Table 2

Potential theoretical lenses

Theoretical frameworkCore concept and focusVital factors/DimensionsSample application to transforming logistics and fulfillmentSample application to enhancing customer experience
Technology-organizational-environment (Tornatzky and Fleischer, 1990)Focuses on how a firm's context shapes its capacity to adopt, implement and assimilate technological innovationsTechnological: Compatibility, complexity, relative advantage, technical infrastructureTechnological: Warehouse automation for enhanced throughput and reduced inventory safety stockTechnological: Autonomous drone delivery for enhanced consumer convenience
Organizational: Firm size, resource endowment, Firm structure, human capital capabilityOrganizational: Strategic deployment of AI processes integrated with firm workflowsOrganizational: Physical store locations as a determinant of cross-channel BORIS processes
Environmental: Industry structure, competitive intensity, regulatory landscape, supply chain readinessEnvironmental: Industry adoption of electronic price tags for more proactive price managementEnvironmental: Gig worker employment classification and impact on meal delivery costs to consumers
Institutional theory (DiMaggio and Powell, 1983; Hartley et al., 2022)Focuses on how organizational behaviors and structures are shaped by external social pressures to achieve legitimacy and survivalCoercive: Pressures from formal laws, government mandates, or powerful supply chain nodesCoercive: RFID and blockchain as a potential response to regulations requiring enhanced supply chain visibilityCoercive: Data governance regulations designed to protect consumer privacy
Mimetic: Copying the successful structures or technologies of industry leaders during periods of high ambiguityMimetic: Industry movement toward the adoption of electronic price tags for dynamic demand managementMimetic: Adoption of meal delivery platforms to offer new services to consumers
Normative: Pressures arising from professionalization, shared industry standards and academic/expert networksNormative: Adopting cross-border e-commerce supply chain structure and processes pioneered by competitorsNormative: Rising consumer expectations of frictionless omnichannel returns
Theory of consumer transaction cost (North, 1990; Teo and Yu, 2005; Williamson, 1989)Focuses on minimizing the hidden costs (non-monetary frictions) incurred by consumers during the search, purchase and consumption phases
  • Search Costs: Time and mental effort spent discovering, researching and selecting products

  • Information Costs: Frictions related to understanding product details, price variations and availability

  • Bargaining/Decision Costs: Effort expended to execute the transaction, finalize details and confirm security

  • Enforcement/Post–Purchase Costs: Costs associated with tracking, delivery delays, executing returns, or rectifying errors

Indirect Application via Logistics: Efficient fulfillment pipelines directly eliminate consumer anxieties regarding item availabilitySearch/Information: Using generative AI to finetune recommendations and reduce consumer cognitive overload
Optimized upstream supply chain visibility translates into enhanced accuracy for retail websitesBargaining: Deploying biometric payments or localized mobile wallets to remove point-of-sale friction
Advanced fleet routing minimizes delivery windows, fundamentally suppressing consumer anxiety costs regarding arrival timesEnforcement: Providing self-service return portals and instantaneous refunds to lower the perceived risk of an online transaction

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