PinnedLukasz SzubelakinTowards Data ScienceCausal Inference with Python: A Guide to Propensity Score MatchingAn introduction to estimating treatment effects in non-randomized settings using practical examples and Python codeJul 21Jul 21
PinnedLukasz SzubelakinTowards AIMastering Causal Inference with Python: A Guide to Synthetic Control GroupsOne can feel intrigued when a newspaper like the Washington Post writes an article about the statistical method. Statistical modeling isn’t…May 115May 115
PinnedLukasz SzubelakinTowards Data ScienceExploring causality in Python. Difference-in-differencesEstablishing causality is one of the most important (although quite often neglected) areas of analytical work. In an upcoming series of…Apr 85Apr 85
Lukasz SzubelakDifference-in-differences — multiple periods and multiple controls. The case of the Basque Country.We encounter questions about causality all the time. It happens in our daily lives and in professional settings. Causal questions can be…May 1May 1
Lukasz SzubelakWhen war leads to increased trade — Poland-Ukraine trade in 2022The Russian invasion of Ukraine has changed the European political and economic landscape. As for the end of February 2023, we can state…Feb 25, 2023Feb 25, 2023
Lukasz SzubelakWhich EU country has the most cars?Owning a car is an important (and often necessary) part of life. Car ownership varies across different countries. It is often the result of…Jun 22, 20221Jun 22, 20221
Lukasz SzubelakIs European Union economically dependent on Russia?The war in Ukraine is a major crisis that will impact global geopolitics and economy in many years to come. Russian attack on Ukraine…May 11, 2022May 11, 2022