Subtopic Deep Dive

Pandemic Impact on Supply Chains
Research Guide

What is Pandemic Impact on Supply Chains?

Pandemic Impact on Supply Chains examines COVID-19 disruptions to logistics operations, demand fluctuations, and reconfiguration strategies in transportation systems.

Researchers analyze short-term shocks like production halts and long-term adaptations such as resilience building in SMEs (García-Contreras et al., 2021, 40 citations). Studies cover lean models for project delivery amid risks (Quiroz-Flores et al., 2023, 7 citations) and AI applications in supply chains (Ortiz Centurion et al., 2023, 2 citations). Approximately 6 key papers from 2021-2024 address these effects in logistics contexts.

Curated Papers

Key Challenges

Why It Matters

This subtopic informs antifragile supply chain designs for future crises, as García-Contreras et al. (2021) link organizational resilience to SME performance during COVID-19. Quiroz-Flores et al. (2023) apply lean operations to mitigate construction delays, enhancing on-time delivery under unpredictable events. Ortiz Centurion et al. (2023) review AI methodologies to optimize supply chains post-pandemic, aiding sectors like tourism (Béjar Tinoco et al., 2023). Lessons improve logistics integration, as in Miranda et al. (2024) fuzzy logic evaluation of electronics flows.

Key Research Challenges

Modeling Short-Term Shocks

Capturing sudden demand drops and logistics halts from pandemics challenges predictive models. García-Contreras et al. (2021) analyze SME resilience but note data scarcity during crises. Accurate simulation requires real-time integration of health and transport variables.

Building Long-Term Resilience

Designing adaptable supply chains against repeated disruptions demands robust strategies. Quiroz-Flores et al. (2023) propose lean models for construction, yet scaling to global logistics remains difficult. Metrics for antifragility post-COVID need standardization.

Integrating AI in Recovery

Applying AI to reconfigure chains faces implementation barriers in volatile settings. Ortiz Centurion et al. (2023) review methodologies but highlight adoption gaps in SMEs. Validation of AI-driven forecasts under pandemic uncertainty is underdeveloped.

Essential Papers

Selección organizacional: resiliencia y desempeño de las pymes en la era de la COVID-19

Rigoberto García-Contreras, David Valle-Cruz, Rosa Azalea Canales García · 2021 · Estudios Gerenciales · 40 citations

El objetivo del presente artículo fue analizar la perspectiva actual de las pymes ante la crisis de la COVID-19, así como analizar la asociación e incidencia de la resiliencia organizacional en su ...

Lean Operations Management Model to Increase On-Time Project Delivery in a Construction Company

Juan Carlos Quiroz-Flores, Friedman Acuña-Cervantes, Angelica Quicaña-Arbieto et al. · 2023 · International Journal of Civil Engineering · 7 citations

The construction industry is exposed to more significant risks and unforeseen events than other industries, as projects are often developed under unpredictable circumstances due to different factor...

AI METHODOLOGIES APPLIED TO THE SUPPLY CHAIN: A SYSTEMATIC REVIEW

Elvis Steve Ortiz Centurion, Julio Enrique Marreros Urquiza, D. Acosta et al. · 2023 · Gestión de Operaciones Industriales · 2 citations

El desarrollo tecnológico de la IA que cada vez se va mejorando, esta novedad ofrece aplicaciones que resultan de gran utilidad sobre todo a las empresas que quieran resaltar por sobre su competenc...

PERSPECTIVA DE GESTIÓN EN LA CADENA DE SUMINISTRO DE SERVICIOS EN EL SECTOR TURÍSTICO

Víctor Béjar Tinoco, Flor Madrigal Moreno, Salvador Madrigal Moreno · 2023 · FACE Revista de la Facultad de Ciencias Económicas y Empresariales · 1 citations

El propósito de este artículo es proporcionar una visión general de la evolución de la gestión de la cadena de suministro en el sector del turismo y la hostelería. Se parte de conceptos generales h...

Supply Chainin the Context of Industry 4.0

Joe Alexis González Vásquez, Eduard Chávez, Saul Cholan et al. · 2022 · Gestión de Operaciones Industriales · 0 citations

Propósito - Hacer un seguimiento de varios activos en la fábrica y el almacén es el punto central de la gestión de activos; su objetivo es mejorar la eficiencia de las tareas logísticasMetodología ...

Logistics integration between the Manaus Free Trade Zone (ZFM) and Venezuela: evaluation of the modal through the Fuzzy logic for the flow of production in the electronics sector

Allan Cerdeira Miranda, Manoel Henrique Reis Nascimento, Eliton Smith dos Santos · 2024 · Revista de Gestão e Secretariado (Management and Administrative Professional Review) · 0 citations

The Logistics Integration between the Manaus Free Trade Zone (ZFM) and Venezuela regarding the flow of production in the electrical and electronic sector, has specificities in its commercial activi...

Reading Guide

Foundational Papers

No pre-2015 foundational papers available; start with García-Contreras et al. (2021) for core resilience analysis during COVID-19 shocks.

Recent Advances

Study Quiroz-Flores et al. (2023) for lean adaptations, Ortiz Centurion et al. (2023) for AI methods, and Miranda et al. (2024) for logistics integration.

Core Methods

Core methods are organizational resilience surveys (García-Contreras et al., 2021), lean operation modeling (Quiroz-Flores et al., 2023), AI systematic reviews (Ortiz Centurion et al., 2023), and fuzzy logic for flows (Miranda et al., 2024).

How PapersFlow Helps You Research Pandemic Impact on Supply Chains

Discover & Search

Research Agent uses searchPapers and exaSearch to find papers like García-Contreras et al. (2021) on SME resilience, then citationGraph reveals 40 citing works on pandemic logistics. findSimilarPapers expands to related disruptions in construction (Quiroz-Flores et al., 2023).

Analyze & Verify

Analysis Agent applies readPaperContent to extract resilience metrics from García-Contreras et al. (2021), verifies claims with CoVe against Ortiz Centurion et al. (2023) AI reviews, and runs PythonAnalysis with pandas to model supply shock correlations. GRADE grading scores evidence strength for lean adaptations in Quiroz-Flores et al. (2023).

Synthesize & Write

Synthesis Agent detects gaps in pandemic reconfiguration via contradiction flagging between Béjar Tinoco et al. (2023) tourism chains and Miranda et al. (2024) electronics flows. Writing Agent uses latexEditText, latexSyncCitations for García-Contreras et al. (2021), and latexCompile to generate reports; exportMermaid diagrams resilience strategies.

Use Cases

"Analyze resilience data from García-Contreras et al. 2021 with stats on SME performance."

Research Agent → searchPapers → Analysis Agent → runPythonAnalysis (pandas correlation on delivery metrics) → statistical output with p-values and visualizations.

"Write LaTeX report on lean supply chain adaptations post-COVID."

Synthesis Agent → gap detection → Writing Agent → latexEditText + latexSyncCitations (Quiroz-Flores et al. 2023) + latexCompile → formatted PDF with diagrams.

"Find code for supply chain simulation models from pandemic papers."

Research Agent → paperExtractUrls → Code Discovery → paperFindGithubRepo → githubRepoInspect → executable Python scripts for logistics shock modeling.

Automated Workflows

Deep Research workflow conducts systematic review: searchPapers on 'COVID supply chain resilience' → 50+ papers including García-Contreras et al. (2021) → structured report with GRADE scores. DeepScan applies 7-step analysis with CoVe checkpoints to verify AI applications in Ortiz Centurion et al. (2023). Theorizer generates adaptation theories from logistics integration patterns in Miranda et al. (2024).

Try Doxa for Pandemic Impact on Supply Chains Research

Frequently Asked Questions

What defines Pandemic Impact on Supply Chains?

It analyzes COVID-19 effects on logistics, demand, and reconfiguration, modeling shocks and adaptations (García-Contreras et al., 2021).

What methods address these impacts?

Methods include resilience analysis (García-Contreras et al., 2021), lean operations (Quiroz-Flores et al., 2023), and AI reviews (Ortiz Centurion et al., 2023).

What are key papers?

García-Contreras et al. (2021, 40 citations) on SME resilience; Quiroz-Flores et al. (2023, 7 citations) on lean models; Ortiz Centurion et al. (2023) on AI in chains.

What open problems exist?

Challenges include scaling AI for SMEs, standardizing antifragility metrics, and real-time shock modeling beyond current studies like Miranda et al. (2024).