Table 8

Research gap based on knowledge clusters

Sr. No.Application areaResearch gap
1Cluster 1: Digital Immersion & Sustainability
  • Limited integration of digital immersion technologies (e.g., AR/VR, metaverse) into mainstream educational curricula; most studies are exploratory (Akinradewo et al., 2024; Makrakis, 2024)

  • Lack of cross-country comparative studies on teachers' self-efficacy in ICT adoption (Makrakis, 2024)

  • Insufficient research on the long-term sustainability effects of digital transformation in industry and higher education (Hossain et al., 2020; Giovanni, 2023)

2Cluster 2: Green Engineering & Manufacturing
  • Need for scaling experimental solutions (e.g., 3D-printed geo-polymeric lattices) into real-world industrial adoption (Almeida et al., 2024)

  • Lack of interdisciplinary approaches linking knowledge-intensive entrepreneurship with SDGs implementation (Gifford and McKelvey, 2019)

  • Few studies investigate AI-driven optimisation of sustainable production processes (Dostani et al., 2024)

3Cluster 3: Computational Urban Energy Modelling
  • Scarce research integrating digital twin frameworks with AI/ML models for large-scale urban sustainability planning (Shehadeh et al., 2024)

  • Insufficient empirical studies on the impact of solar energy modelling in developing economies (Ryali et al., 2024)

  • Limited comparative evidence on urban energy models across diverse climatic zones (Santos et al., 2021)

4Cluster 4: AI & Metaverse Tourism
  • Inadequate frameworks for measuring the sustainability of metaverse tourism beyond profitability (Go and Kang, 2023)

  • Lack of studies connecting Internet of Behaviour (IoB) with sustainable operations in tourism supply chains (Dolgui and Ivanov, 2025)

  • Absence of research on ethical implications of AI-driven tourism experiences in metaverse settings (Raman et al., 2024)

5Cluster 5: Data-Driven Water Sustainability
  • Scarce longitudinal datasets for predictive modelling of water quality trends (Molekoa et al., 2019; Duc et al., 2023)

  • Limited integration of neural network models with hydro-geochemical processes for decision-making (Spiller et al., 2023)

  • Lack of research connecting climate change impacts with agricultural water sustainability (Hathat et al., 2024)

6Cluster 6: Green Printing Technologies
  • Limited exploration of circular economy practices in additive manufacturing (Sanasee and Hwang, 2024)

  • Lack of cross-sectoral studies on the impact of 3D printing on SDG achievement (Alami et al., 2023)

  • Need for empirical research on geopolitical disruptions and supply chain resilience in green printing (Bednarski et al., 2025)

7Cluster 7: Climate Adaptation Strategies
  • Limited evidence on community-based climate adaptation strategies in developing countries (Kumar et al., 2020)

  • Need for evaluation of VR-based climate education tools in real classrooms (Pimental and Kalyanaraman, 2023)

  • Scarce studies addressing barriers to disaster risk reduction technologies across different governance contexts (Wamsler and Johannessan, 2020)

8Cluster 8: Virtual Sustainability Learning
  • Lack of research on long-term learning outcomes of VR and STEAM integration in sustainability education (Hsiao and Su, 2021)

  • Limited exploration of indigenous knowledge systems and their integration into virtual learning platforms (Dasgupta et al., 2023)

  • Few bibliometric studies on the role of governance in sustainable learning environments (Filho et al., 2023)

9Cluster 9: Maternal Health & Climate
  • Lack of scalable studies validating low-cost maternal health technologies (Candidoiri et al., 2024)

  • Few interdisciplinary investigations linking climate variability with maternal health outcomes (Assefa et al., 2018)

  • Scarce studies addressing sanitation and hygiene behaviour change interventions in rural contexts (Friedrich et al., 2020)

10Cluster 10: Urban Planning & Microanalysis
  • Limited application of AI/3D technologies in micro-scale urban resilience planning (He et al., 2024; Macatuld and Biljicki, 2024)

  • Need for more case studies on eco-architectural designs and biodiversity conservation (Esenarro et al., 2023)

  • Few empirical studies connect urban microanalysis with climate adaptation outcomes (Whitmore, 2023)

11Cluster 11: Resilient Construction Solutions
  • Scarce empirical evidence on the adoption of AI-driven geotechnical mapping in developing countries

  • Lack of studies integrating resilient construction technologies with cultural heritage preservation (Xiao et al., 2018)

  • Few explorations on the metaverse's potential in sustainable urban planning (Dorostkar and Najarasadeghi, 2023)

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