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The growing sense of insecurity in the Western world due to home-grown Islamist terrorism prompts further research on the topic. Based on previous literature, the current paper attempts to determine whether factors can be identified which contribute to Western individuals joining Islamic extremist organizations and engaging in terrorist behavior in the West. Four factors are discussed: While extensive scientific literature supports the view that identity crises and relative deprivation play a crucial role in turning Western individuals to terrorism, evidence on the role of personal characteristics and empathy, on the other hand, is still too scarce to allow any clear scientific judgment.