Cardiff University | Prifysgol Caerdydd ORCA
Online Research @ Cardiff 
WelshClear Cookie - decide language by browser settings

The determinants of heroin flows in Europe: a latent space approach

Berlusconi, Giulia, Aziani, Alberto and Giommoni, Luca 2017. The determinants of heroin flows in Europe: a latent space approach. Social Networks 51 , pp. 104-117. 10.1016/j.socnet.2017.03.012

[img]
Preview
PDF - Accepted Post-Print Version
Available under License Creative Commons Attribution Non-commercial No Derivatives.

Download (796kB) | Preview

Abstract

This study utilises recent advances in statistical models for social networks to identify the factors shaping heroin trafficking in relation to European countries. First, it estimates the size of the heroin flows among a network of 61 countries, before subsequently using a latent space approach to model the presence of trafficking and the amount of heroin traded between any two given countries. Many networks, such as trade networks, are intrinsically weighted, and ignoring edge weights results in a loss of relevant information. Traditionally, the gravity model has been used to predict legal trade flows, assuming conditional independence among observations. More recently, latent space position models for social networks have been used to analyze legal trade among countries, and, mutatis mutandis, can be applied to the context of illegal trade to count both edge weights and conditional dependence among observations. These models allow for a better understanding of the generative processes and potential evolution of heroin trafficking routes. This study shows that geographical and social proximity provide fertile ground for the formation of heroin flows. Opportunities are also a driver of drug flows towards countries where regulation of corruption is weak.

Item Type: Article
Date Type: Publication
Status: Published
Schools: Social Sciences (Includes Criminology and Education)
Subjects: H Social Sciences > HA Statistics
H Social Sciences > HM Sociology
Uncontrolled Keywords: Heroin trafficking; Latent space; Gravity model; Social proximity
Publisher: Elsevier
ISSN: 0378-8733
Date of First Compliant Deposit: 4 May 2017
Date of Acceptance: 1 February 2017
Last Modified: 27 Oct 2018 00:51
URI: http://orca-mwe.cf.ac.uk/id/eprint/99529

Citation Data

Cited 3 times in Scopus. View in Scopus. Powered By Scopus® Data

Actions (repository staff only)

Edit Item Edit Item

Downloads

Downloads per month over past year

View more statistics