I study the predictability of the EC’s merger decision procedure before and after the 2004 merger policy reform based on a dataset covering all affected markets of mergers with an official decision documented by DG Comp between 1990 and 2014. Using the highly flexible, non-parametric random...

Lacking predictability of competition-law enforcement has its costs. This paper shows that academic analyses of what competition laws should look like do not always treat this factor adequately, paying instead excessive attention to the problem of error. Namely, some analyses completely ignore...

I study the predictability of the EC’s merger decision procedure before and after the 2004 merger policy reform based on a dataset covering all affected markets of mergers with an official decision documented by DG Comp between 1990 and 2014. Using the highly flexible, non-parametric random...

I study the predictability of the EC's merger decision procedure before and after the 2004 merger policy reform based on a dataset covering all affected markets of mergers with an official decision documented by DG Comp between 1990 and 2014. Using the highly flexible, non-parametric random...

Scholars and enforcement officials debate the merits and implications of “behavioral antitrust” — the application of empirical evidence showing how human behavior departs systematically and predictably from strict rationality (“bounded rationality”) to antitrust law. Notwithstanding...

The present study aims to explain and predict the monetary amount awarded by courts as compensation for harm suffered. A set of machine-learning algorithms was applied to a sample of decisions handed down by the Polish common courts. The methodology involved two steps: identification of words...

This paper argues that the widely applied practice of using OLS regression to predict “but-for” prices for cartel damage estimation is outdated. By replicating the dataset from a prominent Vitamins antitrust case of price-fixing, I show that a supervised machine learning algorithm is...

This article distills insights about cartel formation from 41 cases prosecuted by the European Commission between 2001 and 2010. The case studies examine the events occurring in the industries prior to the cartels' set-up and identify the following potential causes for cartel formation: Changes...