Publications
Peer-reviewed publications
Fung, Juan F, Jennifer F Helgeson, David H Webb, Cheyney M O’Fallon, and Harvey Cutler. 2020. “Does Resilience Yield Dividends? Co-Benefits of Investing in Increased Resilience in Cedar Rapids.” Economic Systems Research, 1–27. https://doi.org/10.1080/09535314.2020.1798359.
Fung, Juan F, and Chia-Ling Hsu. 2021. “A Cumulative Offer Process for Supply Chain Networks.” Review of Economic Design 25 (1). https://doi.org/10.1007/s10058-020-00238-z.
Fung, Juan F, Siamak Sattar, David T Butry, and Steven L McCabe. 2020. “A Predictive Modeling Approach to Estimating Seismic Retrofit Costs.” Earthquake Spectra 36 (2): 579–98. https://doi.org/10.1177/8755293019891716.
———. 2021. “The Total Costs of Seismic Retrofits: State of the Art.” Earthquake Spectra 0 (0): 87552930211009522. https://doi.org/10.1177/87552930211009522.
Fung, Juan F., Yating Zhang, Katherine J. Johnson, Dustin T. Cook, and Siamak Sattar. 2023. “Multidisciplinary Research to Advance the Development of Functional Recovery for Community Resilience.” Disaster Prevention and Resilience 2 (13). http://dx.doi.org/10.20517/dpr.2023.15.
Hariri-Ardebili, Mohammad Amin, Siamak Sattar, Katherine Johnson, Christopher Clavin, Juan Fung, and Luis Ceferino. 2022. “A Perspective Towards Multi-Hazard Resilient Systems: Natural Hazards and Pandemics.” Sustainability 14 (8): 4508. https://doi.org/10.3390/su14084508.
Helgeson, Jennifer F, Payam Aminpour, Juan F Fung, Alfredo Roa Henriquez, Ariela Zycherman, David Butry, Claudia Nierenberg, and Yating Zhang. 2022. “Natural Hazards Compound COVID-19 Impacts on Small Businesses Disproportionately for Historically Underrepresented Group Operators.” International Journal of Disaster Risk Reduction 72: 102845. https://doi.org/10.1016/j.ijdrr.2022.102845.
Helgeson, Jennifer F., Juan F. Fung, and Alfredo R. Roa-Henriquez. 2020. “Rationally bounded in a storm of complex events: Small businesses facing natural hazard resilience during a pandemic.” Journal of Behavioral Economics for Policy 4 (S3): 55–65. https://ideas.repec.org/a/beh/jbepv1/v4y2020is3p55-65.html.
Li, Zongxia, Lorena Calvo-Bartolomé, Alexander Miserlis Hoyle, Paiheng Xu, Daniel Kofi Stephens, Juan Francisco Fung, Alden Dima, and Jordan Lee Boyd-Graber. 2025. “Large Language Models Struggle to Describe the Haystack Without Human Help: A Social Science-Inspired Evaluation of Topic Models.” In Proceedings of the 63rd Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers), edited by Wanxiang Che, Joyce Nabende, Ekaterina Shutova, and Mohammad Taher Pilehvar, 7583–7604. Vienna, Austria: Association for Computational Linguistics. https://doi.org/10.18653/v1/2025.acl-long.375.
Li, Zongxia, Andrew Mao, Daniel Stephens, Pranav Goel, Emily Walpole, Alden Dima, Juan F. Fung, and Jordan Boyd-Graber. 2024. “Improving the TENOR of Labeling: Re-Evaluating Topic Models for Content Analysis.” In Proceedings of the 18th Conference of the European Chapter of the Association for Computational Linguistics (Volume 1: Long Papers), edited by Yvette Graham and Matthew Purver, 840–59. St. Julian’s, Malta: Association for Computational Linguistics. https://aclanthology.org/2024.eacl-long.51.
Lindt, John van de, Walter Peacock, Judith Mitrani-Reiser, Nathanael Rosenheim, Derya Deniz, Maria Dillard, Tori Tomiczek, et al. 2020. “Community Resilience-Focused Technical Investigation of the 2016 Lumberton, North Carolina Flood: An Interdisciplinary Approach.”
Orhan, Ezgi, Anne M Wein, Cynthia A Kroll, and Juan F Fung. 2025. “Lessons in Business Recovery Following the 2023 Kahramanmaraş Earthquake Sequence, Türkiye Informed by Women Entrepreneurs.” Earthquake Spectra 41 (3): 1910–40. https://doi.org/10.1177/87552930251330921.
Thomas, Douglas, and Juan Fung. 2022. “Measuring Downstream Supply Chain Losses Due to Power Disturbances.” Energy Economics 114: 106314. https://doi.org/10.1016/j.eneco.2022.106314.
Zhang, Yating, Bilal M. Ayyub, and Juan F. Fung. 2022. “Projections of Corrosion and Deterioration of Infrastructure in United States Coasts Under a Changing Climate.” Resilient Cities and Structures 1 (1): 98–109. https://doi.org/https://doi.org/10.1016/j.rcns.2022.04.004.
Zhang, Yating, Bilal M. Ayyub, Juan F. Fung, and Zachary M. Labe. 2024. “Incorporating Extreme Event Attribution into Climate Change Adaptation for Civil Infrastructure: Methods, Benefits, and Research Needs.” Resilient Cities and Structures 3 (1): 103–13. https://doi.org/10.1016/j.rcns.2024.03.002.
Zhang, Yating, Juan F. Fung, Dustin Cook, Katherine J. Johnson, and Siamak Sattar. 2024. “Benefit–Cost Analysis for Earthquake-Resilient Building Design and Retrofit: State of the Art and Future Research Needs.” Natural Hazards Review 25 (3): 03124001. https://doi.org/10.1061/NHREFO.NHENG-1910.
Zhang, Yating, Juan F Fung, Katherine J Johnson, and Siamak Sattar. 2022a. “Motivators and Impediments to Seismic Retrofit Implementation for Wood-Frame Soft-Story Buildings: A Case Study in California.” Earthquake Spectra 38 (4): 2788–2812. https://doi.org/10.1177/87552930221100844.
———. 2022b. “Review of Seismic Risk Mitigation Policies in Earthquake-Prone Countries: Lessons for Earthquake Resilience in the United States.” Journal of Earthquake Engineering 26 (12): 6208–35. https://doi.org/10.1080/13632469.2021.1911889.
Reports and other publications
Butry, David T., Douglas Thomas, and Juan F. Fung. 2021. “Resilience Economics and Risk Management.” In Hazard-Resilient Infrastructure: Analysis and Design, edited by Bilal M. Ayyub. American Society of Civil Engineers Reston, VA; American Society of Civil Engineers.
Fung, Juan F., Zongxia Li, Daniel Stephens, Andrew Mao, Pranav Goel, Emily Walpole, Alden A. Dima, and Jordan Boyd-Graber. 2024. “Human-in-the-Loop Technical Document Annotation: Developing and Validating a System to Provide Machine-Assistance for Domain-Specific Text Analysis.” Technical Note (NIST TN), National Institute of Standards; Technology, Gaithersburg, MD. https://doi.org/https://doi.org/10.6028/NIST.TN.2287.
Fung, Juan, David Butry, Siamak Sattar, and Steven McCabe. 2017. “A Methodology for Estimating Seismic Retrofit Costs.” Technical Note (NIST TN), National Institute of Standards; Technology, Gaithersburg, MD. https://doi.org/https://doi.org/10.6028/NIST.TN.1973.
———. 2018a. “Cost Estimates for the Seismic Retrofit of Federally Owned and Leased Buildings.” Proceedings of the 11th National Conference in Earthquake Engineering, Los Angeles, CA. https://tsapps.nist.gov/publication/get_pdf.cfm?pub_id=924676.
———. 2018b. “Estimating Structural Seismic Retrofit Costs for Federal Buildings.” Technical Note (NIST TN), National Institute of Standards; Technology, Gaithersburg, MD. https://doi.org/https://doi.org/10.6028/NIST.TN.1996.
Fung, Juan, Michael Hall, Jennifer Helgeson, Alden Dima, Anne Andrews, and Jennifer Benkstein. 2025. “Evaluating the Impact of Changes to the Internal Publication Review Policy at NIST.” Data Collection Instruments, National Institute of Standards; Technology, Gaithersburg, MD. https://doi.org/https://doi.org/10.6028/NIST.DCI.007.
Fung, Juan, and Jennifer Helgeson. 2017. “Defining the Resilience Dividend: Accounting for Co-Benefits of Resilience Planning.” Technical Note (NIST TN), National Institute of Standards; Technology, Gaithersburg, MD. https://doi.org/https://doi.org/10.6028/NIST.TN.1959.
Fung, Juan, Jennifer Helgeson, Cheyney O’Fallon, David Webb, and Harvey Cutler. 2019. “Quantifying Macroeconomic Resilience Dividends in Cedar Rapids.” The 27th International Input-Output Association Conference, Glasgow, -1. https://tsapps.nist.gov/publication/get_pdf.cfm?pub_id=927870.
Fung, Juan, Siamak Sattar, David Butry, and Steven McCabe. 2019. “Selecting Building Characteristics to Predict Seismic Retrofit Costs of a Building Portfolio.” Proceedings of the 2nd Annual Conference on Natural Hazards & Infrastructure, Chania, -1. https://tsapps.nist.gov/publication/get_pdf.cfm?pub_id=927227.
———. 2020. “Machine Learning Methods for Predicting Seismic Retrofit Costs.” Proceedings of the 17th World Conference on Earthquake Engineering, Sendai,. https://tsapps.nist.gov/publication/get_pdf.cfm?pub_id=929595.
Fung, Juan, Yating Zhang, Katherine Johnson, Dustin Cook, and Siamak Sattar. 2022. “A Framework to Evaluate the Cost-Effectiveness of Recovery-Based Design.” Special Publication (NIST SP), National Institute of Standards; Technology, Gaithersburg, MD. https://doi.org/https://doi.org/10.6028/NIST.SP.1277.
Gilbert, Stanley, Jennifer Helgeson, David Webb, Juan Fung, and Anand Kandaswamy. 2020. “Associating Disaster Deaths with Risk Profiles.” Technical Note (NIST TN), National Institute of Standards; Technology, Gaithersburg, MD. https://doi.org/https://doi.org/10.6028/NIST.TN.2115.
Helgeson, Jennifer, Juan Fung, Alfredo Roa Henriquez, Ariela Zycherman, Payam Aminpour Mohammadabadi, Claudia Nierenberg, David Butry, and Donna Ramkissoon. 2021. “Eliciting Lessons from Small- and Medium-Sized Enterprises for Resilience During and Following Complex Events: Longitudinal Data Collection (Wave 2).” Data Collection Instruments, National Institute of Standards; Technology, Gaithersburg, MD. https://doi.org/https://doi.org/10.6028/NIST.DCI.003.
Helgeson, Jennifer, Juan Fung, Alfredo Roa Henriquez, Ariela Zycherman, Claudia Nierenberg, David Butry, Donna Ramkissoon, and Yating Zhang. 2021. “Longitudinal Study of Complex Event Resilience of Small- and Medium-Sized Enterprises: Natural Disaster Planning and Recovery During the COVID-19 Pandemic (Wave 2).” Special Publication (NIST SP), National Institute of Standards; Technology, Gaithersburg, MD. https://doi.org/https://doi.org/10.6028/NIST.SP.1267.
Helgeson, Jennifer, Juan Fung, Cheyney O’Fallon, David Webb, and Harvey Cutler. 2017. “Identifying and Quantifying the Resilience Dividend Using Computable General Equilibrium Models: A Methodological Overview.” Identifying; Quantifying the Resilience Dividend using Computable General Equilibrium Models: A Methodological Overview, Brussels, -1. https://tsapps.nist.gov/publication/get_pdf.cfm?pub_id=924427.
———. 2018. “A Computable General Equilibrium Model of Cedar Rapids.” Technical Note (NIST TN), National Institute of Standards; Technology, Gaithersburg, MD. https://doi.org/https://doi.org/10.6028/NIST.TN.2029.
Helgeson, Jennifer, Juan Fung, Alfredo Roa, Yating Zhang, Ariela Zycherman, Claudia Nierenberg, David Butry, and Donna Ramkissoon. 2020a. “Complex Event Resilience of Small- and Medium-Sized Enterprises: Natural Disaster Planning During the COVID-19 Pandemic.” Special Publication (NIST SP), National Institute of Standards; Technology, Gaithersburg, MD. https://doi.org/https://doi.org/10.6028/NIST.SP.1258.
———. 2020b. “Complex Event Resilience of Small- and Medium-Sized Enterprises: Natural Disaster Planning During the COVID-19 Pandemic Briefing Document.” Special Publication (NIST SP), National Institute of Standards; Technology, Gaithersburg, MD. https://doi.org/https://doi.org/10.6028/NIST.SP.1259.
Helgeson, Jennifer, Juan Fung, Alfredo Roa, Ariela Zycherman, David Butry, Claudia Nierenberg, Yating Zhang, and Donna Ramkissoon. 2020. “Respondent Summary Report Business Survey: COVID-19 Impacts and Recovery in the Context of Complex Events.” Special Publication (NIST SP), National Institute of Standards; Technology, Gaithersburg, MD. https://doi.org/https://doi.org/10.6028/NIST.SP.1264.
Helgeson, Jennifer, Juan Fung, Yating Zhang, Alfredo Roa, Ariela Zycherman, Claudia Nierenberg, David Butry, and Donna Ramkissoon. 2020. “Eliciting Lessons from Small- and Medium-Sized Enterprises (SMEs) for Natural Disaster Resilience Planning and Recovery During the COVID-19 Pandemic: SME Complex Event Resilience.” Other, National Institute of Standards; Technology, Gaithersburg, MD. https://doi.org/https://doi.org/10.6028/NIST.DCI.002.
Lindt, John van de, Walter Peacock, Judith Mitrani-Reiser, Nathanael Rosenheim, Derya Deniz, Maria Dillard, Tori Tomiczek, et al. 2018. “The Lumberton, North Carolina Flood of 2016: A Community Resilience Focused Technical Investigation.” Special Publication (NIST SP), National Institute of Standards; Technology, Gaithersburg, MD. https://doi.org/https://doi.org/10.6028/NIST.SP.1230.
Roa-Henriquez, Alfredo, Juan F. Fung, Ruhaimatu Abud, Jennifer Helgeson, and Douglas Thomas. 2025. “Causal Machine Learning: An Empirical Approach to Supply Chain Management.” In Digital Transformation of the Supply Chain, (Forthcoming). Springer Nature Switzerland AG: Springer.
Sattar, Siamak, Therese McAllister, Katherine Johnson, Christopher Clavin, Christopher Segura, Steven McCabe, Juan Fung, et al. 2018. “Research Needs to Support Immediate Occupancy Building Performance Following Natural Hazard Events.” Special Publication (NIST SP), National Institute of Standards; Technology, Gaithersburg, MD. https://doi.org/https://doi.org/10.6028/NIST.SP.1224.
Thomas, Douglas, David Butry, Stanley Gilbert, David Webb, and Juan Fung. 2017. “The Costs and Losses of Wildfires.” Special Publication (NIST SP), National Institute of Standards; Technology, Gaithersburg, MD. https://doi.org/https://doi.org/10.6028/NIST.SP.1215.
Thomas, Douglas, and Juan Fung. 2023. “Power Disturbances: An Examination of Short-Term Losses in the Downstream Supply Chain.” AEA Conference, New Orleans, LA, US. https://tsapps.nist.gov/publication/get_pdf.cfm?pub_id=935956.
Zhang, Yating, Siamak Sattar, Dustin Cook, Katherine Johnson, and Juan Fung. 2024. “Systematic Review of Embodied Carbon Assessment and Reduction in Building Life Cycles.” Special Publication (NIST SP), National Institute of Standards; Technology, Gaithersburg, MD. https://doi.org/https://doi.org/10.6028/NIST.SP.1324.