IDEAS home Printed from https://ideas.repec.org/a/spr/jcsosc/v8y2025i1d10.1007_s42001-024-00328-w.html
   My bibliography  Save this article

Modeling resilience and survivability as stochastic processes with techno-human-economic systems under stress

Author

Listed:
  • Kenneth Martínez

    (University of Massachusetts-Lowell)

  • David Claudio

    (University of Massachusetts-Lowell)

  • Jasmina Burek

    (University of Massachusetts-Lowell)

Abstract

This article presents a Markov-based approach that integrates technical, social, and economic aspects that describe a techno-human-economic (THE) model under disturbance. These systems replicate the complex behavior of different sectors in society and private enterprises altogether. The model incorporates resilience and survivability measures and the concepts of breaking points, referred to as divergence, and resurgence. The representation of a THE model intends to be more extensive than other representations as it evaluates systems at different performance levels and state spaces through time. The model is meant to be a tool to forecast or anticipate breaking points and resurgence events through THE's lifecycle. It is also designed as a mathematical foundation, allowing decision-makers to view multiple factors simultaneously. To prove the pertinence of the approach, the notable predicaments of Puerto Rico (PR) since 1960 have been transcribed to the mathematical dialect of a THE under stress with real historical data, socioeconomic indexes, and technological innovation indexes. The final resolved Markov chain for PR's case reveals that, for a stressed society, a contracted economy, and a survivable form of technology, the greater probabilities tend to the initial state from a survivable state (i.e., 90.32%) to survivability from a resurgent state (i.e., 86.31%), and to divergence from a resilient state (i.e., 70.69%).

Suggested Citation

  • Kenneth Martínez & David Claudio & Jasmina Burek, 2025. "Modeling resilience and survivability as stochastic processes with techno-human-economic systems under stress," Journal of Computational Social Science, Springer, vol. 8(1), pages 1-42, February.
  • Handle: RePEc:spr:jcsosc:v:8:y:2025:i:1:d:10.1007_s42001-024-00328-w
    DOI: 10.1007/s42001-024-00328-w
    as

    Download full text from publisher

    File URL: http://link.springer.com/10.1007/s42001-024-00328-w
    File Function: Abstract
    Download Restriction: Access to the full text of the articles in this series is restricted.

    File URL: https://libkey.io/10.1007/s42001-024-00328-w?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    As the access to this document is restricted, you may want to

    for a different version of it.

    References listed on IDEAS

    as
    1. Stephanie Cameron-Maldonado & Cynthia M. Pérez & Emma Fernández-Repollet & Andrea López-Cepero, 2023. "Age-Related Differences in Anxiety and Depression Diagnosis among Adults in Puerto Rico during the COVID-19 Pandemic," IJERPH, MDPI, vol. 20(11), pages 1-9, May.
    2. Bruno Viani, 2007. "Monopoly rights in the privatization of telephone firms," Public Choice, Springer, vol. 133(1), pages 171-198, October.
    3. Michael D. Bordo & Joseph G. Haubrich, 2017. "Deep Recessions, Fast Recoveries, And Financial Crises: Evidence From The American Record," Economic Inquiry, Western Economic Association International, vol. 55(1), pages 527-541, January.
    4. Yao Cheng & Elsayed A. Elsayed & Zhiyi Huang, 2022. "Systems resilience assessments: a review, framework and metrics," International Journal of Production Research, Taylor & Francis Journals, vol. 60(2), pages 595-622, January.
    5. Bruno Carbonaro & Marco Menale, 2024. "Markov Chains and Kinetic Theory: A Possible Application to Socio-Economic Problems," Mathematics, MDPI, vol. 12(10), pages 1-14, May.
    6. Elaina J. Sutley & Sara Hamideh, 2020. "Postdisaster Housing Stages: A Markov Chain Approach to Model Sequences and Duration Based on Social Vulnerability," Risk Analysis, John Wiley & Sons, vol. 40(12), pages 2675-2695, December.
    7. Wen Wang & Kim Mather & Roger Seifert, 2018. "Job insecurity, employee anxiety, and commitment: The moderating role of collective trust in management," Journal of Trust Research, Taylor & Francis Journals, vol. 8(2), pages 220-237, July.
    8. Geng, Sunyue & Liu, Sifeng & Fang, Zhigeng, 2022. "A demand-based framework for resilience assessment of multistate networks under disruptions," Reliability Engineering and System Safety, Elsevier, vol. 222(C).
    9. Jay C. Shambaugh & Michael R. Strain, 2021. "The Recovery from the Great Recession: A Long, Evolving Expansion," The ANNALS of the American Academy of Political and Social Science, , vol. 695(1), pages 28-48, May.
    10. Kenneth Martínez & David Claudio, 2023. "Expanding Fundamental Boundaries between Resilience and Survivability in Systems Engineering: A Literature Review," Sustainability, MDPI, vol. 15(6), pages 1-27, March.
    11. Pan, Xing & Dang, Yuheng & Wang, Huixiong & Hong, Dongpao & Li, Yuehong & Deng, Hongxu, 2022. "Resilience model and recovery strategy of transportation network based on travel OD-grid analysis," Reliability Engineering and System Safety, Elsevier, vol. 223(C).
    12. Jaison R. Abel & Richard Deitz, 2014. "The causes and consequences of Puerto Rico's declining population," Current Issues in Economics and Finance, Federal Reserve Bank of New York, vol. 20.
    13. Yoshihiko Kadoya & Mostafa Saidur Rahim Khan & Somtip Watanapongvanich & Punjapol Binnagan, 2020. "Emotional Status and Productivity: Evidence from the Special Economic Zone in Laos," Sustainability, MDPI, vol. 12(4), pages 1-15, February.
    14. David Claudio & Sally Moyce & Tyler Albano & Ekeoma Ibe & Nick Miller & Marshall O’Leary, 2023. "A Markov Chain Model for Mental Health Interventions," IJERPH, MDPI, vol. 20(4), pages 1-13, February.
    15. Jushan Bai & Peng Wang, 2011. "Conditional Markov chain and its application in economic time series analysis," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 26(5), pages 715-734, August.
    16. Catherine García & Fernando I Rivera & Marc A Garcia & Giovani Burgos & María P Aranda & Deborah S Carr, 2021. "Contextualizing the COVID-19 Era in Puerto Rico: Compounding Disasters and Parallel Pandemics," The Journals of Gerontology: Series B, The Gerontological Society of America, vol. 76(7), pages 263-267.
    17. Bernard Philippe & Youcef Saad & William J. Stewart, 1992. "Numerical Methods in Markov Chain Modeling," Operations Research, INFORMS, vol. 40(6), pages 1156-1179, December.
    18. J. Kevin Summers & Lisa M. Smith & Linda C. Harwell & Jason L. Case & Christina M. Wade & Kendra R. Straub & Heather M. Smith, 2014. "An Index of Human Well-Being for the U.S.: A TRIO Approach," Sustainability, MDPI, vol. 6(6), pages 1-21, June.
    Full references (including those not matched with items on IDEAS)

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Hu, Gengshuo & Pan, Xing & Jiao, Jian, 2025. "Resilience modeling and evaluation of multi-state system with common bus performance sharing under dynamic reconfiguration," Reliability Engineering and System Safety, Elsevier, vol. 260(C).
    2. Dong, Shangjia & Gao, Xinyu & Mostafavi, Ali & Gao, Jianxi & Gangwal, Utkarsh, 2023. "Characterizing resilience of flood-disrupted dynamic transportation network through the lens of link reliability and stability," Reliability Engineering and System Safety, Elsevier, vol. 232(C).
    3. Caruso, Alberto & Reichlin, Lucrezia & Ricco, Giovanni, 2019. "Financial and fiscal interaction in the Euro Area crisis: This time was different," European Economic Review, Elsevier, vol. 119(C), pages 333-355.
    4. Stijn Claessens & M. Ayhan Kose, 2013. "Financial Crises: Explanations, Types and Implications," CAMA Working Papers 2013-06, Centre for Applied Macroeconomic Analysis, Crawford School of Public Policy, The Australian National University.
    5. Dupraz, Stéphane & Nakamura, Emi & Steinsson, Jón, 2025. "A plucking model of business cycles," Journal of Monetary Economics, Elsevier, vol. 152(C).
    6. Abdoulaye Millogo, 2020. "Hysteresis Effects and Macroeconomics Gains from Unconventional Monetary Policies Stabilization," Cahiers de recherche 20-12, Departement d'économique de l'École de gestion à l'Université de Sherbrooke.
    7. Raphaël Homayoun Boroumand & Stéphane Goutte & Simon Porcher & Thomas Porcher, 2014. "A Conditional Markov Regime Switching Model to Study Margins: Application to the French Fuel Retail Markets," Working Papers hal-01090837, HAL.
    8. Maria M. Laurito & Elizabeth Frankenberg & Duncan Thomas, 2022. "Effects of Housing Aid on Psychosocial Health after a Disaster," IJERPH, MDPI, vol. 19(12), pages 1-18, June.
    9. Barnichon, Regis & Matthes, Christian & Ziegenbein, Alexander, 2016. "Assessing the Non-Linear Effects of Credit Market Shocks," CEPR Discussion Papers 11410, C.E.P.R. Discussion Papers.
    10. Esteban Prieto & Sandra Eickmeier & Massimiliano Marcellino, 2016. "Time Variation in Macro‐Financial Linkages," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 31(7), pages 1215-1233, November.
    11. Leila Bengali & Mary C. Daly & Olivia Lofton & Robert G. Valletta, 2021. "The Economic Status of People with Disabilities and Their Families since the Great Recession," The ANNALS of the American Academy of Political and Social Science, , vol. 695(1), pages 123-142, May.
    12. de Moraes, Claudio Oliveira & Cruz, Guilherme, 2023. "What do we know about the relationship between banks and income inequality? Empirical evidence for emerging and low-income countries," Journal of Economics and Business, Elsevier, vol. 123(C).
    13. Olivier Damette & Mathilde Maurel & Michael A. Stemmer, 2016. "What does it take to grow out of recession? An error-correction approach towards growth convergence of European and transition countries," Post-Print halshs-01318131, HAL.
    14. Allan H. Meltzer, 2014. "Slow Recovery with Low Inflation," Book Chapters, in: Martin Neil Baily & John B. Taylor (ed.), Across the Great Divide: New Perspectives on the Financial Crisis, chapter 8, Hoover Institution, Stanford University.
    15. Hasumi, Ryo & Iiboshi, Hirokuni & Nakamura, Daisuke, 2017. "R&D Growth and Business Cycles Measured with an Endogenous Growth DSGE Model," MPRA Paper 85525, University Library of Munich, Germany.
    16. Abderezak Touzene, 2008. "A Tensor Sum Preconditioner for Stochastic Automata Networks," INFORMS Journal on Computing, INFORMS, vol. 20(2), pages 234-242, May.
    17. Crespo Cuaresma, Jesus & von Schweinitz, Gregor & Wendt, Katharina, 2019. "On the empirics of reserve requirements and economic growth," Journal of Macroeconomics, Elsevier, vol. 60(C), pages 253-274.
    18. Boysen-Hogrefe, Jens & Jannsen, Nils & Meier, Carsten-Patrick, 2016. "A Note On Banking And Housing Crises And The Strength Of Recoveries," Macroeconomic Dynamics, Cambridge University Press, vol. 20(7), pages 1924-1933, October.
    19. Afanasyeva, Elena & Jerow, Sam & Lee, Seung Jung & Modugno, Michele, 2024. "Sowing the seeds of financial imbalances: The role of macroeconomic performance," Journal of Financial Stability, Elsevier, vol. 74(C).
    20. Wang, Jie & Zhang, Yangyi & Li, Shunlong & Xu, Wencheng & Jin, Yao, 2024. "Directed network-based connectivity probability evaluation for urban bridges," Reliability Engineering and System Safety, Elsevier, vol. 241(C).

    More about this item

    Keywords

    ;
    ;
    ;
    ;
    ;

    Statistics

    Access and download statistics

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:spr:jcsosc:v:8:y:2025:i:1:d:10.1007_s42001-024-00328-w. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Sonal Shukla or Springer Nature Abstracting and Indexing (email available below). General contact details of provider: http://www.springer.com .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.