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Social tourism and sustainability spectrum: A theoretical evaluation of marginalized community and partnership
The economic and development policies that ignore marginalized communities make the rural front of the society more vulnerable. This chapter examines social engagement and sustainable outlook by emphasizing the linkage between tourism partnership and community engagement through tourism business. This chapter engages research paradigms to integrate varied discourses by assessing tourism with promarginalized community growth paradigm. The chapter is indicative on proactive community empowerment to appreciate an inclusive engagement from a sustainable outlook which aims to pinpoint the tourism business ventures within that aid business and support smallholders in improving their standard of living. The analogy of social inclusive ideology ideates a strategic consideration towards ecologically viable measures and responsible tourism approaches while integrating social inclusivity based on sustainable consciousness. 2024 Nova Science Publishers, Inc. All rights reserved. -
Social Work Intervention Research in Child Sponsorship Programs: Enhancing Psychological Well-being of Marginalized Adolescents
The Child Sponsorship Program (CSP) is critical to enhancing the objective and subjective well-being of enrollees. Meanwhile, social work interventions emphasize scientific approaches aimed at empowering marginalized populations. This intervention research (IR) was focused on raising the psychological well-being (PWB) of adolescents in a prominent CSP located in Kochi, Kerala. Preliminary findings from a pilot study underscored the need for intervention, and subsequent Delphi survey results guided the formulation of an intervention strategy. Capitalizing on the transformative power of peer groups, IR implemented a social group work intervention to enhance adolescent PWB in CSP. Using a nonequivalent comparison group interrupted time-series design, the PWB of participants in the intervention group (IG, N = 20) and comparison group (CG, N = 20) was measured and compared. Ryffs PWB scale with 42 items served as the assessment instrument. Descriptive statistics confirmed the normal distribution of baseline data for all participants (N = 40), while repeated measures ANOVA in SPSS 25 validated the alternative hypothesis, indicating significant differences in PWB measures over time within IG and between IG and CG. Additionally, along with statistical evidence of intervention effectiveness, this study used a qualitative design for ongoing evaluation of the intervention process, providing insights for program refinement and demonstrating intervention outcomes. By defining a model for group work intervention among CSP adolescents to improve PWB, this study underscores the important role of social work interventions in empowering marginalized populations. The Author(s) 2024. -
Social-cognitive Skills Training on Interpersonal Understanding of Social Norms During Adolescence
Background: Social-cognitive skills training (SCST) in a therapeutic setup can result in more positive outcomes when incorporated with psychotherapy, especially among adolescents with minor social-cognitive impairments in their social interactions. It may result in multifarious benefits to mitigate their social-cognitive dysfunction. This study aimed to identify the effects of SCST on interpersonal understanding of social norms in adolescents with low social cognition. Methods: In this quasi-experimental research, 80 adolescents (1019 years) with low social cognition, no previous experience of skills training, and absence of any psychological disorders, especially those that affect their social-cognitive functioning, with assent from the participants and written informed consent from the parents/guardian and a score below 58 on the Need For Social-Cognition Scale, were included. They were randomly allocated into SCST or waitlist control group. SCST consists of 20 sessions with indoor activities, games, and discussions, and it has been arranged for 1 hour per 3 days a week for 3 months. Edinburgh social cognition test (ESCoT) was used to assess the degree of interpersonal understanding of social norms among adolescents as part of pre and posttests. Results: The Wilcoxon Sign Ranked Test showed that the interpersonal understanding of social norms after SCST is significantly higher than the interpersonal understanding of social norms SCST with a large effect size. The mean (standard deviation) scores in the ESCoT test improved significantly (P < 0.001) following [W = 0.001, P <.001, r = 1.000]. Conclusion: SCST effectively improves the interpersonal understanding of social norms, an essential developmental milestone during adolescence. It highlights the importance of focusing on mental health as a developmental asset that can influence social-cognitive development in the future. 2024 The Author(s). -
Social-cognitive Skills Training on Interpersonal Understanding of Social Norms During Adolescence
Background: Social-cognitive skills training (SCST) in a therapeutic setup can result in more positive outcomes when incorporated with psychotherapy, especially among adolescents with minor social-cognitive impairments in their social interactions. It may result in multifarious benefits to mitigate their social-cognitive dysfunction. This study aimed to identify the effects of SCST on interpersonal understanding of social norms in adolescents with low social cognition. Methods: In this quasi-experimental research, 80 adolescents (1019 years) with low social cognition, no previous experience of skills training, and absence of any psychological disorders, especially those that affect their social-cognitive functioning, with assent from the participants and written informed consent from the parents/guardian and a score below 58 on the Need For Social-Cognition Scale, were included. They were randomly allocated into SCST or waitlist control group. SCST consists of 20 sessions with indoor activities, games, and discussions, and it has been arranged for 1 hour per 3 days a week for 3 months. Edinburgh social cognition test (ESCoT) was used to assess the degree of interpersonal understanding of social norms among adolescents as part of pre and posttests. Results: The Wilcoxon Sign Ranked Test showed that the interpersonal understanding of social norms after SCST is significantly higher than the interpersonal understanding of social norms SCST with a large effect size. The mean (standard deviation) scores in the ESCoT test improved significantly (P < 0 .001) following [W = 0.001, P < .001, r = 1.000]. Conclusion: SCST effectively improves the interpersonal understanding of social norms, an essential developmental milestone during adolescence. It highlights the importance of focusing on mental health as a developmental asset that can influence social-cognitive development in the future. 2024 The Author(s). This article is distributed under the terms of the Creative Commons Attribution-NonCommercial 4.0 License (https://creativecommons.org/licenses/by-nc/4.0/) which permits non-commercial use, reproduction and distribution of the work without further permission provided the original work is attributed as specified on the SAGE and Open Access page (https://us.sagepub.com/en-us/nam/open-access-at-sage). -
Social-Ecological System Framework Network
The Social-Ecological Systems Framework Network (SESFN) provides a holistic approach to understanding the complicated relationships between ecological and social systems. By integrating network analysis, SESFN unveils the dynamic interconnections and interdependencies that shape these systems, offering critical insights into governance, resilience, and adaptive capacity. This framework is a powerful tool for addressing contemporary challenges such as biodiversity conservation, resource management, and climate change. Through interdisciplinary collaboration, SESFN facilitates stakeholder engagement, combining traditional knowledge with scientific research to foster sustainable practices. The application of SESFN has established its effectiveness in promoting adaptive management and improving both ecosystem health and human well-being. As global environmental challenges deepen, SESFN emerges as a pivotal and essential framework for crafting innovative solutions to achieve sustainability and resilience across diverse social-ecological contexts. 2026 John Wiley & Sons Ltd. All rights reserved. -
Social, Medical, and Educational Applications of IoT to Assist Visually Impaired People
General daily tasks have always been a problem for visually impaired people. Identification of daily objects becomes a hectic task. Traditional methods such as a walking stick and a guide dog have been helpful to the visually impaired for basic navigation. Such, methods have a lot of limitations and often fail under varied situations. Technologies such as Computer Vision and Pattern Recognition (CVPR), Image Processing (IP) Internet of Things (IoT), etc. have made a major contribution to overcoming the limitations. IoT brings a lot of technical and automated solutions to assist the visually impaired people. Data science and analytics are a major part of the process. Data accumulated via various sensors can be processed and used to identify obstacles and enhance basic navigation using haptic and voice feedback. Raw data goes through a series of analysis and refinement. This is then processed into a form which is understandable to the system and can be directly interpreted to perform various components of an application. These applications involve education, navigation, entertainment, security, consumer, etc. These applications are across various verticals of technologies differing in terms of hardware, software, and protocols. Various economically feasible and accurate solutions are now available. While, optimization remains an issue. These devices have generally been very helpful to ease the lives of visually impaired people. The main aim of this article is to provide essential details related to real-world applications of IoT in the field of education, healthcare, entertainment, security, navigation, and solutions to address the daily challenges faced by visually impaired people. The structure of the article includes introduction to IoT, applications of IoT in modern era is dealt in detail in Sect.10.1. Followed by hardware device and communication technologies in Sect.10.2. Section10.3 deals with state of art which focus majorly on research contributions related to applications of IoT and smart devices benefiting the lives of visually impaired. Section10.4 incorporates the future scope and concludes with a summary in Sect.10.5. The article covers more than 30 research contributions in the pastten years which includes journal papers, conference papers and patents which provide a detailed and clear view on the research being carried out in the field of IoT to help the visually impaired. 2021, The Editor(s) (if applicable) and The Author(s), under exclusive license to Springer Nature Singapore Pte Ltd. -
Socialization tactics and new entrants adjustments in the information technology context /
PES Business Review, Vol. 8, Issue 1, pp.19-28 ISSN No. 0973-919X -
Socially responsible universities and student satisfaction: Case analysis
Universities play the dual role of providing new knowledge and inculcating a sense of social responsibility in student citizens to contribute to community development. Higher Education Institutions (HEIs) are often expected to be socially responsible. The principal focus of this chapter is to determine the dimensions of University Social Responsibility (USR) and examine its impact on student satisfaction. A case study research was conducted with 299 students from a private university in India. Exploratory and Confirmatory Factor Analysis were used to identify the dimensions of USR. A structural equation model was used to analyze the impact of USR on student satisfaction, with gender and volunteerism in USR activities as moderators. The results show that student satisfaction is influenced by their perception of USR activities undertaken by the university. Findings indicate that the degree of influence of USR on satisfaction is more among female than male students. Contrastingly, the degree of influence of USR on satisfaction remained the same for volunteers and non-volunteers, indicating that the university is transparent in its USR activities. The findings highlight the importance of USR actions and how these activities lead to increased student satisfaction. The study also discusses the model adopted by the university to achieve higher standards of USR that other HEIs can adapt. 2024 Nova Science Publishers, Inc. -
Socio-economic Development and Value Creation Through Corporate Social Responsibility: A Case Study of Bosch India Foundation
In recent years, it is mandatory for profitable organizations in India to work toward Corporate Social Responsibility (CSR). Many thinkers in the industry have appreciated the move of the Indian Government by mandating profitable businesses to take responsibility for society by sharing certain portions of the profit made by these organizations. This study focuses on various initiatives taken by BOSCH India Foundation (BIF) for socio-economic development and value creation through its CSR activities. The primary data are collected by conducting interviews with the seniorlevel managers working in the CSR department of the Bidadi plant. The data are also collected by visiting the field of action, discussing with various stakeholders and observing their initiatives. The secondary data are collected from published sources and official records of the company. This case study shows that BOSCH India Foundation is focusing on the development of the villages in Bidadi. Their CSR initiatives focus on education, agriculture and livestock development, health and hygiene, environment, women empowerment, youth development and access to potable water. This study analyzes the economic and social impacts it has created in the society. The case provides new insight for researchers and students about the CSR approaches and best practices which can be a model for companies working on CSR projects. 2024 by World Scientific Publishing Co. Pte. Ltd. -
Socio-economic development of Darjeeling Himalayas: Categorical principal component analysis (CATPCA) and ordinal logistic regression (OLR)
The measurement of regional development plays a crucial role in improving the quality of life of local communities. However, the process of analyzing the regional progress was challenging as regional development was presented as a multidimensional concept. Nonetheless, the study's primary objective was to understand the indicators that genuinely reflect the development process's various dimensions in the northernmost district of West Bengal, Darjeeling Himalayas. Seven dimensions of development, namely psychological well-being, health, education, governance, safety and crime, energy and environment and standard of living were identified for analyzing the socio-economic development of the Darjeeling Himalaya. A questionnaire was framed and circulated in the region for the collection of data. By applying Categorical Principal Component Analysis (CATPCA), the data collected was aggregated into the above mentioned seven dimensions of development and analyzed the relationship between these development indicators through the Ordinal Logistic Regression model (OLR). The results showed that education and governance indicators had a significant impact on psychological wellbeing. Governance was affected by psychological wellbeing, while the standard of living was affected by psychological wellbeing and health indicators in the region. 2021 The Society of Economics and Development, except certain content provided by third parties. -
Socio-political Challenges and Aspirations of the Tarao Tribe in Manipur: A Qualitative Study on Marginalisation and Empowerment
This qualitative study investigates the Tarao group, one of Manipur's smallest Indigenous tribes. Using interviews, observation, and archival research, this research examined the Tarao community's socio-political status in the Chandel and Tengnoupal districts. It discusses how larger ethnic groups dominate while smaller communities like the Tarao remain marginalised. The findings show that the Tarao community is under-represented in governance, marginalised at the state level, and dominated by larger ethnic groups, resulting in a lack of political voice, social exclusion, economic restrictions, and fragmentation. This study examines how socio-political challenges affect the Tarao community's livelihood and negotiation with Manipur's socio-political framework. 2025 The Editor of Ethnopolitics. -
Sociocentric and Cosmocentric Coping: Cultural Logics of Parenting During Crisis in Low-Resource Indian Families
Coping with crisis is a culturally situated process shaped by models of self, morality, and notions of good life rather than by individual stress regulation alone. Drawing on cultural psychology frameworks, this study examines how parents of young children in low-resource settings coped with adversity situated within the context of COVID-19 pandemic. Using a constructivist qualitative design, in-depth interviews were conducted with 16 parents of children under six years of age belonging from economically marginalized communities living in urban Delhi, India. Data were analyzed through Reflexive Thematic Analysis, guided by Kirmayers (2007) model of Cultural Configurations of the Self. These narratives illustrate how coping emerged as a moral, relational, and faith-based practice under conditions of adversity and uncertainty. Sociocentric coping reflects a relational orientation in which well-being is understood as collective, caregiving is regarded as morally central, and emotional regulation is oriented toward preserving family harmony. Cosmocentric coping reflects an orientation toward higher-order forces through which uncertainty is accepted, distress is externalized, and endurance cultivated. The study challenges individualistic models of coping and highlights how care, endurance, and meaning-making are collectively organized in contexts of structural vulnerability. The paper extends theoretical understanding of coping with crisis and calls for a contextually grounded model of parental coping. The Author(s), under exclusive licence to Springer Nature Switzerland AG 2026. -
Sociocultural aspects of the medicalisation of infertility: a comparative reading of two illness narratives
This paper is a comparative reading of variations in the medicalisation of infertility caused by sociocultural aspects, in two illness narratives by patients: Elizabeth Katkins Conceivability (2018), a story of navigating a fertility industry with polycystic ovarian syndrome and antiphospholipid syndrome in America and Rohini Rajagopals Whats a Lemon Squeezer Doing in My Vagina (2021), a discussion from India of a growing awareness of medicalisation in treatment of unexplained infertility. For this purpose, it first charts scholarship on illness narratives and medicalisation, noting a historical association. Following this, it shows how infertility, a physiological symptom of reproductive incapacity or failure to show clinical pregnancy, is generally medicalised. This paper reads the texts as showing hitherto unaddressed sociocultural aspects of infertilitys medicalisation. At the same time, drawing from existing sociological and anthropological scholarship, it shows how a reading of sociocultural aspects in medicalised infertility nuances understanding of its medicalisation. This comparative reading attends to sociocultural values and norms within the texts, including pronatalism, fetal personhood, kinship organisation, purity/pollution, individual reliance, sacred duty and so forth. It draws from scholarship on embodiment, rhetorical strategies and the language of medicine. It also shows how a patients non-medicalised, affective history ofdeep sickness caused by the biographical disruption of infertility is not that of apoor historian. In laying out the particularisation of such sociocultural values and norms across America and India, medicalisations migration from its origins to the margins reveals subjectivised, stratified reproduction in infertility illness narratives. This paper is part of a turn in scholarship away from understanding the medicalisation of infertility as naturalised and decontextualised. Author(s) (or their employer(s)) 2024. -
Sociocultural aspects of the medicalisation of infertility: A comparative reading of two illness narratives
This paper is a comparative reading of variations in the medicalisation of infertility caused by sociocultural aspects, in two illness narratives by patients: Elizabeth Katkin's Conceivability (2018), a story of navigating a fertility industry with polycystic ovarian syndrome and antiphospholipid syndrome in America and Rohini Rajagopal's What's a Lemon Squeezer Doing in My Vagina (2021), a discussion from India of a growing awareness of medicalisation in treatment of unexplained infertility. For this purpose, it first charts scholarship on illness narratives and medicalisation, noting a historical association. Following this, it shows how infertility, a physiological symptom of reproductive incapacity or failure to show clinical pregnancy, is generally medicalised. This paper reads the texts as showing hitherto unaddressed sociocultural aspects of infertility's medicalisation. At the same time, drawing from existing sociological and anthropological scholarship, it shows how a reading of sociocultural aspects in medicalised infertility nuances understanding of it's medicalisation. This comparative reading attends to sociocultural values and norms within the texts, including pronatalism, fetal personhood, kinship organisation, purity/pollution, individual reliance, sacred duty and so forth. It draws from scholarship on embodiment, rhetorical strategies and the language of medicine. It also shows how a patient's non-medicalised, affective history of 'deep' sickness caused by the biographical disruption of infertility is not that of a 'poor historian'. In laying out the particularisation of such sociocultural values and norms across America and India, medicalisation's migration from its origins to the margins reveals subjectivised, stratified reproduction in infertility illness narratives. This paper is part of a turn in scholarship away from understanding the medicalisation of infertility as naturalised and decontextualised. Author(s) (or their employer(s)) 2025. No commercial re-use. See rights and permissions. Published by BMJ Group. -
Socioeconomic determinants of COVID-19 in Asian countries: An empirical analysis
The spread of coronavirus disease, 2019, has affected several countries in the world including Asian countries. The occurrences of COVID infections are uneven across countries and the same is determined by socioeconomic situations prevailing in the countries besides the preparedness and management. The paper is an attempt to empirically examine the socioeconomic determinants of the occurrence of COVID in Asian countries considering the data as of June 18, 2020, for 42 Asian countries. A multiple regression analysis in a cross-sectional framework is specified and ordinary least square (OLS) technique with heteroscedasticity corrected robust standard error is employed to obtain regression coefficients. Explanatory variables that are highly collinear have been dropped from the analysis. The findings of the study show a positive significant association of per capita gross national income and net migration with the incidence of total COVID-19 cases and daily new cases. The size of net migration emerged to be a potential factor and positive in determining the total and new cases of COVID. Social capital as measured by voters' turnout ratio (VTR) in order to indicate the people's participation is found to be significant and negative for daily new cases per million population. People's participation has played a very important role in checking the incidence of COVID cases and its spread. In alternate models, countries having high incidence of poverty are also having higher cases of COVID. Though the countries having higher percentage of aged populations are more prone to be affected by the spread of virus, but the sign of the coefficient of this variable for Asian country is not in the expected line. Previous year health expenditure and diabetic prevalence rate are not significant in the analysis. Therefore, people-centric plan and making people more participatory and responsive in adhering to the social distancing norms in public and workplace and adopting preventive measures need to be focused on COVID management strategies. The countries having larger net migration and poverty ratio need to evolve comprehensive and inclusive strategies for testing, tracing, and massive awareness for sanitary practices, social distancing, and following government regulation for management of COVID-19, besides appropriate food security measures and free provision of sanitary kits for vulnerable section. 2020 John Wiley & Sons Ltd -
Sodium Alginate Coated Cerium(III) Fluoride Nanoparticles for Biocompatible Antimicrobial Applications: Structural and Functional Insights
Cerium(III) fluoride (CeF?) nanoparticles and sodium alignatefunctionalized CeF? nanocomposites (CeF?SA) were synthesized via a wet-chemical method. XRD confirmed phase-pure hexagonal CeF? with an average crystallite size of ~ 24nm. TEM showed uniformly distributed nanoparticles (812nm), and lattice fringe analysis revealed an interplanar spacing of ~ 0.315nm corresponding to the (111) plane, indicating preserved crystallinity after SA functionalization. UVvisible spectroscopy revealed a reduction in the optical band gap from 6.05eV (CeF?) to 4.96eV (CeF?SA), indicating modification of electronic properties. PL emission (351522nm) showed quenching, suggesting suppressed charge carrier recombination and increased defect density. CeF?SA exhibited antimicrobial activity against Gram-positive (S. aureus, S. pneumoniae), Gram-negative (K. pneumoniae, E. coli), and the fungal pathogen C. albicans, with reduced MIC (650g/mL) and MBC (1050g/mL) against K. pneumoniae. SEM revealed pronounced bacterial membrane damage. In vitro MTT assays on L929 fibroblasts demonstrated > 80% cell viability at concentrations up to 60g/mL, indicating the nanoparticles are well-tolerated at sub-antimicrobial doses. Overall, CeF?SA represents a promising antimicrobial nanoplatform, with further studies needed to assess cytocompatibility at MIC-level concentrations. The Author(s), under exclusive licence to Springer Science+Business Media, LLC, part of Springer Nature 2026. -
Sodium alginate functionalized nickel ferrite nanocomposites: synthesis, physicochemical characterization, and evaluation of antibacterial, anticancer, and biocompatibility properties
The rise of multidrug-resistant bacteria and the need for effective therapies against breast cancer highlight the demand for multifunctional nanomaterials with high biocompatibility. In this study, Nickel ferrite (NiFe?O?) and sodium alginate functionalized NiFe?O? nanocomposites (NiFe?O?-SA) were synthesized via a green co-precipitation method. X-ray diffraction confirmed a cubic spinel structure, and transmission electron microscopy revealed quasi-spherical nanoparticles with sizes of 1525nm and uniform alginate coating. UVVis analysis showed a reduction in band gap from 4.44eV to 3.13eV, while photoluminescence spectra indicated enhanced charge carrier separation. NiFe?O?-SA exhibited strong antibacterial activity against Gram-negative pathogens (Klebsiella pneumoniae, Escherichia coli, Shigella dysenteriae, Pseudomonas aeruginosa, and Proteus vulgaris), with membrane disruption confirmed by microscopy. Cytotoxicity studies on MCF-7 breast cancer cells demonstrated dose-dependent inhibition with an IC?? of 11.9?g/mL, and zebrafish embryo assays confirmed excellent biocompatibility for NiFe?O?-SA. These findings highlight NiFe?O?-SA nanocomposites as promising multifunctional nanomaterials for therapeutic and biomedical applications. 2026 Elsevier B.V. All rights are reserved, including those for text and data mining, AI training, and similar technologies. -
Sodium alginate/bismuth (III) oxide composites for ?-ray shielding applications
In the present work, we have explored the efficacy of bismuth (III) oxide (Bi2O3) loaded, calcium ion cross-linked solution cast sodium alginate composite films for radioprotective applications. Calcium ion cross-linking increased the water and chemical resistance, which further improved on introduction of Bi2O3 into the composites. The 40 wt% Bi2O3 loaded films showed good heat resistance with the peak degradation temperature reaching as high as 251C. The Bi2O3 loaded composites showed enhanced tensile strength (TS) and Youngs modulus (YM). Compared to high-modulus polymers like epoxy, high-density polyethylene (HDPE) and poly (vinyl chloride) (PVC), these exhibit relatively greater extent of stretching before breaking. The ?-ray attenuation experiments showed that mass attenuation coefficients of the composites at various ?-ray energies increased with filler loading. These composites are effective in shielding ?-rays from radioactive sources like 137Cs, 22Na, 133Ba, and 60Co that are widely employed in several medical and industrial applications. The overall enhancement in thermal, mechanical, and radiation shielding characteristics of the composites may be attributed to the uniform distribution of the fillers in alginate matrix. These nontoxic sodium alginate/Bi2O3 composites can be used as soft and biodegradable radiation shields, which may be processed to wearable forms. 2020 Wiley Periodicals LLC. -
Sodium AlginateEngineered CaF? NPs: Surface Passivation, and Tunable Biofunctional Performance
The optimization of surface chemistry in nanomaterials is vital for enhancing their applicability in advanced healthcare sectors. This study focuses on synthesizing polymer-functionalized NPs (NPs) to improve structural stability and biological efficacy against a broad spectrum of pathogens. Herein, calcium fluoride (CaF?) and sodium alginate-functionalized CaF? (CaF?SA) NPs were synthesized to determine the impact of SA on physicochemical and optical properties. The synthesized NPs were extensively characterized using XRD, UV-Vis, DLS, FTIR, PL, electron microscopy (SEM/TEM), and XPS. Their enhanced performance is attributed to defect passivation, reduced crystallite size, and the formation of a homogeneous organic-inorganic interface through strong chemical interactions between Ca? sites and alginate functional groups. The CaF?SA NPs exhibited superior broad-spectrum antimicrobial activity compared to bare CaF? against S. aureus, S. pneumoniae (Gram-positive), K. pneumoniae, E. coli (Gram-negative) and C. albicans (fungal strains). The quantitative assessments via MIC, MBC, and CFU assays confirmed effective inhibition of CaF2-SA. These findings highlight defect modulation and polymer passivation as powerful strategies, suggesting CaF?SA NPs as promising candidates for advanced bio-interactive and healthcare applications. The Author(s), under exclusive licence to Springer Science+Business Media, LLC, part of Springer Nature 2026. -
Soft Computing Approach for Student Dropouts in Education System
The education system has increased the number of dropouts in the coming years, decreasing the number of educated people. Education system refers to a group of institutions like ministries of education, local education bodies, teacher training institutes, universities, colleges, schools, and more whose primary purpose is to provide education to all the people, especially young people and children in educational settings. The research aims to improve the student dropout rate in the education system by focusing on students performance and feedback. The students dropout rate can be calculated based on complexity, credits, attendance, and different parameters. This study involves the extensive study that inculcates student dropout with their performance and other parameters with soft computing approaches. There are various soft computing approaches used in the education system. The approaches and techniques used are sequential pattern mining, sentimental analysis, text mining, outlier decision, correlation mining, density estimation, etc. The approaches and techniques will be beneficial to calculating and decreasing the rate of dropout of students in the education system. The research will make a unique contribution to improved education by calculating the dropout rate of students. In particular, we argue that the dropout rate is increasing, so soft computing techniques can be the solution to improvise/reduce the dropout rate. 2023, The Author(s), under exclusive license to Springer Nature Singapore Pte Ltd.