Table A2

Literature sources informing construct operationalization

ConstructKey literature sourcesCore dimensions adaptedAdaptation to humanitarian context
Economic sanctionsAllen and Lektzian (2013); Mallard et al. (2020); Ivanov (2022) Financial restrictions, procurement barriers, supplier access limitations, compliance burdensItems were adapted to capture respondents’ operational exposure to sanctions-related constraints rather than formal sanction regimes
Border closuresJahre et al. (2009); Kovács and Spens (2011); Apriliyati and Pasan (2024) Transportation disruptions, customs delays, restricted movement of goods and personnel, access limitationsItems were contextualized to reflect day-to-day humanitarian logistics challenges arising from border restrictions
Humanitarian supply chain resilience capabilitiesTeece (2007); Ponomarov and Holcomb (2009); Pettit et al. (2013); Dubey et al. (2018) Sensing, adaptation, flexibility, resource reconfiguration, recovery capabilityItems were refined to capture resilience capabilities within politically constrained humanitarian environments
Institutional and political complexityOliver (1991); Scott (2013); Jahre and Jensen (2010) Regulatory fragmentation, political interference, donor compliance requirements, governance complexityItems were adapted to assess the complexity of institutional and political environments encountered by humanitarian organizations
Humanitarian logistics performanceBeamon and Balcik (2008); Jahre et al. (2009); Van Wassenhove (2006) Delivery timeliness, cost efficiency, supply continuity, reliability, equitable aid accessItems were modified to evaluate logistics outcomes under conflict-affected and politically disrupted conditions
Organizational experience (control variable)Jahre et al. (2009); Kovács and Spens (2011); Dubey et al. (2020) Organizational learning, accumulated expertise, operational maturityItems were adapted to reflect experience gained through repeated humanitarian interventions in fragile contexts

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