Search Results (103)

The precision of oil palm fresh fruit bunch (FFB) ripeness classification directly determines the extraction efficiency and chemical quality of the resulting crude palm oil (CPO). Traditional manual inspection at reception ramps remains labour-intensive, time-consuming, and subjective. To address these issues, this study presents a lightweight deep learning framework for automated oil palm FFB ripeness classification trained on a field-collected dataset of 857 images covering four ripeness classes (Over-ripe, Ripe, Under-ripe, and Unripe). Six lightweight classification backbones are evaluated, including MobileNetV2, EfficientNetV2B0/B1, and YOLO variants. An intra-class half-mixing augmentation with geometric transformation is proposed to address minority-class imbalance. Overall, YOLOv8n-cls achieved the highest accuracy (95.6%), followed by EfficientNetV2B0/B1, YOLO11n-cls, YOLO26n-cls, and MobileNetV2, respectively. In addition, all YOLO-family models achieved a recall score of 1.00 for the minority class while obtaining the highest $F_1$ scores for the other classes. The experimental results suggest that the proposed augmentation method enables lightweight deep learning models to achieve promising classification performance on an imbalanced field-collected FFB dataset while improving minority-class detection. Full article

Global migration and labour market pressures have increased transnational mobility in social work, as practitioners move across borders to meet workforce demand. This paper examines how professional regulation interacts with workforce shortages and transnational mobility, using Ireland as a case study. A regulatory dilemma arises from the absence of standardised international reference points for comparing social work education, training, roles, and regulation. Where applicants’ qualifications and practice experience do not align with national standards, additional requirements may be imposed, delaying entry into practice. Focusing on applicants from the U.K., U.S., Zimbabwe, and India, identified as principal countries of origin among internationally qualified social workers in Ireland, analysis shows how differences in regulatory structure, education, and role definition shape the assessment of equivalence and extend pathways to registration. The paper determines that this dilemma cannot be resolved by regulators and must be addressed at the level of the profession. It proposes identifying shared core content within existing social work education, using patterns in recognition decisions to inform targeted curriculum development, and creating standardised country profiles describing social work roles to support more consistent interpretation of international experience. Full article

This article examines how institutional arrangements shape exploitative labour conditions among highly skilled international professionals, challenging prevailing assumptions that labour exploitation primarily affects low-skilled or irregular workers. Focusing on international professionals living and working in Vienna, the study addresses a central paradox of contemporary migration governance: while states and cities actively compete for global talent, they simultaneously reproduce exploitative conditions: legal, organisational, and identity-based constraints that limit labour mobility, weaken bargaining power, and suppress rights mobilisation. The analysis draws on Social Identity Theory, the Skill Paradox, and the concept of Legal consciousness to examine how highly skilled migrants experience labour market entry, wage-setting, and workplace inequality under conditions of legal dependency and institutional regulation. Empirically, the study is based on 42 semi-structured interviews with highly skilled international professionals and 17 expert interviews with representatives of Austrian labour market institutions and non-governmental organisations, complemented by secondary institutional data. Using reflexive thematic analysis, the study identifies three interrelated mechanisms sustaining exploitative conditions: (1) conditional labour market entry through the systematic downgrading of foreign qualifications; (2) legal and institutional dependency that discourages rights awareness and rights mobilisation; and (3) intersectional wage penalties disproportionately affecting women and non-national professionals. The findings demonstrate labour market conditions that exhibit several characteristics associated with labour exploitation. Labour conditions among highly skilled international professionals are not primarily the result of overt coercion or illegality but are structurally produced through migration regimes, credential recognition practices, and uneven access to legal protection. These mechanisms position skilled migrants along a continuum of labour exploitation characterised by restricted mobility, economic compulsion, and suppressed labour market conflict. By conceptualizing what can be reasonably interpreted as exploitative labour arrangements as an institutional outcome rather than an individual failure, the article contributes to debates on skilled migration, labour market inequality, and migration governance, highlighting the need for policy reforms that better align talent attraction strategies with labour rights, legal empowerment, and social justice. Full article

This study aims to map and compare the demand for green skills across four selected African countries by analyzing online job vacancies. Accordingly, the study addresses four research questions: (RQ1) how green skills demand has evolved over time; (RQ2) which sectors exhibit the highest demand for green skills; (RQ3) which occupations are most associated with green skills; and (RQ4) which green competencies are most frequently requested by employers. A Big Data and Labour Market Intelligence approach is employed based on secondary data provided by the online job vacancies (OJV). The results reveal a general upward trend in green skills demand, although with significant cross-country variation. Sectorally, sustainable energy dominates across all countries, followed by more context-specific areas such as agriculture, tourism, and production. At the occupational level, environmental engineers and other technical professions are most strongly associated with green skills. The thematic analysis highlights renewable energy, energy efficiency, and environmental sustainability as the most prominent skill domains, alongside emerging competencies in sustainable mobility, circular economy, and green digital skills. The study contributes to the literature by providing empirical evidence from an underexplored African context and demonstrating the value of online job vacancy data for monitoring labour market transformations. Full article

Post-COVID rural revitalisation policies and digital platform economies have renewed attention to returning to the Chinese countryside, yet return rarely becomes durable residence, livelihood, or recognised membership. This concept paper addresses that problem through a scoping-oriented critical literature review and interpretive synthesis of scholarship on rural return in China. It develops internal rural re-bordering as an analytic for explaining how rural return is governed as a form of conditional inclusion within national territory. The synthesis identifies three interacting mechanisms: institutional bordering, which shapes eligibility and service portability; platform governance, which shapes visibility and monetisation; and aesthetic governance, which shapes admissible rural identities, livelihoods, and spaces. Across the literature, durable return depends on whether mobility can be converted into regularised entitlements, relatively stable income, and locally recognised legitimacy, often through local intermediaries and relational labour. Rural return is therefore better understood as a conditional pathway of incorporation than as a simple demographic reversal. Full article

The rapid growth of online shopping has increased demand for home deliveries, leading to sustainability issues and logistical challenges such as labour shortages and congestion. Autonomous delivery vehicles, including drones, street robots, autonomous vans, and mobile vending machines, are emerging as potential solutions. Understanding consumers’ perceptions of these technologies is critical for sustainable implementation. This exploratory study aimed to examine consumer reactions to emerging autonomous delivery services, providing insights into how consumers may respond to autonomous delivery systems encompassing multiple vehicle modes and the resulting policy implications. Eight online focus groups (n = 55) were conducted with a diverse range of participants to examine community attitudes to autonomous delivery services. Participants were shown videos depicting various autonomous delivery methods to foster informed responses. Thematic analysis of the transcripts identified recurring themes relating to participants’ preferences, concerns, and expectations. While participants had some concerns, they were largely receptive to using autonomous delivery services. Positive reactions centred around: (i) convenience, (ii) cost reductions, and (iii) novelty. Identified concerns included: (i) job losses, (ii) practical limitations of the delivery devices, (iii) degradation of urban environments, and (iv) facilitation of unhealthy lifestyles. Overall, the results suggest autonomous delivery systems have the potential to be popular, and proactive government policies are thus likely to be needed to ensure they are implemented in a manner that aligns with community expectations and minimises any negative sustainability outcomes. Full article

This study examines how nature-based experience is associated with quality of life (QOL) under contrasting socio-ecological and labour-mobility-related conditions. Using an exploratory comparative design, survey data were collected from a Mongolian mobility-related sample in Ulaanbaatar and surrounding areas and from rural receiving communities in South Korea. Environmental values were measured using the New Ecological Paradigm (NEP), while nature-based experience was operationalized through visit frequency and duration of stay in natural environments. QOL was measured using items based on the WHOQOL framework. The results indicate clear differences between the two samples in environmental values, QOL, and patterns of nature-based experience. More importantly, the association between nature-based experience and QOL was not uniform across contexts. Visit frequency was positively associated with QOL in the Mongolian sample, whereas no comparable association was observed in the South Korean sample. By contrast, duration of stay did not show a comparable significant interaction effect. These findings suggest that the well-being relevance of nature-based experience may depend on the socio-ecological role of nature in each context. Given the use of convenience sampling, cross-sectional data, and the absence of full measurement invariance testing, the findings should be interpreted as exploratory comparative evidence rather than as statistically generalizable national-level conclusions. The study contributes to land-use, rural development, and socio-ecological research by highlighting the context-dependent relationship between natural resource use, human–nature experience, and QOL. Full article

This contribution engages with perspectives, concerns and experiences of artists who staged either their own life stories or the life stories of others. At its core, it challenges the idea that staging a life story is solely an empowering, self-enabling and emancipatory aesthetic practice. By analysing two choreographies and their respective working conditions, as well as an interview with one of the choreographers, this article reflects on the commercialisation and neoliberal extraction of personal life stories. Further, this contribution revisits the concept of ‘cultural mobility’ with two case studies. The first one, mi vida en tránsito (2022), draws on the precariousness and vulnerability experienced in times of professional mobility in the Central European dance scene. Overseas (2022), the second case study, criticises the Eurocentric assumption that mobility is equally distributed across the globe. To analyse both case studies, this article establishes ‘cultural immobility’ as a scholarly perspective on how immobility relates to the production, performance, practice and circulation of cultural artefacts and artistic works. Full article

The study investigates the interrelationship between the performance of the regional economy in Italy and the multidimensionality of wellbeing, as defined by the ISTAT Benessere Equo e Sostenibile (BES) model. Based on panel data from 19 Italian regions and 2 autonomous provinces—Trentino and Bolzano (2012–2023)—the research aims to explore whether there is a link between regional GDP and the three BES dimensions: Benessere (B), Equità (E), and Sostenibilità (S). The innovative contribution of this paper is not the creation of a novel theoretical model, but a multilayered empirical approach that combines panel data methods, machine learning, and clustering. This approach makes it possible to reveal nonlinearities, complex interactions, and regional heterogeneity in BES–GDP relationships. The analysis of the Benessere dimension based on k-Nearest Neighbors reveals nonlinear dynamics related to health, mobility, security, digital access, and socio-economic conditions. Furthermore, cluster analysis identifies territorial development regimes according to the Benessere dimension. The Equità dimension is estimated using boosting regression and clustering models that emphasize the role of income, poverty risk, healthcare pressure, labour-market participation, youth exclusion, deprivation, and access to essential services. Finally, the Sostenibilità dimension is explored using boosting regression and random forest models to estimate interactions among environmental quality, climate stress, energy transition, innovation, digital skills, service reliability, and regional economic performance. The findings demonstrate a structural connection between well-being, equity, sustainability, and the economic performance of Italian regions. The results also confirm the hypothesis that Italy has multiple development regimes that differ geographically. Full article

Globalization refers to the increasing density of economic, social, and technological interconnections on a global scale. In the healthcare industry, it simultaneously accelerates innovation and increases systemic vulnerabilities. This study aims to review and conceptually synthesise the main channels of impact: (1) pharmaceuticals, clinical development, and regulation; (2) supply chains and resilience; (3) service mobility (health tourism); (4) human resources and competencies; (5) digitalization, artificial intelligence (AI), and data governance; (6) ethics, law, and public policy; and (7) sustainability and climate change. The COVID-19 pandemic highlighted the risks associated with global interdependencies, particularly in supply chains, while also demonstrating the innovation-accelerating effects of knowledge sharing and international cooperation. Particular attention is given to artificial intelligence and digital health, which open up new potential for efficiency and quality improvement from research and development through diagnostics to healthcare organization, while simultaneously intensifying concerns related to data protection, cyber security, and liability. Telemedicine, platform-based systems, and real-world data may contribute to addressing the care needs of ageing societies, but only when supported by appropriate competencies and sound data governance. As global data flows intensify, the importance of data protection, bias mitigation, transparency, and accountability correspondingly increases. Through the cultural channels of globalization, health-conscious lifestyles and complementary approaches are also spreading, which we address in a brief, separate subsection. The guidelines of international organizations foster standardization; however, due to differences in local capacities and institutional environments, the effects are not homogeneous. In conclusion, the study emphasises the dual nature of globalization; it expands access and accelerates innovation, while at the same time creating new vulnerabilities—in supply chains, labour mobility, and data security—and, together with climate-related risks, generating complex adaptive pressures for the healthcare industry. Full article

This article investigates the housing precarity of EU migrant workers in the Dutch–German border region, focusing on the Venlo Greenport area. Drawing on documentary analysis, 28 interviews, field observations, and stakeholder engagement, it explores how local governance, market dynamics, and framing practices shape housing outcomes. While EU law guarantees free movement, housing remains excluded from the EU rights frameworks, leaving workers dependent on employer-linked or agency-controlled short-stay facilities. These arrangements—often overcrowded, surveilled, and formally temporary—become long-term solutions, producing what we term short-stay sedentarism: prolonged residence in housing designed to deny permanence. The study conceptualises the local “battleground” where municipalities, employers, housing providers, NGOs, and residents negotiate competing interests. Seven interpretive frames—nuisance/disorder, cowboys, human rights, NIMBY, shadow power, integration, and unwanted accumulation—structure these debates, legitimising certain strategies while obscuring structural deficiencies. Findings reveal that certification and enforcement, while intended to improve standards, often entrench precariousness by sustaining the short-stay model. Emerging integration-oriented policies signal a shift but remain fragile amid economic imperatives and spatial constraints. The paper argues that addressing housing precarity requires structural reforms: expanding access to regular housing, reducing employer dependency, and recognising migrant workers as long-term residents rather than temporary labour inputs. Full article

Mental health inequities affecting migrant populations stem from structural determinants that hierarchize access to resources, recognition, and social protection. Among these determinants, structural racism plays a central role in the experiences of racialised Brazilian immigrant women in Portugal, producing vulnerabilities at the intersection of race, gender, nationality, and migration status. Grounded in intersectional feminist and decolonial epistemology, this study analyses how structural racism operates as a health determinant through specific mechanisms traversing material conditions of life, distress trajectories, and experiences of psychological care, and it examines how these women navigate the limitations of mental health services, identifying conditions for a practice committed to racial equity. Fifteen semi-structured interviews were conducted with racialised Brazilian immigrant women and analyzed through Reflexive Thematic Analysis. The findings indicate that racism is manifested through professional devaluation, labour precarity, documentation instability, and linguistic racialisation, impacting access to rights and the production of psychological distress. Mental health inequities are not limited to barriers to access, as institutional and clinical dynamics tend to individualize distress and disregard its historical and social bases, operating as epistemic violence. The community-based strategies mobilized by participants challenge models centred on individual intervention. This study underscores the need for structurally competent approaches and for institutional reforms oriented toward equity and racial justice within mental health systems. Full article

The ambition of policymakers to ‘raise aspirations’ among young people from disadvantaged backgrounds as a means for improving social mobility in Britain has been a mainstay of political rhetoric for the last three decades. Reports such as Higher Education in the Learning Society in 1997, Unleashing Aspiration in 2009, and Success as a Knowledge Economy in 2016 are all underpinned by an ideology of neoliberal meritocracy that has transcended political parties and governments since the Thatcher administration. Even those who lean more to the left of the Labour Party within contemporary Britain have perpetuated this narrative by reframing it as ‘working-class ambition’. This paper advances an alternative view which reconceptualises the way in which young people from non-privileged backgrounds experience and perceive the world, and their place within it. Drawing upon our work on Connected Belonging in 2025 and our research on the From the Centre to the Periphery project in 2025, we suggest that ‘hopeful optimism’ offers a more realistic lens through which to understand what is needed to address the ‘personal troubles and public issues’ that young people face. Unlike aspiration, which has an inherently individualistic and future-orientated framing, with value systems directed by dominant hegemonic notions of ‘success’ that are commonly positioned in economic terms, we recognise optimism as being a holistic and relational process that resides in the present as well as looks to the future. Optimism, grounded within principles of hope, allows young people the freedom to be and to dream; by celebrating who they are and their interconnectedness, it protects them from fears of failure; by reimaging what success might mean, it liberates them as creators. Full article

Road maintenance remains one of the most resource-intensive and hazardous operations in infrastructure management. Traditional inspection practices rely heavily on manual labour and discrete procedures, often resulting in limited scalability, operator exposure to traffic hazards, and inefficiencies in data collection. This paper presents a novel automated methodology that integrates Unmanned Aerial Vehicles (UAVs) and autonomous mobile robots (AMRs) to enable automated inspection and measurement of road assets through a digital twin (DT) system. The system leverages data fusion and real-time synchronisation between field agents and a centralised digital twin to monitor the retro-reflectivity of vertical and horizontal signage, detect obstacles and vegetation, and support data-driven maintenance planning. A case study conducted on the Italian highway network demonstrated improvements in operational safety, inspection efficiency, and measurement consistency. The results confirm that the integration of UAVs and AMRs within a digital twin framework can significantly improve sustainability, productivity, and workers’ safety in road maintenance operations. Full article

This study investigates the spatial dimensions of labour market polarization in Hungary by examining the widening gap between developed agglomerations and lagging peripheral regions. It explores how educational inequality, technology-driven risks, and constrained mobility affect the spatial aspects of labour market polarization. It covers all 197 districts of Hungary on the LAU-1 level. Using cluster analysis and OLS regression models, we shall explore relationships between employment rates, educational attainment, automation exposure—as based on occupation-level data—and a composite mobility index. From the data, we detected distinct labour market zones, which are dynamic agglomerations, industrial transition zones, and peripheral lagging. The data confirms that the “triple trap” is clearly experienced by the peripheral regions, with lower educational attainment, high exposure to automation impacting nearly 50%, and mobility constraints keeping the workforce bound to local public works employment. These results provide evidence that labor market polarization is a self-reinforcing spatial process. It implies that successful policy interventions should be comprehensive, addressing the interrelated elements of transport infrastructure, skill development, and regional economic diversification in one stroke to break the vicious circle of immobility. Full article