Integrating AI and Machine Learning in STEM education: Challenges and opportunities

Computer Science & IT Research Journal, Journal Year: 2024, Volume and Issue: 5(8), P. 1732 - 1750

Published: Aug. 3, 2024

This study investigates the integration of Artificial Intelligence (AI) and Machine Learning (ML) in STEM education, emphasizing transformative potential inherent challenges these technologies. The purpose this research is to provide a thorough understanding how AI ML can enhance educational outcomes, personalize learning experiences address critical issues within fields. Utilizing comprehensive review current literature, examines state identifies key ethical considerations explores future trends directions. Key findings reveal that significantly contribute personalized learning, adaptive teaching strategies, increased student engagement. However, such as data privacy concerns, dilemmas necessity for extensive educator training infrastructure investment are prominent. underscores importance developing frameworks guidelines ensure responsible use, mitigate biases promote transparency. conclusions drawn from highlight need collaboration among educators, technology developers, policymakers researchers fully leverage ML. Recommendations include investing professional development ensuring equitable access tools fostering international cooperation share best practices innovative solutions. Further, ongoing into practical implications technologies essential their successful education. elucidates profound opportunities present transforming education calls strategic, ethical, collaborative approach overcome existing practices. Keywords: Intelligence, Learning, Education, Personalized Ethical AI, Educational Technology.

Language: Английский

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Cultural and social dimensions of green architecture: Designing for sustainability and community well-being

International Journal of Applied Research in Social Sciences, Journal Year: 2024, Volume and Issue: 6(8), P. 1951 - 1968

Published: Aug. 30, 2024

Green architecture transcends environmental sustainability by integrating cultural and social dimensions to foster community well-being. This explores how sustainable architectural practices can be harmoniously aligned with local identities needs, ultimately enhancing the quality of life for communities. begins establishing a theoretical framework that includes principles, considerations, inclusivity. It emphasizes effective green must respect traditions heritage, using indigenous materials techniques resonate community’s identity. sensitivity in design not only preserves landmarks but also ensures new structures are embraced populace. Furthermore, this review examines impact on By prioritizing health wellness through improved indoor air quality, natural lighting, biophilic elements, buildings contribute significantly physical mental health. These spaces designed cohesion creating inclusive, accessible environments encourage interactions engagement. The highlights participatory processes as essential successful architecture. Involving members development phases builds capital final meet specific needs aspirations community. Case studies urban spaces, housing developments, public illustrate practical application these showcasing projects have successfully integrated goals. Challenges such balancing goals, navigating policy regulatory frameworks, discussed. concludes advocating holistic approach leverages technological advancements support create sustainable, culturally resonant, socially inclusive environments. Future trends innovations field poised further enhance synergy between Keywords: Cultural, Social, Dimensions, Architecture, Community Well-being.

Language: Английский

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The role of green building materials in sustainable architecture: Innovations, challenges, and future trends

International Journal of Applied Research in Social Sciences, Journal Year: 2024, Volume and Issue: 6(8), P. 1935 - 1950

Published: Aug. 30, 2024

The role of green building materials is pivotal in advancing sustainable architecture, as they contribute significantly to reducing the environmental impact construction and enhancing overall sustainability buildings. Green are defined by their eco-friendly properties, which include energy efficiency, resource conservation, minimal harm. This review explores latest innovations materials, highlighting advances such recycled upcycled biodegradable bio-based products, high-performance insulation technologies. Additionally, it examines smart including self-healing phase-change offer enhanced durability responsiveness conditions. Despite these advancements, adoption faces several challenges. High initial costs, performance concerns, supply chain issues present significant barriers widespread use. Regulatory certification processes also pose hurdles, impacting accessibility integration projects. Looking ahead, future trends promising. Emerging technologies, nanotechnology manufacturing processes, set revolutionize material science. with technologies promises efficiency monitoring. expanding market for certifications potential circular economy practices, design disassembly closed-loop systems, new opportunities development. While exciting overcoming existing challenges crucial broader adoption. Continued research, development, collaboration among stakeholders will be essential shaping achieving long-term goals built environment. Keywords: Building, Sustainable Architecture, Future Trends. Review.

Language: Английский

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Operational Efficiency in Retail: Using Data Analytics to Optimize Inventory and Supply Chain Management

International Journal of Scientific Research in Computer Science Engineering and Information Technology, Journal Year: 2025, Volume and Issue: 11(1), P. 1483 - 1494

Published: Feb. 3, 2025

The retail industry faces constant challenges in managing inventory and optimizing supply chain processes to meet customer demand while minimizing costs. Data analytics emerges as a powerful solution enhance operational efficiency these areas. This paper explores how data-driven approaches can transform management operations. In management, leveraging historical sales data, seasonal trends, machine learning algorithms significantly improve forecasting. Techniques such ABC analysis, safety stock calculations, economic order quantity (EOQ) optimization enable retailers maintain optimal levels, reducing the risks of overstocking stockouts. For data facilitates effective supplier relationship by tracking evaluating performance through vendor scorecards. Logistics optimization, supported geographic for route planning real-time shipment monitoring, enhances delivery reduces Integrating advanced warehouse systems further streamlines implementation robust software platforms, equipped with visualization, reporting tools, predictive analytics, empowers make informed decisions. Case studies successful applications both large-scale small medium-sized businesses illustrate tangible benefits best practices adopting analytics. Despite evident advantages, security privacy concerns, need seamless integration Internet Things (IoT) devices, remain. Future trends point towards greater utilization artificial intelligence revolutionize conclusion, embracing is imperative aiming achieve efficiency. By harnessing insights, optimize ultimately enhancing satisfaction profitability.

Language: Английский

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Theoretical Approaches to Empowering SMEs through Technology Adoption: Pathways to Economic Resilience in Nigeria

International Journal of Scientific Research in Science and Technology, Journal Year: 2025, Volume and Issue: 12(1), P. 498 - 518

Published: Feb. 13, 2025

Small and Medium-sized Enterprises (SMEs) are crucial to Nigeria’s economy, driving employment, innovation, growth. However, they face significant challenges such as limited technology access, inadequate infrastructure, regulatory barriers. This concept paper proposes a theoretical framework for empowering Nigerian SMEs through strategic adoption enhance resilience sustainable development. Grounded in the Technology Acceptance Model (TAM), Diffusion of Innovations (DOI) theory, Resource-Based View (RBV), examines factors influencing adoption. Key drivers include perceived usefulness, ease use, cost, accessibility, while barriers encompass financial constraints complexities. The highlights government policies, incentives, training programs critical enablers enhances SME by improving operational efficiency, reducing costs, expanding market reach digital platforms e-commerce. Policy recommendations investing ICT offering providing training, streamlining regulations foster innovation. Public-private partnerships business incubators play vital role facilitating transformation. Robust monitoring evaluation mechanisms essential assess impact on performance. Continuous feedback will ensure that initiatives remain effective responsive needs. provides roadmap leveraging strengthen SMEs, fostering economic growth, positioning them competitively global economy.

Language: Английский

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The impact of green building certifications on market value and occupant satisfaction

International Journal of Management & Entrepreneurship Research, Journal Year: 2024, Volume and Issue: 6(8), P. 2782 - 2796

Published: Aug. 30, 2024

Green building certifications, such as LEED, BREEAM, and WELL, play a significant role in promoting sustainability enhancing the quality of built environment. This review explores dual impact these certifications on market value occupant satisfaction, providing comprehensive analysis based empirical data case studies. examines how green influence property value. Certified buildings often command higher values due to their superior energy efficiency, reduced operational costs, enhanced environmental performance. These attract premium rents exhibit occupancy rates, reflecting growing tenant preference for sustainable healthier living working environments. Investors developers are increasingly recognizing long-term financial benefits, including returns investment increased asset delves into satisfaction. Green-certified designed improve indoor quality, offering better air natural lighting, thermal comfort. features contribute well-being productivity occupants, evidenced by numerous surveys studies linking satisfaction levels. Occupants report fewer health issues, greater comfort, overall life, making desirable residential, commercial, institutional use. However, this also acknowledges challenges limitations associated with initial costs complexity certification processes. Despite challenges, benefits terms compelling. concludes highlighting future trends, advancements technologies increasing importance regulatory frameworks supporting practices. It underscores need holistic approach that integrates economic, environmental, social considerations maximize certifications. Keywords: Building, Market Value, Occupant Satisfaction, Review.

Language: Английский

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Retrofitting existing buildings for sustainability: Challenges and innovations

Engineering Science & Technology Journal, Journal Year: 2024, Volume and Issue: 5(8), P. 2616 - 2631

Published: Aug. 31, 2024

Retrofitting existing buildings for sustainability is a critical strategy in addressing the environmental impact of built environment, enhancing economic benefits, and improving social well-being. As are significant contributors to global energy consumption carbon emissions, retrofitting presents valuable opportunity mitigate these effects. However, process involves numerous challenges, including technical, financial, regulatory, logistical obstacles. Structurally, integrating new technologies with outdated systems can be complex, while high initial costs uncertain returns on investment pose financial barriers. Regulatory issues, such as building codes zoning laws, further complicate efforts, potential disruption occupants adds operational difficulties. Despite innovations sustainable offer promising solutions. Energy-efficient technologies, advanced HVAC systems, high-performance insulation, energy-efficient lighting, significantly reduce consumption. The integration renewable sources, like solar panels, wind turbines, geothermal enhances sustainability. Smart automation IoT sensor networks, data analytics, enable precise management optimization. Additionally, use materials practices, green roofs, recycled materials, water conservation contributes overall retrofitted buildings. Successful case studies highlight feasibility benefits retrofitting, demonstrating gains historical, commercial, residential industry progresses, advancements increased regulatory support, growing market certifications will drive adoption. Public-private partnerships also present opportunities collaborative efforts promoting retrofitting. While entails various continuous innovation crucial overcoming Stakeholders, policymakers, professionals, property owners, must actively engage support initiatives achieve environment ensure long-term environmental, economic, benefits. Keywords: Sustainable Retrofitting, Building, Technology, Environmental Impact.

Language: Английский

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Curriculums development for interdisciplinary STEM education: A review of models and approaches

International Journal of Applied Research in Social Sciences, Journal Year: 2024, Volume and Issue: 6(8), P. 1575 - 1592

Published: Aug. 3, 2024

This study meticulously examines interdisciplinary STEM education, analyzing its conceptual framework, historical development, current curriculum models, design strategies, technology integration, institutional challenges and student impact. The primary purpose is to elucidate the multifaceted benefits of education provide recommendations for effective implementation. Utilizing a comprehensive literature review, synthesizes findings from diverse sources present cohesive understanding education. Historical perspectives reveal shift isolated disciplinary teaching integrated, holistic approaches. explores such as project-based, problem-based inquiry-based learning, their efficacy in fostering critical thinking, creativity problem-solving skills. Effective including hands-on activities, cross-disciplinary collaboration are pivotal enhancing learning outcomes. Significant identified, resistance change, resource limitations need ongoing professional development educators. Overcoming these requires strategic planning, investment infrastructure continuous support teachers. research highlights importance aligning assessment practices with goals suggesting performance-based assessments better evaluate students' impact on students profound, evidence indicating increased interest fields, improved academic performance essential skills like teamwork communication. These outcomes crucial preparing complexities modern workforce lifelong disciplines. concludes flexible curricula, robust industry partnerships integration emerging technologies. underscores transformative potential provides actionable insights educators policymakers foster dynamic inclusive environment. Keywords: Interdisciplinary Education, Curriculum Models, Technology Integration, Educational Challenges, Student Impact, Professional Development.

Language: Английский

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Bridging the digital divide in STEM education: Strategies and best practices

Engineering Science & Technology Journal, Journal Year: 2024, Volume and Issue: 5(8), P. 2435 - 2453

Published: Aug. 3, 2024

This study meticulously examines interdisciplinary STEM education, analyzing its conceptual framework, historical development, current curriculum models, design strategies, technology integration, institutional challenges and student impact. The primary purpose is to elucidate the multifaceted benefits of education provide recommendations for effective implementation. Utilizing a comprehensive literature review, synthesizes findings from diverse sources present cohesive understanding education. Historical perspectives reveal shift isolated disciplinary teaching integrated, holistic approaches. explores such as project-based, problem-based inquiry-based learning, their efficacy in fostering critical thinking, creativity problem-solving skills. Effective including hands-on activities, cross-disciplinary collaboration, are identified pivotal enhancing learning outcomes. Significant identified, resistance change, resource limitations need ongoing professional development educators. Overcoming these requires strategic planning, investment infrastructure continuous support teachers. research also highlights importance aligning assessment practices with goals suggesting performance-based assessments better evaluate students' problem-solving, collaboration impact on students profound, evidence indicating increased interest fields, improved academic performance essential skills like teamwork communication. These outcomes crucial preparing complexities modern workforce lifelong disciplines. concludes flexible curricula, robust industry partnerships integration emerging technologies. underscores transformative potential provides actionable insights educators policymakers foster dynamic inclusive environment. Keywords: Interdisciplinary Education, Curriculum Models, Technology Integration, Student Impact, Professional Development.

Language: Английский

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Professional development for STEM Educators: Enhancing teaching effectiveness through continuous learning

International Journal of Applied Research in Social Sciences, Journal Year: 2024, Volume and Issue: 6(8), P. 1557 - 1574

Published: Aug. 3, 2024

This study examines the crucial role of professional development (PD) for STEM educators in enhancing teaching effectiveness through continuous learning. Utilizing a comprehensive review methodology, explores various dimensions PD, including its types, best practices, challenges, and future directions. Key findings indicate that effective PD is characterized by duration, content focus, collaborative nature, emphasis on reflective practice. High-quality integrating emerging technologies such as virtual reality online platforms, significantly enhances educators' skills strategies. However, challenges funding constraints, time limitations, logistical issues, resistance to change persist. Addressing these requires multifaceted approach involving adequate funding, tailored content, support. Future trends suggest shift towards personalized learning, interdisciplinary approaches, focus equity diversity, with technology playing pivotal delivery. The concludes continuous, innovative programs are essential meeting evolving needs improving student learning outcomes. Recommendations include adopting models, advanced technologies, fostering communities ensure sustainability scalability initiatives. Keywords: Professional Development, Educators, Teaching Effectiveness, Continuous Learning, Emerging Technologies, Collaborative Learning.

Language: Английский

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