Revista Científica ‘‘INGENIAR”: Ingeniería, Tecnología e Investigación. Vol. 8 Núm. (16) 2025. ISSN: 2737-6249  
Road safety and user vulnerability in urban corridors: Empirical evidence from the city of Jipijapa.  
SEGURIDAD VIAL Y VULNERABILIDAD DE LOS USUARIOS EN  
CORREDORES URBANOS: EVIDENCIA EMPÍRICA DE LA CIUDAD DE  
JIPIJAPA  
ROAD SAFETY AND USER VULNERABILITY IN URBAN CORRIDORS:  
EMPIRICAL EVIDENCE FROM THE CITY OF JIPIJAPA  
1
2
Moreno-Ponce Luis Alfonso ; Solórzano-Villegas Lucy Elizabeth ;  
3
4
Álvarez-Álvarez Martha Johana ; Castro-Chilán Dayana Michelle  
1
2
3
4
Resumen  
La seguridad vial urbana representó un desafío crítico en las ciudades intermedias de Ecuador,  
donde peatones, ciclistas y motociclistas estaban altamente expuestos. Este estudio evaluó la  
Avenida La Prensa en Jipijapa, un corredor urbano de 948 m con usos residenciales y  
comerciales e intensa interacción modal. El objetivo fue evaluar la seguridad vial y la  
vulnerabilidad de los usuarios mediante una auditoría de seguridad vial, utilizando listas de  
verificación estandarizadas y triangulación con registros oficiales de accidentes y datos de  
exposición vehicular. Se aplicó un diseño observacional transversal, que incorporó inspecciones  
diurnas y nocturnas, formularios estandarizados, registros fotográficos georreferenciados y  
matrices de riesgo que combinan probabilidad y consecuencia. Se utilizaron datos de accidentes  
policiales de 2019 a 2023, aforos de tráfico para el tráfico promedio diario anual (TPDA) y  
levantamientos topográficos para el contexto geométrico. Los resultados revelaron una alta  
criticidad en usuarios vulnerables (85 puntos), visibilidad y control de velocidad (82), y  
señalización vertical y horizontal (79). Los registros de accidentes destacaron colisiones laterales  
y frontales, junto con atropellos de peatones en áreas sin cruces designados. Las velocidades  
de operación superaron la velocidad de diseño de 50 km/h en hasta 9 km/h, lo que incrementó  
la exposición al riesgo y la gravedad de los accidentes. La consolidación de matrices y registros  
permitió identificar subsecciones críticas (0+0000+200 m y 0+2000+400 m) y proporcionó  
evidencia empírica para respaldar intervenciones técnicamente sólidas. Se concluyó que la  
integración de los resultados de las auditorías, los niveles de exposición y los registros de  
accidentes ofreció evidencia sólida para fortalecer la gestión municipal y la planificación de  
medidas de seguridad eficaces en corredores urbanos comparables.  
Palabras clave: auditoría de seguridad vial; usuarios vulnerables; velocidad de operación;  
historial de accidentes; matriz de riesgos.  
Abstract  
Urban road safety represented a critical challenge in intermediate cities of Ecuador, where  
pedestrians, cyclists, and motorcyclists were highly exposed. This study evaluated La Prensa  
Avenue in Jipijapa, a 948 m urban corridor with residential and commercial uses and intense  
modal interaction. The aim was to assess road safety and user vulnerability through a road safety  
audit, using standardised checklists and triangulation with official crash records and vehicle  
Información del manuscrito:  
Fecha de recepción: 08 de julio de 2025.  
Fecha de aceptación: 18 de septiembre de 2025.  
Fecha de publicación: 27 de octubre de 2025.  
394  
Moreno-Ponce et al. (2025)  
exposure data. A cross-sectional observational design was applied, incorporating daytime and  
night-time inspections, standardised forms, georeferenced photographic records, and risk  
matrices combining probability and consequence. Police crash data from 2019 to 2023, traffic  
counts for annual average daily traffic (AADT), and topographic surveys for geometric context  
were utilised. The results revealed high criticality in vulnerable users (85 points), visibility and  
speed control (82), and vertical and horizontal signage (79). Crash records highlighted side and  
frontal collisions, along with pedestrian crashes in areas lacking designated crossings. Operating  
speeds exceeded the 50 km/h design speed by up to 9 km/h, increasing risk exposure and crash  
severity. The consolidation of matrices and records enabled the identification of critical sub-  
sections (0+0000+200 m and 0+2000+400 m) and provided empirical evidence to support  
technically sound interventions. It was concluded that integrating audit results, exposure levels,  
and crash records offered robust evidence to strengthen municipal management and planning of  
effective safety measures in comparable urban corridors.  
Keywords: road safety audit; vulnerable users; operating speed; crash records; risk matrix.  
1
. Introduction  
infrastructure (crossings, cycle lanes,  
lighting, signage), the absence of  
exclusive lanes, and risky driving  
behaviours (speeding, aggressive  
manoeuvres, lack of attention), all of  
Urban road safety faces a critical  
problem due to the high vulnerability  
of pedestrians and two-wheeled  
vehicle users such as cyclists and  
which  
intersections and saturated corridors  
Chaudhari et al., 2021; Girgis et al.,  
023). Added to these are social and  
intensify  
conflicts  
at  
motorcyclists.  
These  
groups,  
referred to as vulnerable road users,  
lack the physical protection afforded  
by motorised vehicles, which  
exposes them to a higher risk of  
serious or fatal injuries in the event of  
(
2
planning conditions that push  
mobility by foot or two wheels.  
Mitigating the risk requires  
comprehensive approach  
a
a
collision.  
In  
many  
cities,  
that  
approximately two-thirds of traffic  
deaths involve pedestrians, cyclists,  
and motorcyclists, particularly in  
corridors with high traffic flows and  
complex road geometries (Bassani et  
al., 2020; Kayisu et al., 2024; Sosik-  
Filipiak & Osypchuk, 2023).  
integrates safe infrastructure, road  
safety  
education,  
and  
effective  
enforcement,  
community  
participation to reduce exposure and  
improve urban access (Bassani et  
al., 2020; Sosik-Filipiak & Osypchuk,  
2023).  
Vulnerability arises from combined  
factors: unsafe or incomplete  
The adaptation of infrastructure to  
the needs of vulnerable users is  
Revista Científica ‘‘INGENIAR”: Ingeniería, Tecnología e Investigación. Vol. 8 Núm. (16) 2025. ISSN: 2737-6249  
Road safety and user vulnerability in urban corridors: Empirical evidence from the city of Jipijapa.  
essential; the implementation of safe  
pedestrian crossings, bicycle lanes,  
lower speed limits, and improved  
are key for evidence-based decision-  
making (Shohel & Moridpour, 2025).  
Despite growing concern for road  
safety in Ecuador, there remains a  
shortage of studies and specific data  
on the effectiveness of interventions  
in intermediate cities of the coastal  
region. Most of the literature comes  
from high-income countries, and only  
a small fraction addresses contexts  
in middle- and low-income countries,  
which limits the adaptation of policies  
and solutions to local realities with  
visibility  
has  
demonstrated  
reductions in crash occurrence (da  
Silva & Bezerra, 2024; González-  
Gómez & Castro, 2020; Klanjčić et  
al., 2022). Policies encouraging  
active mobility not only improve the  
safety of pedestrians and cyclists but  
also benefit drivers, as evidenced in  
European  
cities  
with  
high  
percentages of walking and cycling  
trips (Klanjčić et al., 2022). The use  
of intelligent technologies for  
detection and early warning adds  
capacity for risk management in  
complex urban environments (Zhang  
et al., 2025).  
different  
infrastructure, and social factors  
Goel et al., 2024).  
mobility  
patterns,  
(
At  
the  
national  
level,  
the  
decentralisation  
of  
traffic  
management to municipalities has  
not been accompanied by systematic  
International experience highlights  
the importance of comprehensive  
strategies adapted to local contexts,  
prioritising investment in safe  
evidence  
production  
or  
the  
institutionalisation of robust policies.  
The absence or weakness of  
standardised crash records, risk  
infrastructure,  
strengthening  
enforcement, and implementing  
educational programmes, along with  
participatory processes in the design  
of solutions (Faus et al., 2025; Kayisu  
et al., 2024). The analysis of the  
spatial distribution of crashes allows  
the identification of critical corridors  
and points for targeted interventions,  
while improvements in data quality  
factor  
data,  
and  
intervention  
outcomes hinders the identification of  
the most dangerous corridors, the  
evaluation of vulnerability, and the  
prioritisation of  
evidence-based  
actions (Gaibor & Carvajal, 2024).  
Similarly, studies in intermediate  
Andean cities highlight deficiencies  
396  
Moreno-Ponce et al. (2025)  
in  
pedestrian  
and  
cycling  
corridors of Jipijapa through a road  
safety audit with standardised  
checklists and triangulation with  
official crash records and exposure  
levels (AADT). The purpose was to  
characterise the operational context  
infrastructure, although gaps remain  
regarding the impact of specific  
improvements  
or  
integrated  
interventions in the coastal region.  
The lack of solid evidence on human  
factors, road design, institutional  
control, and post-crash response  
represents a critical obstacle for  
effective decisions and policies  
(speeds,  
geometry,  
and  
environment), identify and classify  
non-conformities affecting vulnerable  
users, construct a risk matrix  
(Hermida et al., 2019; Mohan et al.,  
(probability  
×
consequence)  
2020).  
integrated with crash severity and  
frequency, and delimit critical  
In response, this study focused on  
urban corridors in Jipijapa through  
road safety audits and systematic  
observation, employing standardised  
checklists, classification of non-  
conformities affecting pedestrians,  
cyclists, and motorcyclists, and a risk  
matrix based on probability and  
consequence. Triangulation with  
official crash records and exposure  
levels, measured as annual average  
daily traffic, enabled the identification  
of critical subsections and conflict  
subsections a  
prioritisation ranking of measures  
low-cost and structural) supporting  
to  
generate  
(
municipal decision-making.  
Finally, the article is structured into  
five sections. Materials and methods  
describe the study area, the road  
safety audit with checklists, the  
official sources of crash and  
exposure data (AADT), and the  
procedure for constructing the risk  
matrix and the prioritisation criterion.  
Results report the characterisation of  
the corridor, the crash profile by type  
and severity, the findings by themes  
affecting pedestrians, cyclists, and  
motorcyclists, the criticality matrix by  
subsections, and the intervention  
ranking. The Discussion interprets  
the observed patterns and their  
patterns,  
providing  
empirical  
evidence to prioritise interventions  
and document user vulnerability  
(Moreno-Ponce et al., 2025).  
In line with the above, the aim of the  
article was to assess road safety and  
the vulnerability of pedestrians,  
cyclists, and motorcyclists in urban  
397  
Revista Científica ‘‘INGENIAR”: Ingeniería, Tecnología e Investigación. Vol. 8 Núm. (16) 2025. ISSN: 2737-6249  
Road safety and user vulnerability in urban corridors: Empirical evidence from the city of Jipijapa.  
operational  
and  
The  
management  
Conclusions  
chainage 0+0000+948 and a total  
length of 948 m. The corridor  
endpoints were georeferenced in the  
UTM system (zone 17S) as follows:  
Start 545,555.00 m E 9,850,388.00  
m S; End 546,443.00 m E –  
implications.  
summarise the contributions, delimit  
scope, and propose lines of action for  
municipal decision-making.  
9
,850,694.00 m S. The surrounding  
environment is mixed urban  
residentialcommercial), with two  
2
. Materials and Methods  
(
2.1  
Study area  
lanes, sidewalks, and curbs along  
the section, justifying its evaluation  
due to the daily interaction between  
vehicle flows and vulnerable users.  
The study was conducted on La  
Prensa Avenue in Jipijapa (Manabí,  
Ecuador), between the Jipijapa  
Bypass and Cotopaxi Street, with  
Figure 1. La Prensa Avenue (BypassCotopaxi Street), Jipijapa  
Note. Google Earth. Section 0+0000+948; UTM start/end coordinates; audited axis highlighted.  
(
RSA), grounded in direct and  
systematic observation of corridor  
conditions, complemented by  
2
.2  
Study design  
The research was designed as an  
observational, cross-sectional study  
aimed at evaluating road safety on  
La Prensa Avenue in Jipijapa. The  
methodology was based on the  
application of a Road Safety Audit  
triangulation with official crash  
records and vehicle count data.  
The audit employed thematic  
checklists  
that  
enabled  
the  
398  
Moreno-Ponce et al. (2025)  
identification and classification of  
non-conformities in aspects relevant  
to road safety: visibility and speed  
control, alignment and cross-section,  
vertical and horizontal signage,  
2.3  
Data sources  
The evaluation of road safety on La  
Prensa Avenue used official records  
and technical surveys. Crash data  
were obtained from the National  
Police and covered the period 2019–  
lighting,  
pavement  
condition,  
for  
intersections,  
conditions  
2023, with details on accident  
vulnerable users, and structural  
elements such as bridges. This  
methodological structure ensured a  
comprehensive analysis of risk  
factors, considering the interaction  
typology and severity.  
Additional data from vehicle counts  
conducted along the audited section  
were available, necessary for  
estimating the Annual Average Daily  
Traffic (AADT) and for comparison  
with the design speed established in  
national regulations.  
between  
vehicles,  
pedestrians,  
cyclists, and motorcyclists in a mixed  
urban environment.  
The findings obtained during  
inspections were organised into risk  
matrices constructed from the  
relationship between probability and  
The geometric and spatial analysis of  
the corridor was supported by a  
topographic survey of the road axis  
and the urban cartography of  
Jipijapa, which allowed accurate  
contextualisation of the infrastructure  
and precise delimitation of the study  
area.  
consequence. procedure  
This  
transformed field data into  
a
hierarchical classification system  
that facilitated the prioritisation of  
interventions. In this way, the study  
design  
integrated  
empirical  
technical  
statistical  
2.4  
Instruments  
observation,  
systematisation,  
and  
The audit was supported by  
standardised forms and checklists  
support, providing a solid basis for  
characterising road safety in the  
audited corridor.  
designed  
to  
evaluate the  
and operational  
infrastructure  
conditions of the corridor. These  
tools were systematically applied  
during field inspections to record  
399  
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Road safety and user vulnerability in urban corridors: Empirical evidence from the city of Jipijapa.  
observations in an organised and  
comparable manner.  
magnitude of vehicle flow along the  
section.  
The checklists were structured into  
Operational conflicts were recorded  
in terms of visibility, speed control,  
thematic  
visibility  
categories  
and speed  
covering  
control,  
road  
geometry,  
lighting,  
and  
alignment and cross-section, vertical  
and horizontal signage, lighting,  
pavement condition, intersections,  
vulnerable user conditions, and  
structures such as bridges. Each  
theme included verification items that  
guided the review of specific aspects  
of the road.  
pavement  
condition.  
These  
indicators reflected risk conditions in  
daily operation.  
Variables  
associated  
with  
accessibility and safety of vulnerable  
users, particularly pedestrians and  
cyclists,  
were  
also  
included,  
considering crossings, continuity of  
sidewalks, available widths, and  
specific signage.  
The forms also included sections to  
record  
evaluator  
comments,  
coordinates, and spatial references,  
as well as linking photographs to the  
observed findings. This provided  
homogeneous technical input for the  
subsequent construction of risk  
matrices and comparative analysis  
between sections.  
The risk level was determined using  
a matrix relating probability and  
consequence, which assigned an  
ordinal value to each finding  
according to its criticality. This  
methodological approach facilitated  
the integration of different indicators  
into a coherent evaluation framework  
for the corridor under study.  
2.5  
Variables and indicators  
The analysis was structured around  
a set of variables related to road  
safety and user vulnerability in the  
audited corridor. The exposure  
variable was represented by the  
Annual Average Daily Traffic  
2.6  
Procedure  
The audit was carried out through  
field inspections conducted both  
during the day and at night along the  
defined section of La Prensa  
Avenue. During these inspections,  
the thematic checklists were applied,  
(AADT), which measured the  
400  
Moreno-Ponce et al. (2025)  
direct observations were recorded,  
and a georeferenced photographic  
record was compiled to document  
each finding in its precise location.  
absolute and relative frequencies by  
accident type and severity for the  
reference period.  
In the second stage, criticality indices  
were calculated for each subsection  
and evaluated theme. These indices  
were derived from the field-applied  
risk matrix, transforming probability  
and consequence combinations into  
an ordinal scale that allowed the  
prioritisation of findings.  
The collected information was  
organised into standardised forms,  
where verification items were marked  
as met or unmet, along with  
additional  
auditor  
comments.  
Subsequently, the data were  
systematised and transferred into  
risk matrices prepared for each audit  
theme, assigning probability and  
consequence values to the identified  
non-conformities.  
The third stage involved the spatial  
representation of results through  
thematic maps of the corridor,  
highlighting the points with the  
highest risk levels. Based on this, a  
prioritisation ranking was developed,  
combining values from the risk matrix  
and the recurrence of crashes  
recorded on the road.  
The consolidation of these matrices  
made it possible to structure a  
general audit matrix integrating all  
reviewed aspects of the corridor. To  
ensure process consistency, quality  
control was applied through cross-  
checking of forms and photographs,  
guaranteeing coherence between  
graphical evidence and written  
records.  
2.8  
Ethical and operational  
safety considerations  
Data collection was conducted  
exclusively from public space,  
without  
recording  
personal  
2.7  
Analysis  
information of road users or carrying  
out surveys that could compromise  
the identity of pedestrians or drivers.  
This ensured compliance with  
confidentiality and ethical standards  
for research in urban environments.  
The information processing was  
developed in three complementary  
stages. First, a descriptive statistical  
analysis of crash records was  
performed, organising data into  
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Road safety and user vulnerability in urban corridors: Empirical evidence from the city of Jipijapa.  
During  
inspection  
activities,  
3
. Results and discussion  
.1 Corridor characterisation  
operational safety measures were  
applied for the audit team. These  
included the use of reflective vests,  
preventive signage at observation  
3
and exposure  
La Prensa Avenue, in the section  
between the Jipijapa Bypass and  
Cotopaxi Street, is 948 metres long  
and is an urban two-lane road. The  
surrounding land use is mixed  
residential and commercial, which  
creates intense interaction between  
traffic flows and vulnerable users.  
The vehicle count reported in the  
thesis enabled the estimation of  
points,  
group  
mobility,  
and  
scheduling inspections at times that  
minimised exposure to traffic risks.  
Photographic records were limited to  
physical infrastructure conditions,  
avoiding the capture of images that  
could identify individuals.  
With these precautions, the audit  
was conducted in accordance with  
principles of ethical responsibility and  
field safety, guaranteeing the  
technical validity of the process  
without compromising the integrity of  
users or the audit team.  
average  
demand  
and  
traffic  
composition. The characteristics of  
the corridor are presented in Table 1.  
Table 1. Características generales del corredor auditado  
Parameter  
Location  
Description  
Jipijapa, Manabí Province  
Audited section  
Length  
Configuration  
Setting  
Bypass to Cotopaxi Street  
948 m (chainage 0+000 to 0+948)  
Two lanes, sidewalks, and curbs  
Mixed urban: residential and commercial  
Note. The table shows information consolidated from the topographic survey and urban  
cartography.  
Table 2. Vehicular composition of the  
The audited section presents the  
corridor (estimated AADT)  
features of a central urban corridor  
Vehicle type  
Cars  
Motorcycles  
Light commercial  
Heavy vehicles  
Other  
Percentage (%)  
with mixed uses that intensify  
interaction between vehicles and  
vulnerable users. This condition  
justifies evaluation through a road  
safety audit. The composition of  
traffic is shown in Table 2.  
52  
28  
10  
7
3
402  
Moreno-Ponce et al. (2025)  
The  
composition  
of  
shows  
cars  
a
safety aspects associated with the  
circulation of vulnerable users.The  
percentage distribution of AADT is  
illustrated in Figure 2.  
predominance  
and  
motorcycles, which together exceed  
0 percent of total traffic. This  
increases the relevance of reviewing  
7
Figure 2. Percentage distribution of annual average daily traffic (AADT)  
Note. Prepared by the authors based on traffic counts.  
3.2  
Crash profile 2019 to 2023  
Avenue during 2019 to 2023,  
disaggregated by number of cases  
and severity. The annual distribution  
is provided in Table 3.  
National Police records reported  
road traffic crashes on La Prensa  
Table 3. Crashes recorded on La Prensa Avenue (2019 to 2023)  
Year  
Total crashes  
58  
Minor  
40  
32  
37  
45  
44  
Serious  
15  
Fatal  
2
2
2
2
2
019  
020  
021  
022  
023  
3
3
3
4
4
46  
55  
67  
64  
11  
15  
18  
16  
Note. Official records of the National Police of Jipijapa (2019 to 2023).  
The number of crashes remained  
high over the five years, with a slight  
reduction in 2020 followed by a  
progressive increase up to 2022,  
reflecting persistent operational risks  
along the corridor. The evolution of  
crashes is depicted in Figure 3.  
403  
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Road safety and user vulnerability in urban corridors: Empirical evidence from the city of Jipijapa.  
Figure 3. Evolution of crashes on La Prensa Avenue (2019 to 2023)  
Note. The graph shows the number of total crashes, with bars differentiated by severity: minor,  
serious, and fatal.  
The annual distribution shows a  
predominance of minor crashes,  
although serious and fatal crashes  
remain constant. This confirms the  
need for periodic audits to mitigate  
critical risks.  
3.3  
Audit results  
The audit identified non-conformities  
across several aspects of the road,  
recorded  
through  
field-applied  
checklists. Findings for visibility and  
speed control are summarised in  
Table 4.  
Table 4. Audit results for visibility and speed control  
Item assessed  
Stopping sight distance  
Posted speed control  
Observed condition  
Partially met  
Insufficient  
Risk level  
Medium  
High  
Advertising obstructing sightlines  
Present  
Medium  
Note. Information obtained through thematic checklists.  
The results show limitations in  
longitudinal and transversal visibility,  
as advertising interfere with driver  
perception. Together, these  
conditions indicate structural and  
operational deficiencies that  
particularly  
at  
intersection  
approaches and locations with higher  
pedestrian flows. Speed control  
signage does not meet regulatory  
parameters, increasing operational  
risk. External visual elements such  
increase the likelihood of road  
incidents. Geometric aspects are  
presented in Table 5.  
404  
Moreno-Ponce et al. (2025)  
Table 5. Audit results for alignment and cross-section  
Item assessed  
Alignment homogeneity  
Observed condition  
Acceptable  
Risk level  
Low  
Cross-section  
Presence of curbs  
Narrow in sectors  
Partial continuity  
Medium  
Medium  
Note. Information obtained through thematic checklists.  
The corridor alignment maintains  
acceptable continuity, but sectors  
with reduced cross-sections affect  
vehicular and pedestrian circulation.  
Discontinuity in curbs reduces  
observations indicate that, while the  
road axis partially meets basic  
geometric parameters, physical  
conditions require follow-up to  
ensure adequate functionality and  
safety. Signage conditions are  
shown in Table 6.  
channelisation separation  
between flows, increasing exposure  
for vulnerable users. These  
and  
Table 6. Audit results for vertical and horizontal signage  
Item assessed  
Vertical signs  
Observed condition  
Wear and poor visibility  
Risk level  
High  
Horizontal markings  
Preventive signage  
Deteriorated and discontinuous paint  
Partially installed  
High  
Medium  
Note. Information verified during daytime and night-time inspections.  
Vertical signage shows marked  
deficiencies in visibility and  
adequate preventive signage at  
accesses increases exposure of  
vulnerable users. Together, these  
conditions reduce road legibility and  
elevate the probability of conflicts by  
limiting anticipation and clarity in  
regulation. Lighting conditions are  
listed in Table 7.  
maintenance, hindering perception  
during day and night. Horizontal  
markings  
are  
heavily  
worn,  
especially at pedestrian crossings  
and lane delineation, reducing  
guidance for drivers. The lack of  
Table 7. Audit results for lighting  
Item assessed  
Luminaire coverage  
Lighting uniformity  
Glare from luminaires  
Observed condition  
Incomplete  
Irregular  
Present in sections  
Risk level  
High  
Medium  
Medium  
Note. Assessment conducted during night-time inspections.  
The lighting system presents  
coverage limitations, creating zones  
with low visibility and areas with  
excessive  
uniformity  
contrast.  
Lack  
of  
compromises  
the  
perception of pedestrians and  
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drivers,  
hindering  
obstacle  
vision. These conditions increase  
incident risk, particularly at crossing  
points and for turning manoeuvres.  
Pavement conditions are reported in  
Table 8.  
identification and the correct reading  
of signs and markings. In some  
sections, misaligned luminaires  
cause glare that interferes with night  
Table 8. Audit results for pavement  
Item assessed  
Running surface  
Surface drainage  
Regularity and friction  
Observed condition  
Presence of potholes  
Water ponding  
Risk level  
High  
Medium  
Medium  
Irregular and worn  
Note. Assessment carried out through direct observation and photographic records.  
The pavement shows significant  
deterioration, with localised potholes  
that affect comfort and safety.  
Drainage problems cause water  
accumulation during the rainy  
season, which reduces friction and  
increases the probability of loss of  
control. Irregular surface texture also  
indicates progressive reduction in  
skid resistance. Together, these  
conditions directly affect operational  
safety and the efficiency of urban  
mobility. Intersection conditions are  
summarised in Table 9.  
Table 9. Audit results for intersections  
Observed condition  
Item assessed  
Intersection control  
Access visibility  
Turning spaces  
Risk level  
High  
Medium  
Medium  
No traffic signals present  
Limited  
Reduced  
Note. Observations made at principal crossing points.  
Intersections lack signal control,  
which reduces the capacity to  
organise traffic where vehicular and  
insufficient for larger vehicles,  
generating operational conflicts.  
These interacting conditions make  
intersections critical safety points,  
with higher probability of collisions  
and pedestrian crashes. Conditions  
for vulnerable users are detailed in  
Table 10.  
pedestrian  
movements  
cross.  
Access visibility is limited by  
buildings and street furniture,  
hindering anticipation of  
manoeuvres. Turning spaces are  
Table 10. Audit results for conditions affecting vulnerable users  
Item assessed  
Marked pedestrian crossings  
Crossing time  
Observed condition  
Absent in most locations  
Excessive for schoolchildren  
Risk level  
High  
High  
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Crossing lighting  
Continuous sidewalks  
Space for cyclists  
Deficient  
Interrupted  
Non-existent  
Medium  
High  
High  
Note. Accessibility assessed in residential and commercial sections.  
The  
corridor  
shows  
major  
cycling infrastructure forces cyclists  
to share lanes with motorised  
vehicles, exposing them to elevated  
risk. These conditions demonstrate  
the vulnerability of pedestrians and  
cyclists in the audited section. The  
state of bridges and associated  
structures is shown in Table 11.  
deficiencies in infrastructure for  
vulnerable users. Marked crossings  
are absent in several points and,  
where  
present,  
signage  
is  
deteriorated. Sidewalk widths are  
insufficient to guarantee safe and  
continuous passage, especially in  
commercial areas. The absence of  
Table 11. Audit results for bridges and associated structures  
Item assessed  
Structural condition  
Safety railings  
Observed condition  
Adequate  
Partially damaged  
Localised wear  
Risk level  
Low  
Medium  
Medium  
Running surface  
Note. Visual inspection of structure and running surface.  
Bridges and associated structures  
present overall stable structural  
condition, with no indications of  
severe damage affecting load  
capacity. Sections with damaged  
railings were detected, reducing  
safety for vehicles and pedestrians in  
the event of a deviation. The running  
surface on the structure shows  
localised wear, affecting traffic  
regularity. Although structural risks  
are low, deficiencies in safety  
elements and deck surface require  
attention along the corridor.  
3.4  
User vulnerability  
The audit included  
a
specific  
checklist to evaluate the safety of  
pedestrians,  
schoolchildren,  
accessibility,  
cyclists,  
considering  
crossings, and  
and  
exposure time to traffic. The detailed  
results are provided in Table 12.  
Table 12. Audit results for vulnerable users  
Item assessed  
Marked pedestrian crossings  
Crossing time  
Observed condition  
Absent in most locations  
Excessive for schoolchildren  
Deficient  
Risk level  
High  
High  
Lighting at crossings  
Medium  
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Continuous sidewalks  
Space for cyclists  
Interrupted  
High  
High  
Non-existent  
Note. Observations in residential, school, and commercial sections.  
The results show high vulnerability  
for non-motorised users. The  
absence of marked pedestrian  
crossings hinders safe traversal,  
especially in school zones. Crossing  
time is inadequate relative to  
prevailing speeds, which increases  
exposure. Insufficient lighting at  
intersections and crossings reduces  
visibility at night. Lack of continuous  
sidewalks and the absence of cycling  
facilities force vulnerable users to  
interact directly with the traffic flow.  
3.5 Prioritisation of critical  
points  
The consolidation of the risk matrix  
and crash records made it possible to  
identify subsections with the highest  
criticality along La Prensa Avenue.  
The prioritised subsections are listed  
in Table 13.  
Table 13. Prioritisation of critical points in the audited corridor  
Subsection (m)  
Composite risk  
Criticality level  
High  
0
0
0
0
0
+000 to 0+200  
+200 to 0+400  
+400 to 0+600  
+600 to 0+800  
+800 to 0+948  
85  
78  
65  
72  
58  
High  
Medium  
High  
Medium  
Note. Prepared by the authors based on the risk matrix and official records.  
The prioritisation shows that three  
subsections concentrate the highest  
composite risk values, exceeding 70  
points on the established scale. The  
initial and central extremes present  
the most unfavourable conditions,  
associated with intense traffic flows  
and deficiencies in signage and  
medium levels maintain relevant  
risks, though to a lesser extent. This  
spatial distribution confirms the  
heterogeneity of safety along the  
corridor and the need to focus  
attention on specific sectors. The  
spatial pattern of criticality is  
presented in Figure 4.  
accessibility.  
Subsections  
with  
Figure 4. Criticality map for La Prensa Avenue (Bypass to Cotopaxi)  
Note. Composite risk values (0 to 100) distributed by subsection; colour scale indicates criticality level.  
408  
Moreno-Ponce et al. (2025)  
The map shows the spatial  
distribution of composite risk levels  
along the corridor. Higher values are  
concentrated in the first subsection  
3.6  
Crash typology in the  
audited corridor (2019 to 2023)  
The crash analysis included the  
classification of accidents on La  
Prensa Avenue during 2019 to 2023,  
according to the typology reported in  
official National Police records. This  
disaggregation identifies the most  
frequent incident types and their  
relation to operational conditions.  
The distribution by crash type  
appears in Table 14.  
(0+000 to 0+200 m) and in the  
central section (0+200 to 0+400 m),  
where interaction between vehicular  
and pedestrian flows is greater.  
Intermediate levels are located in  
middle and final sections, while  
0+800 to 0+948 m records the lowest  
value. The graphical representation  
allows clear identification of priority  
areas for road safety management.  
Table 14. Distribution of crashes by typology (2019 to 2023)  
Crash type  
Side collision  
Head-on collision  
Run-off-road collision  
Loss of control  
Number of cases  
Percentage (%)  
112  
74  
65  
54  
42  
32  
21  
18  
15  
12  
Pedestrian crash  
Note. Source: National Police records (2019 to 2023).  
Crash  
typology  
reveals  
a
risk scenarios along La Prensa  
Avenue.  
predominance of side and head-on  
collisions, which together represent  
more than half of reported incidents.  
Run-off-road events and loss of  
control remain significant, indicating  
risks related to speed management  
3.7  
General risk matrix by audit  
themes  
Information obtained from thematic  
checklists was consolidated into a  
general risk matrix. This procedure  
and  
geometric  
conditions.  
integrated non-conformities  
recorded for each theme, assigned a  
criticality value, and enabled  
the  
Pedestrian crashes, although lower  
in proportion, reflect exposure of  
vulnerable users, especially where  
marked crossings are absent. This  
distribution confirms the diversity of  
comparisons between infrastructure  
and operational aspects. The  
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consolidated results are shown in  
Table 15.  
Table 15. General matrix of non-conformities and risk by theme  
Theme assessed  
Non-  
conformities  
Predominant risk  
Criticality  
index  
82  
level  
High  
High  
Visibility and speed  
Vertical and horizontal  
signage  
12  
10  
79  
Pavement  
Intersections  
Lighting  
Vulnerable users  
Bridges  
8
9
7
11  
4
Medium  
High  
Medium  
High  
68  
76  
63  
85  
60  
Medium  
Note. Prepared by the authors based on checklists and the risk matrix.  
The comparison by theme is also depicted in Figure 5.  
Figure 5. Criticality index by audit theme on La Prensa Avenue  
Note. Risk values (0 to 100) obtained from the general audit matrix.  
Table 15 and Figure 5 show that the  
highest criticality corresponds to  
vulnerable users at 85, visibility and  
speed control at 82, and vertical and  
horizontal signage at 79. These three  
exceed 75 points on the scale,  
concentrating the main risk factors.  
Intersections also reach a high value  
at 76, while pavement, lighting, and  
bridges are moderate at below 70.  
3.8  
Spatial  
distribution  
of  
vulnerable users  
The analysis included the location of  
conditions affecting pedestrians,  
cyclists, and schoolchildren across  
different sections of the corridor.  
410  
Moreno-Ponce et al. (2025)  
Spatial systematisation facilitates the  
identification of sections where  
exposure of vulnerable users is most  
significant. The observations are  
listed in Table 16.  
Table 16. Observations related to pedestrians, schoolchildren, and cyclists  
Corridor section  
Observed conditions  
Absence of pedestrian crossings  
High concentration of shops and school activity  
Interrupted sidewalks  
Risk level  
0
0
0
0
0
+000 to 0+200 m  
+200 to 0+400 m  
+400 to 0+600 m  
+600 to 0+800 m  
+800 to 0+948 m  
High  
High  
Medium  
High  
Cyclists travelling without infrastructure  
Reduced lighting at crossing zones  
Medium  
Note. Observations obtained from the specific checklist for vulnerable users.  
Exposure of vulnerable users is  
concentrated in the first 400 metres  
of the corridor, which coincide with  
commercial and school zones. The  
absence of crossings and insufficient  
crossing time increase risk. In the  
middle sections, lack of continuous  
sidewalks and absence of cycling  
infrastructure are critical. At the far  
end, deficient lighting affects safety  
at night. This distribution confirms the  
need to characterise vulnerability by  
section.  
3.9  
Operating speeds in the  
audited corridor  
Speeds were measured at strategic  
points along La Prensa Avenue and  
compared with the design speed of  
50 km/h. Values were obtained from  
speed counts and field records,  
which allowed identification of  
significant differences from the  
normative parameter. The results are  
presented in Table 17.  
Table 17. Operating speeds along the corridor  
Subsection (m)  
Mean speed  
km/h)  
Maximum speed  
(km/h)  
Difference from  
(
design  
+7  
0
0
0
0
0
+000 to 0+200  
+200 to 0+400  
+400 to 0+600  
+600 to 0+800  
+800 to 0+948  
57  
54  
51  
59  
52  
72  
69  
65  
75  
68  
+4  
+1  
+9  
+2  
Note. Prepared by the authors from field speed counts.  
The results show that in most  
subsections mean speeds exceed  
the design value of 50 km/h, with  
differences of up to 9 km/h in critical  
sectors. Maximum speeds ranged  
from 65 to 75 km/h, which increases  
the probability and severity of  
incidents, especially in areas with  
pedestrian and school activity. This  
highlights the importance of speed  
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control as a determining factor for  
corridor safety.  
subsection criticality matrix to identify  
correspondences between  
calculated risk levels and the gravity  
of recorded accidents. The  
3.10 Relationship between crash  
severity and corridor criticality  
correspondence is summarised in  
Table 18.  
Results for 2019 to 2023 crash  
severity were integrated with the  
Table 18. Correspondence between crash severity and subsection criticality  
Subsection (m)  
Predominant severity (2019  
to 2023)  
Criticality  
index  
85  
Level of  
concordance  
0
+000 to 0+200  
High, head-on and pedestrian  
crashes  
High  
0
0
0
0
+200 to 0+400  
+400 to 0+600  
+600 to 0+800  
+800 to 0+948  
Medium to high, side collisions  
Medium, loss of control  
High, run-off-road collisions  
Low, minor incidents  
78  
65  
72  
58  
High  
Medium  
Medium to high  
Low  
Note. Prepared by the authors based on crash records and the risk matrix.  
The  
correspondence  
between  
well as vertical and horizontal  
signage. This concentration aligns  
with conclusions from international  
reviews of road safety audits, which  
identify that many protocols prioritise  
geometric elements, signage, and  
safety devices (Calderón et al.,  
2023).  
severity and subsection criticality  
confirms that the initial and central  
sections, 0+000 to 0+200 m and  
0+200 to 0+400 m, show the greatest  
vulnerability. High criticality values  
coincide with severe crashes, which  
supports the risk matrix as a tool for  
prioritisation. Middle and final  
sections show medium and low  
concordance, with a predominance  
of less severe incidents. This  
integration reinforces the validity of  
the audit-based ranking.  
In middle-income countries, adoption  
of the Safe System approach  
emphasises  
that  
infrastructure  
should minimise the consequences  
of inevitable human error, especially  
on urban sections with high  
pedestrian and vehicular interaction.  
Godthelp y Ksentini (2024) note that,  
for developing countries, it is urgent  
to reinforce operational tactics such  
as speed regulation, appropriate  
Discussion  
The audit results on La Prensa  
Avenue show that the highest  
criticality values fall on vulnerable  
users, visibility and speed control, as  
412  
Moreno-Ponce et al. (2025)  
urban road design, and protective  
devices, within a more structural  
policy oriented to integrated road-  
safety system.  
Local reports have also documented  
that, in Ecuadorian cities,  
a
significant proportion of vehicles  
exceed permitted urban speed limits.  
In Guayaquil, observations from the  
Bloomberg project indicated that  
approximately 65 percent of vehicles  
were observed exceeding 50 km/h  
on roads where that was the  
normative limit. This increased the  
probability of severe crash outcomes  
Across Latin America, road-safety  
challenges are well documented.  
Multiple studies agree that there is  
limited rigorous evidence on effective  
interventions, which restricts the  
adoption of correct measures  
(Martinez et al., 2019). Nevertheless,  
(
International Injury Research Unit,  
recent regional publications show  
that reducing urban speed limits in  
Latin American cities helps decrease  
injury severity in urban crashes. For  
example, in Santiago, Chile, a  
reduction in urban limits for workers  
was associated with lower severity of  
injuries recorded in work-related  
traffic accidents (Graells-Garrido et  
al., 2024).  
2
023). This reality supports our  
findings of operating speeds above  
the design value and corroborates  
the corridor’s vulnerability for  
pedestrians and cyclist.  
The cross-analysis between crash  
severity and subsection criticality in  
Section 3.10 strengthens the validity  
of the prioritisation approach. Studies  
on audits that combine reactive and  
proactive data show that integrating  
both sources improves the predictive  
capacity of audit models and  
supports more efficient allocation of  
intervention resources. For example,  
audit work has underlined the need  
to cross crash databases with  
analyses of road conditions in order  
to identify genuine hot spots  
In the national context, Espinoza-  
Molina et al. (2021) analysed traffic  
and crash trends in Ecuador between  
2000 and 2019 and found that  
collision is the most common crash  
type, with a growing mortality burden  
in recent years, despite a slight  
downward trend in total crashes. This  
prevalence of collisions as the  
dominant type is consistent with our  
typology table in Section 3.6.  
(Mukhametshina & Zagidullin, 2021).  
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This discussion shows that the  
results for the audited corridor are  
neither isolated nor fortuitous. They  
are consistent with emerging lines of  
research in road safety auditing, with  
conditions present in Latin American  
countries, and with the Ecuadorian  
context. Such coherence supports  
the robustness of the method used  
and highlights the relevance of the  
study for road-safety interventions in  
similar urban environments.  
the risk matrix as a prioritisation tool  
in road management.  
3.  
Operating speeds measured  
in the field exceeded the design  
speed of 50 km/h in several  
subsections, with differences of up to  
9
km/h. This condition significantly  
increases the probability and severity  
of crashes, especially in areas with  
high pedestrian and school activity.  
4
.
The  
vulnerability  
cyclists,  
of  
pedestrians,  
and  
schoolchildren was evident in the  
absence of specific infrastructure  
such as cycle lanes and marked  
4
. Conclusiones  
1. The road safety audit on La  
pedestrian  
crossings,  
and  
in  
Prensa Avenue identified that the  
most critical factors correspond to  
accessibility for vulnerable users,  
visibility and speed control, and  
deficiencies in vertical and horizontal  
signage. These elements exceeded  
deficiencies in lighting and sidewalk  
continuity. These findings emphasise  
the need to consider non-motorised  
users as a central focus of any  
intervention strategy.  
75 points on the risk scale, which  
5.  
Integrating the road safety  
makes them the principal aspects  
requiring priority intervention.  
audit with official crash records and  
vehicle exposure data enabled the  
identification of critical subsections,  
2.  
Crash records for 2019 to  
0
+000 to 0+200 m and 0+200 to  
+400 m, which concentrate the  
2
023 confirmed recurring side and  
0
head-on collisions, as well as  
pedestrian crashes in areas lacking  
highest operational and safety risks.  
This prioritisation provides solid  
technical input to guide municipal  
planning toward specific and cost-  
effective interventions.  
marked  
crossings.  
This  
correspondence between crash  
severity and high criticality values  
obtained in the audit validates use of  
414  
Moreno-Ponce et al. (2025)  
Bibliografía  
Espinoza-Molina, F. E., Ojeda-  
Romero, C. F., Zumba-  
Paucar, H. D., Pillajo-Quijia,  
G., Arenas-Ramírez, B., &  
Aparicio-Izquierdo, F. (2021).  
Road Safety as a Public  
Health Problem: Case of  
Ecuador in the Period 2000–  
2019. Sustainability 2021, Vol.  
13, Page 8033, 13(14), 8033.  
https://doi.org/10.3390/SU131  
48033  
Bassani, M., Rossetti, L., & Catani, L.  
(2020). Spatial analysis of  
road crashes involving  
vulnerable road users in  
support of road safety  
management  
Transportation  
Procedia,  
https://doi.org/10.1016/J.TRP  
RO.2020.03.031  
strategies.  
Research  
394401.  
45,  
Calderón, J. A., Núñez López, I.,  
García Gómez, L. G., &  
Montoya Alcaraz, M. A.  
Faus, M., Alonso, F., Esteban, C., &  
Velarte, J. L. (2025). More  
Sustainable  
but  
More  
(
2023). Main guidelines in  
Dangerous Cities: The Role of  
Communication Campaigns in  
Protecting Vulnerable Road  
Users. Sustainability 2025,  
Vol. 17, Page 2002, 17(5),  
2002.  
road safety audits: a literature  
review. Frontiers in Built  
Environment, 9, 1282251.  
https://doi.org/10.3389/FBUIL  
.
2023.1282251/BIBTEX  
https://doi.org/10.3390/SU170  
Chaudhari, A., Gore, N., Arkatkar, S.,  
Joshi, G., & Pulugurtha, S.  
52002  
(
2021). Exploring pedestrian  
Gaibor, M., & Carvajal, P. (2024).  
160 A triumph and a miracle:  
developing and applying sub  
national public policy for road  
safety in Ecuador. Injury  
Prevention, 30(Suppl 1), A29–  
A29.  
surrogate safety measures by  
road geometry at midblock  
crosswalks:  
under mixed traffic conditions.  
IATSS Research, 45(1), 87–  
A
perspective  
1
01.  
https://doi.org/10.1016/J.IATS  
SR.2020.06.001  
https://doi.org/10.1136/INJUR  
YPREV-2024-SAFETY.70  
da Silva, P. H. V., & Bezerra, B. S.  
Girgis, J., Powell, M., Donmez, B.,  
Pratt, J., & Hess, P. (2023).  
How do drivers allocate visual  
attention to vulnerable road  
users when turning at urban  
intersections? Transportation  
(2024). A meta-analysis of  
safety countermeasures for  
vulnerable users on urban  
roads.  
Research Procedia, 78, 452–  
59.  
Transportation  
4
Research  
Interdisciplinary  
https://doi.org/10.1016/J.TRP  
RO.2024.02.057  
Perspectives, 19, 100822.  
415  
Revista Científica ‘‘INGENIAR”: Ingeniería, Tecnología e Investigación. Vol. 8 Núm. (16) 2025. ISSN: 2737-6249  
Road safety and user vulnerability in urban corridors: Empirical evidence from the city of Jipijapa.  
https://doi.org/10.1016/J.TRIP  
2023.100822  
https://doi.org/10.1016/j.tbs.2  
025.101034  
.
Godthelp, H., & Ksentini, A. (2024).  
Specific road safety issues in  
low- and middle income  
Hermida, C., Cordero, M.,  
&
Orellana, D. (2019). Analysis  
of the influence of urban built  
environment on pedestrian  
flow in an intermediate-sized  
city in the Andes of Ecuador.  
countries  
(LMICs):  
an  
overview and some illustrative  
examples.  
Traffic  
Safety  
Research,  
8,  
e000068.  
International  
Sustainable Transportation,  
13(10), 777787.  
https://doi.org/10.1080/15568  
18.2018.1514445  
Journal  
of  
https://doi.org/10.55329/sdtu9  
15  
5
Goel, R., Tiwari, G., Varghese, M.,  
Bhalla, K., Agrawal, G., Saini,  
G., Jha, A., John, D., Saran,  
A., White, H., & Mohan, D.  
3
International Injury Research Unit.  
(2023). Status Summary  
2022: Road Safety Risk  
Factors Bloomberg  
Philanthropies Initiative for  
Global Road Safety.  
(
2024). Effectiveness of road  
safety interventions: An  
evidence and gap map.  
Campbell  
Systematic  
Reviews,  
20(1).  
https://publichealth.jhu.edu/sit  
es/default/files/2024-  
02/20230602bigrsguayaquil1  
https://doi.org/10.1002/CL2.1  
67  
3
1
pages_0.pdf  
González-Gómez, K., & Castro, M.  
2020). Analysis of sight  
(
Kayisu, A. K., Bahnasawi, M. El,  
Mikušová, M., Egbine, K.,  
Alsisi, M., Kambale, W. V.,  
Bokoro, P. N., & Kyamakya, K.  
(2024). Navigating Chaos: A  
Qualitative System Dynamics-  
based Analysis of Road  
distances  
intersections  
at  
urban  
from a  
vulnerable users’ approach: A  
case study. Transportation  
Research Procedia, 45, 226–  
233.  
https://doi.org/10.1016/J.TRP  
RO.2020.03.011  
Safety for  
Vulnerable Road Users in a  
Challenges  
Major  
Developing  
City  
WSEAS  
Graells-Garrido, E., Toro, M.,  
Mansilla, G., Nicolai, M.,  
Mansilla, S., & Dunstan, J.  
(Kinshasa).  
Transactions on Environment  
and Development, 20, 1085–  
(
2024).  
Speed  
Work-Related Traffic Injury  
Reducing  
Limits Decreases  
Urban  
1
097.  
https://doi.org/10.37394/2320  
5.2024.20.99  
1
Severity:  
Santiago,  
Evidence  
Chile.  
from  
Travel  
Klanjčić, M., Gauvin, L., Tizzoni, M.,  
Behaviour and Society, 40.  
& Szell, M. (2022). Identifying  
416  
Moreno-Ponce et al. (2025)  
urban features for vulnerable  
road user safety in Europe.  
EPJ Data Science 2022 11:1,  
Shohel Parvez, M., & Moridpour, S.  
(2025). Application of smart  
technologies in safety of  
vulnerable road users: A  
review. International Journal  
of Transportation Science and  
Technology, 18, 285304.  
https://doi.org/10.1016/J.IJTS  
T.2024.07.006  
11(1),  
115.  
https://doi.org/10.1140/EPJD  
S/S13688-022-00339-5  
Martinez, S., Sanchez, R., & Yañez-  
Pagans, P. (2019). Road  
safety:  
challenges  
and  
opportunities in Latin America  
and the Caribbean. Latin  
American Economic Review,  
Sosik-Filipiak, K., & Osypchuk, O.  
(2023).  
Identification  
of  
Solutions for Vulnerable Road  
Users Safety in Urban  
Transport Systems: Grounded  
2
8(1), 130.  
https://doi.org/10.1186/S4050  
-019-0078-0  
3
Theory  
Research.  
Sustainability 2023, Vol. 15,  
Page 10568, 15(13), 10568.  
https://doi.org/10.3390/SU151  
Mohan, D., Tiwari, G., Varghese, M.,  
Bhalla, K., John, D., Saran, A.,  
&
White,  
H.  
(2020).  
310568  
PROTOCOL: Effectiveness of  
road safety interventions: An  
evidence and gap map.  
Zhang, Z., Wei, C., Wu, G., & Barth,  
M. J. (2025). Vulnerable Road  
User Detection for Roadside-  
Assisted Safety Protection: A  
Campbell  
Systematic  
Reviews,  
16(1),  
e1077.  
https://doi.org/10.1002/CL2.1  
77  
Comprehensive  
Applied Sciences 2025, Vol.  
5, Page 3797, 15(7), 3797.  
https://doi.org/10.3390/APP1  
073797  
Survey.  
0
1
Moreno-Ponce, L. A., Pérez-Zuriaga,  
A. M., & García, A. (2025).  
Predictive Models and GIS for  
Road Safety: Application to a  
Segment of the ChoneFlavio  
Alfaro Road. Sustainability  
5
2
1
025, Vol. 17, Page 5032,  
7(11), 5032.  
https://doi.org/10.3390/SU171  
5032  
1
Mukhametshina, R., & Zagidullin, R.  
2021). Road safety research  
(
in a safety audit. E3S Web of  
Conferences, 274, 02005.  
https://doi.org/10.1051/E3SC  
ONF/202127402005  
417