Tihana Škrinjarić


This paper explores the effects of the economic-political crisis of the biggest company-concern in Croatia,
Agrokor, on the value of the food sector stock index on Zagreb Stock Exchange. Synthetic Control Methodology
was applied on sector monthly data for the period February 2013 – December 2017. The results indicate that
the controversies around Agrokor potentially had negative effects on the value of food industry stocks on the
Croatian market. This can be interpreted that investors did not anticipate some events regarding the Agrokor
concern and holding of certain stocks has fore surely affected the value of some portfolios.


Agrokor crisis; stock market; synthetic control methodology; stock index

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Abadie, A., Diamond, A., Hainmueller, J. (2010) “Synthetic Control Methods for Comparative Case Studies:

Estimating the Effect of California's Tobacco Control Program”, Journal of the American Statistical Association, Vol.

, No. 490, pp. 493-505.

Abadie, A., Diamond, A., Hainmueller, J. (2015) “Comparative Politics and the Synthetic Control Method”, American

Journal of Political Science, Vol. 59, No. 2, pp. 495-510.

Abadie, A., Gardeazabal, J. (2003) “The Economic Costs of Conflict: A Case Study of the Basque Country”,

American Economic Review, Vol. 93, No. 1, pp. 113-132.

Adhikari, B., Alm, J. (2016) “Evaluating the Economic Effects of Flat Tax Reforms Using Synthetic Control Methods”,

Southern Economic Journal, Vol. 83, pp. 437-463.

Agrokor (2018) Financial report [online] Available at:


Ando, M., Savje, F. (2013) “Hypothesis Testing with the Synthetic Control Method”. Working Paper.

Arditti, F. (1967) “Risk and the Required Return on Equity”, The Journal of Finance, Vol. 22, pp. 19–36.

Aytug, H., Kutuk, M. M., Oduncu, A., Togan, S. (2015) “Twenty Years of the EU‐Turkey Customs Union: A Synthetic

Control Method Analysis”, Journal of Common Market Studies, Vol. 55, No. 3, pp. 419-431.

Balcellsa, L., Torrats-Espinosa, G. (2018) „Using a natural experiment to estimate the electoral consequences of terrorist

attacks“, Proceedings of the National Academy of Sciences, pp. 1-6.

Barone, G., Mocetti, S. (2014) “Natural Disasters, Growth and Institutions: a Tale of Two Earthquakes”, Journal of

Urban Economics, Vol. 84, pp. 52–66.

Bialkowski, J., Gottschalk, K., Wisniewski, T. (2008) “Stock market volatility around national elections”, Journal of

Banking & Finance, Vol. 322, pp. 1941-1953.

Born, B., Müller, G. J., Schularick, M., Sedlacek, P. (2017) „The Economic Consequences of the Brexit Vote“,

Discussion Papers 1738, Centre for Macroeconomics (CFM).

Bouvet, F. (2015) “Estimating the Impact of the Economic and Monetary Union on National Income Inequality: A

Synthetic Counterfactual Analysis”, working paper.

Bove, V., Elia, L., Smith, R. P. (2014) „The Relationship between Panel and Synthetic Control Estimators on the

Effect of Civil War“, Working Paper.

Campos, N. F., Coricelli, F., Moretti, L. (2014) “Economic Growth and political Integration: Estimating the Benefits

from Membership in the European Union Using the Synthetic Counterfactuals Method” IZA Discussion Paper No.

Costalli,S., Moretti, L., Pischedda, C. (2017) „The economic costs of civil war: Synthetic counterfactual evidence and

the effects of ethnic fractionalization“, Journal of Peace Research, Vol. 54, No. 1, pp. 80-98.

Dangol, J. (2008) “Unanticipated Political Events and Stock Returns: An Event Study”, NRB Economic Review,

Nepal Rastra Bank, Research Department, Vol. 20, pp. 86-110. 63

CEA Journal of Economics

DuPont, W., Noy, I. (2012) “What Happened to Kobe? A Reassessment of the Impact of the 1995 Earthquake in

Japan”, University of Hawai`i at Mānoa, Department of Economics Working Paper Series, No. 12-4.

Duso, T., Gugler, K., Yurtoglu, B. (2010) “I s the event study methodology useful for merger analysis? A comparison

of stock market and accounting data”, International Review of Law and Economics, Vol. 30, No. 2, pp. 186-192.

Fama, E. F. (1970) “Efficient Capital Markets: A Review of Theory and Empirical Work”, The Journal of Finance, Vol.

, No. 2, pp. 383-417.

Ferman, B., Pinto, C. (2017a) “Placebo Tests for Synthetic Controls”. MPRA working papers.

Ferman, B., Pinto, C. (2017b) “Revisiting the Synthetic Control Estimator”. Textos para discussão 421, FGV/EESP

- Escola de Economia de São Paulo, Getulio Vargas Foundation (Brazil)

Ferman, B., Pinto, C., Possebom, V. (2017) “Cherry Picking with Synthetic Controls”. Textos para discussão 420,

FGV/EESP - Escola de Economia de São Paulo, Getulio Vargas Foundation (Brazil).

Firpo, S, Possebom, V. (2017) “Synthetic Control Method: Inference, Sensitivity Analysis and Confidence Sets”.

Working paper.

Gardijan, M., Škrinjarić, T. (2015) “Estimating investor preferences towards portfolio return distribution in investment

funds”, Croatian Operational Research Review CRORR, Vol. 6, No. 2, pp. 1–16.

Google trends (2018) Available at:

Grubišić-Šeba, M. (2018a) „Je li Agrokor usamljeni slučaj ili samo jedna tipična hrvatska priča?“ („Is Agrokor a sole

case or only one typical Croatian story?“), Računovodstvo i financije, Vol. LXIV, No. 3, pp. 6-10.

Grubišić-Šeba, M. (2018b) Nagodba Agrokorovih vjerovnika i moguća kapitalna povezivanja u cilju minimiziranja

financijskih rizika (Settlement of Agrokor creditors and possible capital linkages for minimizing financial risks),

Financijsko izvještavanje, revizija i krizni financijski menadžment / Gulin, Danimir (editor), Zagreb: Hrvatska

zajednica računovođa i financijskih djelatnika (Croatian society of accountants and financial workers), pp. 157-188.

Ivanković, Ž. (2017) „The Political Economy of Crony Capitalism: A Case Study of the Collapse of the Largest

Croatian Conglomerate“, Politička misao – Political thought, Vol. 54, No. 4, pp. 40-60.

Klepo, M., Bićanić, I., Ivanković, Ž. (2017) “The Case of Agrokor: The Crisis of the Largest Croatian Company”,

Friedrich Ebert Stiftung Analysis.

MacKinlay, A. C. (1997) “Event Studies in Economics and Finance”, Journal of Economic Literature, Vol. 35, pp. 13-

Miletić, M. (2011) “Stock price reaction to dividend announcement in Croatia”, Economic research-Ekonomska

istraživanja, Vol. 24, No. 3, pp. 147-156.

Montalvo, J. G. (2011) „Voting after the Bombings: A Natural Experiment on the Effect of Terrorist Attacks on

Democratic Elections“, Review of Economics and Statistics, Vol. 93, No. 4, pp. 1146–1154.

Müller, S. M., Machina, M. J. (1987) “Moment preferences and polynomial utility”, Economics Letters, Vol. 23, pp.


Odobašić, S., Tolušić, M., Tolušić, Z. (2014) “The application of the CAPM model on selected shares on the Croatian

capital market”, Ekonomski vjesnik: Review of Contemporary Entrepreneurship, Business, and Economic Issues,

Vol. XXVII, No. 2, pp. 297-312.

Perković, A. (2011) “Research of beta as adequate risk measure - is beta still alive?”, Croatian Operational Research

Review (CRORR), Vol. 2, pp. 102–111.

Pinotti, P. (2012) “Organized Crime, Violence and the Quality of Politicians: Evidence from Southern Italy”, Paolo

Baffi Centre Research Paper No. 2012-124.

Rubinić, I., Bodul, D. (2018) „Regulation of the “too-big-to-fail” entities in the Republic of Croatia“, Ekonomski pregled

– Economic Review, Vol. 69, No. 3, pp. 298-321.

Škrinjarić, T. (2013) “Portfolio Selection with Higher Moments and Application on Zagreb Stock Exchange”, Zagreb

International Review of Economics & Business, Vol. 16, No. 1, pp. 65-78.

Škrinjarić, T. (2014) “Investment Strategy on the Zagreb Stock Exchange Based on Dynamic DEA”, Croatian

Economic Survey, Vol. 16, No. 1, pp. 129-160.

Smith, B. (2015) “The Resource Curse Exorcised: Evidence from a Panel of Countries”, Journal of Development

Economics, Vol. 116, pp. 57–73.

Tomić, B. (2013) “The application of the capital asset pricing model on the Croatian capital market”, MPRA Paper

No. 55764.

Wassmann, P. (2016) “The economic effects of the EU Eastern enlargement on border regions in the old member

states”, Hannover Economic Papers (HEP), No. 582.

Yu, J., Wang, C. (2013) “Political Risk and Economic Development: A Case Study of China”, Ekonomska Istražianja

- Economic Research, Vol. 26, No. 2, pp. 35–50.

ZSE (2018) Available at:

Žudel, B., Melioris, L. (2016) „Five years in a balloon: estimating the effects of Euro adoption in Slovakia using the

synthetic control method“, Economics department working papers No. 1317, ECO/WKP(2016)41.


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