suggests that the physical structure of areas can
influence criminal behaviour. The map indicates that
criminal activities are increasingly distributed
towards Kulim and Penang, known as industrial
cities.
The Hotspot analysis was carried out to
determine the spatial distribution of crime activities
that occurred between the years 2000 and 2013 using
Euclidean distance for accurate measurement. The
research resulted in a z-score for each value, which
represents the statistical significance of the spatial
clustering based on the randomization null
hypothesis. The findings indicate that most crime
hotspots, particularly those in commercial and
industrial regions are located in Sungai Petani. To
represent the density of crime, a map using graduated
colors was made, in which green shows low z-scores
and yellow and red show moderate and high z-scores,
respectively, thus showing areas with the highest
crime rates.
Figure 8 shows these crime hotspots, with
the red areas representing high crime rates standing
out in Sungai Petani.
3.2 Discussions
The study shows that the social location of an
individual, group and community do have strong
relationship on social problem and crime experienced
and its impact on individual and urban security as
well their access to urban governance and
development. Even though the incident of ethnic
skirmishes in Sungai Petani did involve the ethnic
Malay and Indian groups but the data collected did
not give evidence that ethnic and religious differences
as the cause to skirmishes taking place among these
groups (Noor 2021).
The main causes highlight the failures of urban
governance of security and the redistribution of the
fruits of development fairly and inclusively,
especially to low social status group. Thus, social
problem and crime in urban area being studied are
related to urban planning and implementation of the
local development plan and, may be relevance to the
hot spot of ethnic skirmishes in other urban centres in
Malaysia (Browning et al. 2010).
Analysing the data by social status grouping do
show that social problems and crime are observed to
have negative impact on the family and life of the
majority of the low social status group (Mansor et al.
2014). Urban governance and development failures
that give rise to the social problem in the communities
are the causes to the rising level of criminal activities
that will influence negatively on urban security.
Despite the above findings, the low social status
group studied still views positively and recognises the
roles of governance by the local government in
managing to reduce the social problem and crime in
their areas. In fact, without effective intervention by
the local government, other state and federal agencies
as well as the NGO, they do anticipate that the
security of their family and housing areas in their
urban setting will be more negatively affected.
Among the middle social status group, they foresee
the initial factor of social problem and urban
governance and development failures that generate
the rising level of crime in their housing areas.
The variations between these social status groups
could be identified in which the middle social status
group place individual security compared to the low
social status group. To the middle social status group,
personal and family matters are importance to them
over others. This prevails as fundamental needs from
security is being con-trolled with care. Yet the group
does inform that, generally, urban governance and
development are still regarded as importance to
ensure their individual security.
The GIS and crime data do support the
sociological study that social location does influence
behaviour of the urban dwellers. The 2000 to 2013
data on changing pattern of land use and crime
including narcotic collected show that where the low
social status group stays, social problem, petty crime
and drugs overlap with social status and crime. While
in the middle social status housing scheme, property
crime is low as often theirs are a gated-community.
The study on the relationship between pattern of land
use and crime in Sungai Petani should be a
comparative study of other township and city in
Malaysia in order to measure the strength and
significance of their relationship.
3.3 Way Forward in Managing Urban
Skirmishes
These findings have contributed to the literature,
informed practical applications, and influenced
policy-making in the context of urban growth and
overall well-being. The information added from this
study will also contribute to the strategic planning of
future urban redevelopments that consider all
essential factors, particularly societal well-being, in
an attempt to increase the liveability of our cities. The
most important contribution that this study makes is
in its methodology, since it combines capabilities of
the social sciences with spatial analysts using GIS in
detecting and describing the social phenomena being
studied. This research has confirmed that the
disciplines of science and technology combined with