“…This study contributes uniquely by identifying causal links between crime rates and 13 different land uses, including (1) water bodies, (2) forests, (3) industry, (4) infrastructure & utilities, (5) institutions & community facilities, (6) open areas & recreational facilities, (7) residential & housing, (8) beaches, (9) mixed development, (10) transportation & roads, (11) trade & commerce, (12) agriculture, and (13) vacant land. This study also considers four hot spot time frames, namely midnight (12:59 a.m.), morning (7:59 a.m.), evening (12:59 p.m.), and night (7:59 p.m.), which are overlaid with land used to identify violent crime activity for each land use type.…”