Table 2

Synthesis and research gaps

DimensionFindings/coverageKey references
Extent of literature fit and coverageBehavioral determinants: Moderately covered, with emphasis on consumer preferences and some attention to courier motivations and psychological factors. Limited deep behavioral theory and cross-country cultural analysisKarlı and Tanyaş (2024), Cauwelier et al. (2024) and Alharbi (2025) 
Sustainable last-mile delivery: Extensively covered, especially technological and operational innovations, but less so in relation to behavioral interventionsKervola et al. (2022), Lingkon and Ali (2024) and Ferreira and Esperanca (2025) 
MENA urban centers: Regional context and governance addressed, but integration with behavioral determinants remains superficialShehata (2023), Chaudhry et al. (2025) and Hadoud (2024) 
Identified gaps and underexplored areasIntegration of behavioral and regional analysis: Few studies systematically link behavioral determinants with MENA-specific urban challengesCauwelier et al. (2024), Rodriguez-Palero et al. (2025) and Illahi and Mir (2022) 
Cross-disciplinary methodologies: Limited use of hybrid approaches combining behavioral experiments, digital twins and stakeholder engagementIllahi and Mir (2021) and Shaker et al. (2025) 
Policy innovation: Need for regulatory and incentive frameworks tailored to MENA's socio-cultural and infrastructural realitiesDimitropoulos and Lokhandwala (2021) and Alkhazali et al. (2025) 
Directions for Future ResearchDeepen behavioral research: Apply advanced behavioral science methods (e.g. field experiments and nudges) in MENA urban logisticsAlkhazali et al. (2025) 
Contextualization of interventions: Develop and test interventions reflecting cultural, demographic and infrastructural diversity in MENA citiesMogire et al. (2025) and Dimitropoulos and Lokhandwala (2021) 
Hybrid models: Combine digital twin simulations with stakeholder analysis and behavioral modeling for comprehensive assessmentIllahi and Mir (2021), Shaker et al. (2025) 
Policy and governance innovation: Investigate flexible, multi-level governance arrangements encouraging public–private–community partnerships and citizen engagementDimitropoulos and Lokhandwala (2021) and Gura et al. (2022) 

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