Daniel Racek
dracek.bsky.social
Daniel Racek
@dracek.bsky.social
Head of Data Science for Conflict Research CCEW @CISS
PhD in Statistics from LMU
July 31, 2025 at 1:12 PM
Making explicit use of the grid-based structure, model estimation can be carried out efficiently with the R package mgcv, allowing for complex model fits over large sets of areas (e.g. continents). We provide a tutorial on how researchers can apply our method for their own work in our paper. [5/5]
July 31, 2025 at 1:10 PM
We demonstrate how conflict is triggered across cells, over both varying distances and time lags. Diffusion is heavily driven by population structures. Conflict generally breaks out in densely populated areas and from there diffuses, disproportionately affecting less populated areas. [4/5]
July 31, 2025 at 1:01 PM
We develop a generalized additive model that smooths across the spatio-temporal history of each observation, to capture these diffusion effects. Using conflict data from UCDP & PRIO grid cells across Africa, we analyze diffusion up to 550km in distance and 24 months in the past. [3/5]
July 31, 2025 at 1:01 PM
Armed conflict exhibits substantial diffusion, i.e., spreading, across space and time. However, existing statistical models do not analyze nor fully capture these complex transmission processes. [2/5]
July 31, 2025 at 1:01 PM