Research: Pandemic Vulnerability Index of US Cities: A Hybrid Knowledge-based and Data-driven Approach

March 31, 2022

Cities become mission-critical zones during pandemics and it is vital to develop a better understanding of the factors that are associated with infection levels. The COVID-19 pandemic has impacted many cities severely; however, there is significant variance in its impact across cities. Pandemic infection levels are associated with inherent features of cities (e.g., population size, density, mobility patterns, socioeconomic condition, and health & environment), which need to be better understood. Intuitively, the infection levels are expected to be higher in big urban agglomerations, but the measurable influence of a specific urban feature is unclear.

A new study by Bloustein School Associate Professor of Practice Jim Samuel and co-authors Md. Shahinoor Rahman, New Jersey City University; Kamal Chandra Paul, University of North Carolina at Charlotte; Md. Mokhlesur Rahman, University of North Carolina at Charlotte; Jean-Claude Thill, University of North Carolina at Charlotte; Md. Amjad Hossain, Emporia State University; and G. G. Md. Nawaz Ali, Bradley University examines 41 variables and their potential influence on COVID-19 cases and fatalities. “Pandemic Vulnerability Index of US Cities: A Hybrid Knowledge-based and Data-driven Approach,” (pre-print, Scientific Reports) uses a multi-method approach to study the influence of variables, classified as demographic, socioeconomic, mobility and connectivity, urban form and density, and health and environment dimensions.

This study develops an index dubbed the PVI-CI for classifying the pandemic vulnerability levels of cities, grouping them into five vulnerability classes, from very high to very low. Furthermore, clustering and outlier analysis provides insights on the spatial clustering of cities with high and low vulnerability scores. This study provides strategic insights into levels of influence of key variables upon the spread of infections as well as fatalities, along with an objective ranking for the vulnerability of cities. Thus it provides critical wisdom needed for urban healthcare policy and resource management. The pandemic vulnerability index calculation method and the process present a blueprint for the development of similar indices for cities in other countries, leading to a better understanding and improved pandemic management for urban areas and post-pandemic urban planning across the world.

Recent Posts

Meet the 2026 New Jersey Leadership Collective Fellows

New Jersey Leadership Collective’s mission is to train leaders who are committed to moving the communities they serve and the Garden State forward. They aim to make progressive change to legislation and policies through building collective power and taking collective...

EJB Talks: Fighting for Government Accountability in NJ

From Corruption to Ballot Reform: Fighting for Government Accountability in New Jersey As we close out our 13th season of EJB Talks, Dean Stuart Shapiro asks Public Policy Program Director, Professor Julia Rubin, about why New Jersey has long been considered one of...

New 2024-2025 Health Administration Program Annual Report

Dear Colleagues, This year’s milestone is the successful launch of our Doctor of Health Administration (DHA) program in Fall 2025, welcoming an inaugural cohort of 23 mid- and senior-level healthcare leaders. Designed in an executive-style format, the DHA advances...

Heldrich Center: Updated Multi-State Postsecondary Report Released

The Heldrich Center for Workforce Development has announced the release of an updated Multi-State Postsecondary Report, linking postsecondary completion data to employment outcomes across Kentucky, New Jersey, Ohio, Rhode Island, Tennessee, and Virginia. This effort...

Cantor, Yedidia Identify Strategies to Provide Health Care to Homeless

Through cooperation, homeless services and health care providers can improve delivery of medical care to a vulnerable population, according to Rutgers researchers published by Rutgers Today, December 17, 2025 Author: Greg Bruno Media Contact: Nicole Swenarton, Rutgers...