{"title":"Road traffic accident determinant factor identification in case of East Gojjam, Ethiopia using wrapper feature selection algorithm","authors":"Mequanent Degu Belete , Girma Kassa Alitasb , Samuel Nibretu , Mezigebu Enawugew Dessie","doi":"10.1016/j.aftran.2024.100018","DOIUrl":"10.1016/j.aftran.2024.100018","url":null,"abstract":"<div><div>One of the biggest global challenges to development and public health is road traffic accidents (RTAs). As a result, this study focuses on analysing road traffic accident determinant factors using the Wrapper Feature Selection Method in case of East Gojjam Zone located in Amhara region, Ethiopia, sub-Saharan. To do this, East Gojjam Road traffic office RTA data classified as simple injury, major injury, and death is gathered. The gathered information is pre-processed before being used using machine learning classification algorithms including Nearest Neighbour (KNN), Random Forest (RF), Decision Tree (DT), Support Vector Machine (SVM), and Naïve Bayes (NB). Using the wrapper feature selection approach, the most significant factor was identified using the machine-learning algorithm KNN, which obtained the best classification score with an accuracy of 99.5 %. Thus, the type of vehicle, the reason for the accident, the location of the accident, and the licence level were identified as crucial RTA factors. Finally, the variables, Sino track, unfavourable weather, Dolphin, and Debre Elias rated 100 %, 100 %, 85 %, and 82.35 % for fatality in relation to the factors licence driver, cause of accident, type of vehicle, and accident location, respectively.</div></div>","PeriodicalId":100058,"journal":{"name":"African Transport Studies","volume":"3 ","pages":"Article 100018"},"PeriodicalIF":0.0,"publicationDate":"2025-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143148811","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Marwa Chacha , Stella J. Katondo , Augustino Andrew , Juma Daudi , Prosper Nyaki , Ariane Cuenen , Ansar Yasar , Geert Wets
{"title":"Strengthening commercial motorcyclist safety in Tanzania: Application of the PRECEDE-PROCEED model for an evidence-based road safety awareness campaign","authors":"Marwa Chacha , Stella J. Katondo , Augustino Andrew , Juma Daudi , Prosper Nyaki , Ariane Cuenen , Ansar Yasar , Geert Wets","doi":"10.1016/j.aftran.2025.100039","DOIUrl":"10.1016/j.aftran.2025.100039","url":null,"abstract":"<div><div>Road safety among commercial motorcyclists in Tanzania is a significant concern, with high rates of traffic accidents posing risks to both riders and passengers. This study aimed to identify factors contributing to unsafe behaviours and prioritise road safety challenges for targeted awareness campaigns. Using the PRECEDE-PROCEED model, data were collected through surveys of 248 motorcyclists and group discussions with 16 stakeholders. The findings reveal several risk factors, including rider age, income, job satisfaction, and riding experience. Behavioural influences were categorized into predisposing factors, such as limited riding knowledge and negative perceptions of helmet and reflector use; enabling factors, including restricted access to training, lack of safety infrastructure, and inadequate policy enforcement; and reinforcing factors, such as cultural norms shaping safety practices. The study highlights that younger riders are particularly vulnerable to accidents, and many riders do not use helmets due to discomfort and affordability issues.</div><div>In conclusion, the study recommends targeted safety campaigns to promote helmet use and reflective clothing, improved access to training programs, and stronger policy enforcement. These interventions are essential for reducing accidents and improving the safety and livelihoods of commercial motorcyclists.</div></div>","PeriodicalId":100058,"journal":{"name":"African Transport Studies","volume":"3 ","pages":"Article 100039"},"PeriodicalIF":0.0,"publicationDate":"2025-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143873184","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"COVID-19 impact on shared mobility services and the way forward: Perspectives from eight African countries","authors":"Stephen Agyeman , Philip Kofi Alimo","doi":"10.1016/j.aftran.2025.100043","DOIUrl":"10.1016/j.aftran.2025.100043","url":null,"abstract":"<div><div>COVID-19 adversely affected all walks of life in Africa, but there is little evidence of how it has impacted shared mobility services. Empirical investigations from multiple countries will help understand the impacts on travel behavior intentions for planning more resilient shared mobility services. This study investigated the critical factors underpinning shared mobility service delivery in eight African countries: Angola, Botswana, Ghana, Kenya, Liberia, Malawi, Nigeria, and Senegal. An online survey of 8560 commuters was used for Partial Least Squares Structural Equation Modeling (PLS-SEM) and logistic regression within a multiple-indicator multiple-cause (MIMIC) framework. Results showed that age, gender, car ownership, household size, employment, travel reasons, and teleactivities moderate shared mobility adoption in pandemics. Perceived service quality (PSQ) and expectation have significant positive direct (indirect) effects on user satisfaction and loyalty. Customer satisfaction has a significant positive impact on travel behavioral intentions. Also, customer satisfaction and loyalty jointly mediate relationships between PSQ and behavioral intentions. However, travel frequency negatively influences expectation, PSQ, and behavioral choices via customer loyalty. Interestingly, information communication technology has a partially positive impact on PSQ but not on customer loyalty. Importance-performance map analysis indicated that service-provider-customer interventions must boost users' loyalty, subsequently expectations, and PSQ. This study contributes country-by-country policy implications and offers suggestions for strengthening shared mobility services in Africa post-pandemic.</div></div>","PeriodicalId":100058,"journal":{"name":"African Transport Studies","volume":"3 ","pages":"Article 100043"},"PeriodicalIF":0.0,"publicationDate":"2025-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143947268","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Emmanuella Adubea Asamoah , Gift Dumedah , Williams Ackaah , Daniel Asenso-Gyambibi , Edwin Kojo Larbi
{"title":"Spatial database creation and spatial analysis of road traffic crashes in the Ashanti region, Ghana","authors":"Emmanuella Adubea Asamoah , Gift Dumedah , Williams Ackaah , Daniel Asenso-Gyambibi , Edwin Kojo Larbi","doi":"10.1016/j.aftran.2025.100041","DOIUrl":"10.1016/j.aftran.2025.100041","url":null,"abstract":"<div><div>This study addresses the limitations of Ghana's road traffic crash database, which lacks geographical coordinates, making it difficult to conduct spatial analyses for effective road safety interventions. The research focuses on creating a spatial database and performing spatiotemporal and statistical analyses of road traffic crashes along the N6 and N10 highways in the Ashanti Region from 2018 to 2020. A combination of primary and secondary data sources was used, with crash location data geocoded using postmile linear referencing. Validation of geocoded data was conducted using ground truth points, and positional accuracy was assessed through Root Mean Square Error (RMSE) calculations. Various spatial statistical methods, including Kernel Density Estimation and Hotspot Analysis using Getis-Ord Gi*, were applied to identify crash clusters and high-risk locations. The results indicate that geocoded crash points were accurate, with RMSE values of ±15 m for northings and ± 14 m for eastings, aligning with the recommended 100m buffer for crash location accuracy. The findings highlight critical crash hotspots, particularly at major intersections, emphasizing the need for targeted road safety interventions. The study demonstrates the potential of integrating geospatial data with traditional crash databases to improve road safety planning in Ghana.</div></div>","PeriodicalId":100058,"journal":{"name":"African Transport Studies","volume":"3 ","pages":"Article 100041"},"PeriodicalIF":0.0,"publicationDate":"2025-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144166746","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Prince Kwame Odame , Enoch F. Sam , Esther Yeboah Danso-Wiredu , Samuel Kweku Hayford , Elizabeth Kanini Wamuchiru , Adams Osman , Michael Munene
{"title":"The journey from home: Experiences of persons with disabilities of the urban transport system in Accra Metropolis, Ghana","authors":"Prince Kwame Odame , Enoch F. Sam , Esther Yeboah Danso-Wiredu , Samuel Kweku Hayford , Elizabeth Kanini Wamuchiru , Adams Osman , Michael Munene","doi":"10.1016/j.aftran.2025.100047","DOIUrl":"10.1016/j.aftran.2025.100047","url":null,"abstract":"<div><div>Accessible transport services facilitate the engagement of persons with disabilities in various life-enhancing opportunities for alleviating poverty and reducing inequalities. Research on transport services in Accra has primarily reflected the travel concerns of the general population, neglecting the travel patterns, behaviours, and experiences of vulnerable and marginalised minority groups, such as persons with disabilities. The study involved 230 individuals with disabilities. An auditing scheme and a questionnaire were utilised, using smartphones and tablets to collect the relevant data. The quantitative data were analysed using SPSS version 26 to generate descriptive statistics and the Relative Importance Index (RII), highlighting key challenges faced by persons with disabilities. The qualitative data were coded using MAXQDA software and included as anonymous quotations to complement the quantitative results. The data revealed that trips for religious activities, healthcare, and social engagements were the predominant travel patterns of persons with disabilities. Non-inclusive walking environments (such as poor sidewalks) and inadequate vehicular conditions (including high-floor vehicles and the absence of assistive aids) present significant challenges for persons with disabilities. Consequently, the study recommends a disability outreach programme to improve awareness and compliance with disability policies and guidelines in both the transport and physical environments.</div></div>","PeriodicalId":100058,"journal":{"name":"African Transport Studies","volume":"3 ","pages":"Article 100047"},"PeriodicalIF":0.0,"publicationDate":"2025-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144166747","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Polycap Chesifu Chebe , Lawrence F. Fombe , Karel Martens
{"title":"Urban roads and walking: Exploring pedestrian perceptions and experiences in a Sub-Saharan African City","authors":"Polycap Chesifu Chebe , Lawrence F. Fombe , Karel Martens","doi":"10.1016/j.aftran.2025.100023","DOIUrl":"10.1016/j.aftran.2025.100023","url":null,"abstract":"<div><div>Amidst rapid urbanization and increasing motorization, walking remains a widely used mode of transport in Sub-Saharan Africa (SSA). The frequency with which people walk, the distance for which they may be willing to walk, and the convenience and safety with which they can walk, depend significantly on road design. Moreover, the impact of roads on walking behavior will differ between population segments. Road designs in SSA typically prioritize motorized transport, neglecting pedestrians' safety and convenience, as well as aesthetic appeal of roads, and often ignoring the importance of roads and streets as a place for economic and social activities. This study addresses the under-researched relationship between road design and walking in a Sub-Saharan African city. We analyze residents' perceptions and experiences on two distinct roads in Bamenda, the third-largest city in Cameroon. Using a checklist, we assessed the selected roads for pedestrian-friendly and hostile elements. Thirty participants residing near the roads were interviewed to understand their walking experiences and perceptions of street walkability. Findings reveal poor walking conditions on both roads, which lack essential pedestrian infrastructure. Where present, pedestrian infrastructure is often obstructed by businesses and parked vehicles. Respondents reported walking to be (severely) affected by conflicts with motorized traffic and especially motorcycles, and poor road conditions resulting in dust and mud in dry and rainy seasons respectively. Surprisingly, poor road conditions may also enhance walking, as they reduce vehicle speeds and thus safety risks.</div></div>","PeriodicalId":100058,"journal":{"name":"African Transport Studies","volume":"3 ","pages":"Article 100023"},"PeriodicalIF":0.0,"publicationDate":"2025-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143097756","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
George Okyere Dokyi , Kwame Kwakwa Osei , John Tookey , Funmilayo Ebun Rotimi
{"title":"The nexus between sustainability dimensions and support for climate action: Perspectives of highway professionals in Ghana","authors":"George Okyere Dokyi , Kwame Kwakwa Osei , John Tookey , Funmilayo Ebun Rotimi","doi":"10.1016/j.aftran.2025.100026","DOIUrl":"10.1016/j.aftran.2025.100026","url":null,"abstract":"<div><div>The impact of climate change on sustainable development is felt across all areas of life, including transportation. The United Nations, however, reports that maximizing on the interlinkages between the 2030 Agenda and the Paris Agreement by leveraging climate action and SDG synergies, has the potential of achieving both agendas. Taking inspiration from the reported synergies and trade-offs, which exist between climate action and the delivery of the SDGs, this study explored the bidirectional relationships between climate action support and the level of importance attached to sustainability criteria by highway professionals in Ghana. Stated preference data was collected from 162 highway professionals in Ghana using a structured questionnaire. The study employed structural equation modelling approach for hypothesis testing. Six sustainability criteria were considered: economics, environment, technical aspects, project implementation, social equity and culture, and resource utilization. The results highlight the complex interplay between sustainability priorities and climate action support in highway development. Economic considerations and resource management practices emerged as key drivers of climate action support. Surprisingly, environmental, technical, social, and project management dimensions did not significantly influence climate action support. However, climate action support positively and significantly influenced attitudes towards all highway sustainability dimensions. This study addresses a major gap in the literature in terms of establishing bidirectional relationships between climate action support and sustainability perceptions, particularly in the field of highway infrastructural development. It also provides insights for regulatory and policy development in developing countries for sustainable highway infrastructure development. The bidirectional relationships imply the need for policies, which consider broader systems by prioritizing actions that target both ends of the relationship. This will promote collaboration across fields, leading to more comprehensive and long-term solutions. Moreover, this study contributes to the broader discussion on integrating climate action with sustainable development goals in the context of highway infrastructure.</div></div>","PeriodicalId":100058,"journal":{"name":"African Transport Studies","volume":"3 ","pages":"Article 100026"},"PeriodicalIF":0.0,"publicationDate":"2025-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143097867","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
William Kwaasi Amanor , Emmanuel Kofi Adanu , Charles Anum Adams , Eric Awere
{"title":"Exploring the influence of dispositional factors on travel behaviour in Accra Metropolis, Ghana","authors":"William Kwaasi Amanor , Emmanuel Kofi Adanu , Charles Anum Adams , Eric Awere","doi":"10.1016/j.aftran.2025.100024","DOIUrl":"10.1016/j.aftran.2025.100024","url":null,"abstract":"<div><div>Understanding how people travel in urban areas is essential for effective policy planning and infrastructure development to achieve sustainable mobility. While external factors such as infrastructure are frequently emphasised, the influence of psychological and social dimensions on travel choices remains underexplored. This study examines the impact of dispositional factors on travel behaviour in Accra, Ghana, based on data collected from 615 participants through a questionnaire. A combination of Chi-square and Cramer's V tests, factor analysis, and K-means cluster analysis was employed to analyse residents' travel patterns and preferences. The factor analysis identified key determinants of travel behaviour, including reliability and comfort, security and safety, affordability, and the quality of public transport systems. The K-means cluster analysis further revealed that security and safety were consistently high across all clusters, emphasising their universal significance in transportation preferences. Additionally, efficiency, as reflected in shorter travel times, emerged as a critical factor across all clusters. Cluster-specific findings highlighted a lower reliance on car ownership in Cluster 2, suggesting a preference for shared or public transportation. In contrast, traffic congestion was a notable concern in Clusters 1–3, while it was less critical for Cluster 4. These findings offer actionable insights for policymakers and stakeholders. Enhancing the reliability and comfort of public transport, improving safety measures, and addressing affordability can proactively influence travel demand, reduce congestion, and promote sustainable transportation options. Tailoring policies to the specific dispositional factors of Accra's residents ensures more effective urban mobility solutions aligned with local needs.</div></div>","PeriodicalId":100058,"journal":{"name":"African Transport Studies","volume":"3 ","pages":"Article 100024"},"PeriodicalIF":0.0,"publicationDate":"2025-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143097869","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Relationships between paratransit passenger satisfaction and driver labour conditions in Sub-Saharan Africa","authors":"Roger Behrens , Mark Zuidgeest , Timothy Durant","doi":"10.1016/j.aftran.2025.100030","DOIUrl":"10.1016/j.aftran.2025.100030","url":null,"abstract":"<div><div>Labour conditions for paratransit workers in Sub-Saharan African cities are typically exploitative, precarious, and stressful. These conditions inevitably contribute to dangerous driving behaviour and poor quality-of-service. The aim of this paper is to explore whether improving driver labour conditions can improve quality-of-service, from a passenger perspective. It investigates the nature and strength of relationships between paratransit driver labour relations and quality-of-service. Data from a (<em>n</em> = 7407) paratransit passenger survey, administered in five case cities (Accra, Cape Town, Freetown, Kumasi, and Maputo), takes the form of ordinal Likert scale ratings of paratransit service attributes. Descriptive statistical analysis found that drivers remunerated through a daily ‘target’ system without representation in collective industry organisations, provide less satisfactory services than drivers remunerated through variations of ‘commission’ and part-salary systems with collective representation. An ordinal logistic regression model estimated that the odds of passengers being more satisfied (instead of very dissatisfied) with the overall quality-of-service provided by a driver remunerated under a part-salary and ‘commission’ system, are 3.99 and 2.11 times that of service provided by driver remunerated under a ‘target system’, respectively. It is concluded that better treated drivers provide better quality services. Paratransit improvement strategies should therefore include interventions that improve vehicle crew working conditions and labour relations.</div></div>","PeriodicalId":100058,"journal":{"name":"African Transport Studies","volume":"3 ","pages":"Article 100030"},"PeriodicalIF":0.0,"publicationDate":"2025-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143535120","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Gina Porter , Bradley Rink , Bulelani Maskiti , Sam Clark , Caroline Barber
{"title":"Young men's daily mobility needs and practices in two low-income neighbourhoods of Cape Town: Reflections on first mile experiences, using an innovative community peer research methodology","authors":"Gina Porter , Bradley Rink , Bulelani Maskiti , Sam Clark , Caroline Barber","doi":"10.1016/j.aftran.2025.100033","DOIUrl":"10.1016/j.aftran.2025.100033","url":null,"abstract":"<div><div>Understanding how young men navigate their journeys is important in the context of improving safe mobility for all, especially for those resident in city neighbourhoods with high rates of crime and poverty. Over the past decade, knowledge has been accumulating regarding the challenges faced by young women as they travel around urban areas across the African continent, but young men's lived mobility experiences have been largely ignored. This represents a major research gap. There often seems to be an (unwritten) assumption that men are invulnerable - free to travel wherever and whenever they choose - but there is a lack of specific knowledge of realities on the ground and how they impact on men's lives. In this paper we report recent research conducted with young men aged 18–35 years in two low-income neighbourhoods in Cape Town, utilizing a qualitative participatory Peer Research methodology. The focus is on understanding how young men resident in low-income areas experience and practice mobility, as they walk between home and local transport hubs (the ‘first mile’), wait at the hub, then journey onwards on motorised transport. Our findings suggest that while men's perceptions of potential danger do not necessarily stop them travelling, they experience moments of considerable stress in such contexts, such that they have to engage with a diversity of tactics to try to ensure a safe journey. There are potentially significant impacts on young men's well-being.</div></div>","PeriodicalId":100058,"journal":{"name":"African Transport Studies","volume":"3 ","pages":"Article 100033"},"PeriodicalIF":0.0,"publicationDate":"2025-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143487850","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}