Upon reflection, I believe the best approach is to use the idea of Purchasing Power Parity (PPP) adjusted GDP. PPP adjusted GDP differs from nominal GDP in that it reflects the relative purchasing power of countries, rather than simply measuring the value of output in market dollars. This adjustment allows to compare the real value of goods and services produced, considering the cost of living and price differences between countries, and is not directly affected by exchange rate fluctuations (this idea is probably already clear to you but I can develop the proposal better this way). Having said that, I did some tests that I leave you below:

1.- The first thing I did to see what this gave me was to use data from the world bank to do it directly and quickly and see what it gave me. Then, I downloaded the GDP adjusted by PPP and the CO2 emissions in kg. With that I made the carbon intensity variable and made an analysis similar to the previous one. Here are the results of the event-study and some graphs that show the evolution of carbon intensity for the countries that had large devaluations (note that the vertical line in the second pdf are the periods of devaluations).

event-study-gdp-ppa-world-bank.pdf summary-co2-rates-evolution-for-countries-with-LD.pdf

2.- So, note that the event-study does not look so good, however, we must be cautious, because although the World Bank data are relatively consistent with ours, they are poorer in terms that there is no data for several countries before 2000 and other countries do not appear at all (control group countries). In addition, here I use GDP which is not exactly our $Y_{it}$.

3.- Finally, what I propose is the following:

Let me know what you think of the idea, I think I can do it during the weekend and we will see the results on Tuesday in our meeting.

crispeerezb commented 2 months ago

@eglembergman some additionals facts:

  1. If we estimate the event-study only for scope 1 emissions (with lgdp, lempl and lrnna as controls) we get the next: event-study-ln_scope1-not-rates.pdf

  2. if we estimate the event-study only for gross output we get: event-study-ln_gross_out_put.pdf

So, here we can confirm that the fall in the ratio is very likely to come from a fall in the denominator. Now, in my opinion this is not a problem, since I don't think it is something mechanical because of the exchange rate:

  1. If we estimate the event-study only for scope 1 emissions (with lgdp, lempl and lrnna as controls) we get the next: event-study-emissions-world-bank.pdf

  2. if we estimate the event-study only for GDP PPP (not affected by exchange rate) we get: event-study-gdp-ppp-world-bank.pdf

crispeerezb commented 2 months ago

Looks like we have the solution. So here I attached a simple exercise where I prove that keeping gross output in constant dollars (using the USA deflator) is not enough to avoid the exchange rate problem. theoretical example.xlsx

Results now change a lot if we keep gross output in local currency or gross output using PPP, you can check this below: event-study-constant-local-currency.pdf event-study-ppp-adjustment.pdf

@eglembergman do we close this issue?