Table A3

Construct operationalization

ConstructReferenceItem codeItem description
Economic sanctions (IV)Allen and Lektzian (2013); Mallard et al. (2020); Ivanov (2022) ES1Economic sanctions delay the procurement of humanitarian supplies
ES2Financial restrictions limit our ability to transfer funds for humanitarian operations
ES3Sanctions complicate contracting with suppliers and logistics service providers
ES4Compliance with sanctions significantly increases logistics operating costs
ES5Sanctions reduce flexibility in humanitarian logistics decision-making
Border closures (IV)Jahre et al. (2009); Kovács and Spens (2011); Apriliyati and Pasan (2024) BC1Border closures frequently delay cross-border humanitarian shipments
BC2Sudden border restrictions disrupt planned logistics routes
BC3Border closures increase uncertainty in delivery schedules
BC4Humanitarian access corridors are often unpredictable or temporarily suspended
BC5Border restrictions reduce the reliability of last-mile deliveries
Humanitarian supply chain resilience capabilities (mediator)Teece (2007); Ponomarov and Holcomb (2009); Pettit et al. (2013); Dubey et al. (2018) HSCRC1Our organization can quickly reroute supplies when access routes are disrupted
HSCRC2Logistics plans can be rapidly adjusted in response to political or regulatory changes
HSCRC3Local sourcing helps maintain operations during border closures
HSCRC4Pre-positioned inventory enables continued aid delivery under access restrictions
HSCRC5Strong coordination with partners improves response during political disruptions
Institutional & political complexity (moderator)Oliver (1991); Scott (2013); Jahre and Jensen (2010) IPC1Our operations are governed by regulations from multiple authorities
IPC2Donor compliance requirements significantly constrain logistics decisions
IPC3Coordination with military or security actors complicates logistics operations
IPC4Regulatory requirements frequently conflict with humanitarian priorities
Humanitarian logistics performance (DV)Beamon and Balcik (2008); Jahre et al. (2009); Van Wassenhove (2006) HLP1Humanitarian supplies reach beneficiaries within planned timeframes
HLP2Logistics operations remain cost-effective despite political constraints
HLP3Aid delivery remains reliable during periods of sanctions or border closures
HLP4Supply interruptions are minimized under severe access restrictions
HLP5Vulnerable populations receive aid equitably despite logistical constraints
Organizational experience (control)Jahre et al. (2009); Kovács and Spens (2011); Dubey et al. (2020) OE1Our organization has extensive experience in humanitarian logistics operations
OE2Our organization has successfully managed multiple humanitarian crises in the past
OE3Our logistics teams are highly experienced in operating under conflict-affected or fragile contexts
OE4Our organization has well-established processes and standard operating procedures for disaster relief logistics
OE5Our organization can quickly adapt logistics operations based on prior crisis experience

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