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What are the short-to-medium-term effects of extreme weather on the Croatian economy?

Author(s): Tihana Škrinjarić

Date published: Jun 2023

SUERF Policy Brief, No 601*

By Tihana Škrinjarić
Bank of England

*This policy brief  is based on the paper: Škrinjarić, T. (2023), What are the short-to-medium-term effects of extreme weather on the Croatian economy?, CNB Working Papers, W-70, Croatian National Bank. The views expressed in this study reflect the author’s opinions and are not necessarily those of the Croatian National Bank or Bank of England. The paper was written at a time when the author was affiliated with the Croatian National Bank. 


JEL codes: C3, O44, Q54.
Keywords: climate change, weather effects, extreme weather, inflation.

Download: SUERF Policy Brief, No 601SUERF Policy Brief, No 601 (0.35 MB)


This research examines the short-to-medium-term effects of weather changes on the Croatian economy by observing a simple model of an economy that includes changes in extreme weather events. Monthly data from 1999 to 2022 on the growth of the index of industrial production, inflation, energy inflation, changes in the unemployment rate, and selected weather variables are utilized to estimate several Vector Autoregression (VAR) models. The main finding indicates that inflation is mainly affected by weather shocks, especially drought. This means that monetary policy needs to consider this, mainly due to weather extremes being more frequent and of greater magnitudes. Furthermore, the insurance industry could also benefit from such findings due to the first quantification of such results on Croatian data.

Introduction

In the last couple of years, we have experienced increased scientific research that tries to assess the effects of extreme weather events on the economy. In addition, the media coverage on this topic is vast, with constant talks about the consequences of climate change and extreme disasters on the economy. Therefore, a need exists to quantify these effects so policymakers can adjust their measures and instruments accordingly. In the working paper of the same name as this brief, we try to get answers on how extreme weather affects prices, energy prices, overall growth, and unemployment in Croatia. The empirical part of the paper uses monthly data from 1999 to 2022 for year-on-year growth rates of the index of industrial production, inflation, energy inflation, changes in the unemployment rate, and selected weather variables. Considering the relatively short period for which the analysis is carried out, we can discuss short-term and medium-term effects.

Main results

The extreme weather data was collected from the new IFAB (2022) database and consisted of six indicators: extreme cold, drought, wind, rain (precipitation), temperature, and an overall index. Individual VAR (vector autoregression) models have been estimated for every weather variable alongside the macroeconomic variables. Some of the main results include the following. Extreme cold shocks increase inflation up to one quarter after the shock, while droughts increase total and energy inflation with lagged effects from 6 to 18 months after the shock. At the same time, the effect on energy inflation is stronger due to the hydropower dependence on electricity production in Croatia. The delayed reaction after six months and beyond can also result from the response of the agricultural output, which, when affected by drought, achieves worse results after a specific time (after spring and summer have passed), which results in higher prices in autumn and winter. Precipitation shocks reduce inflation approximately one-quarter to one year after the shock, which is beneficial.

Figure 1 depicts the reaction of inflation to a shock in the drought variable dynamics. The drought indicator shows above-average dry periods. It can be seen that the effect of above-average droughts on the dynamics of total prices in Croatia is present six months after the shock itself and lasts for almost two years.

Figure 1: Inflation response to a shock of one standard deviation in drought index
 width=
Source: author’s calculation.

The paper’s main findings also indicate that extreme weather has the most significant effect on inflation, with drought being the weather variable that has the greatest effect on the economy. This has certain consequences, in terms that monetary policy should consider such effects, mainly due to the increasingly frequent and larger scale of extreme weather conditions. This can represent a great problem for Croatia, where droughts have become more frequent in the last few years. Additionally, the World Bank projects (2021) an increase in the average temperature for Croatia in the future. Thus, weather shocks could have long-term consequences on the economy in addition to those found in this research. As climate and weather disasters increase financial risks in the banking sector, it is necessary to increase the role of central banks in the "greening" of bank portfolios. Of course, these findings also provide information to the insurance industry due to changes in the strength and frequency of weather changes. However, considering that the paper looks at a simple macro model from a "bird’s eye" perspective, the analysis should be completed with more granular data and suitable analyses that could examine in more detail the transmission mechanisms of effects on certain aspects and sectors of the economy.


References

World Bank Group (2021): Climate risk country profile Croatia (link).

Škrinjarić, T. (2023), What are the short-to-medium-term effects of extreme weather on the Croatian economy?, CNB Working Papers, W-70, Croatian National Bank, https://www.hnb.hr/en/-/what-are-the-short-to-medium-term-effects-of-extreme-weather-on-the-croatian-economy.

International Foundation Big Data and Artificial Intelligence for Human Development (IFAB) (2022) data, available at: https://www.ifabfoundation.org/e3ci/.

 

About the author

Tihana Škrinjarić
is a Research Economist at the Bank of England. Previously, she was an Advisor at the Macroprudential Policy and Financial Stability Department at the Croatian National Bank (2021-2023). She holds a Ph.D. in Economics, and her interests include econometrics applications within macroprudential policy, cyclical risk evaluation, and general macroprudential stance assessment. Before working in central banking, Tihana was an Assistant Professor at the University of Zagreb, where her interests included financial econometrics and time series. 
SUERF Policy Briefs (SPBs) serve to promote SUERF Members’ economic views and research findings as well as economic policy-oriented analyses. They address topical issues and propose solutions to current economic and financial challenges. SPBs serve to increase the international visibility of SUERF Members’ analyses and research. The views expressed are those of the author(s) and not necessarily those of the institution(s) with which the author(s) is/are affiliated.
 
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