Predicting Individual Systems Thinking Skills Using Bayesian Network Approach.

Raed M. Jaradat Ra'ed M. Jaradat Khalifa University, Abu Dhabi, UAE Mississippi State University, Starkville, MS, USA Old Dominion University, Norfolk, VA, USA https://ieeexplore.ieee.org/author/415856289935773 https://orcid.org/0009-0000-2024-4852 https://orcid.org/0000-0002-1271-9202

Niamat Ullah Ibne Hossain Raed M. Jaradat Morteza Nagahi Alex Gorod Predicting Individual Systems Thinking Skills Using Bayesian Network Approach. 20133-20148 2025 13 IEEE Access https://doi.org/10.1109/ACCESS.2025.3534632 db/journals/access/access13.html#HossainJNG25 streams/journals/access

Issa Zaiter Ahmad Mayyas Raed M. Jaradat Renewable Energy-Based Micro-Grid for Clean Electricity and Green Hydrogen Production. 239-245 2025 ICORES https://doi.org/10.5220/0013138400003893 conf/icores/2025 db/conf/icores/icores2025.html#ZaiterMJ25

Abdulla AlKetbi Patrick Yam Gautier Marti Raed M. Jaradat Network Contagion in Financial Labor Markets: Predicting Turnover in Hong Kong. 2025 September abs/2509.08001 CoRR https://doi.org/10.48550/arXiv.2509.08001 db/journals/corr/corr2509.html#abs-2509-08001 streams/journals/corr

Niamat Ullah Ibne Hossain Ifaz Ahmed Sudipta Chowdhury Kannan Govindan 0002 Raed M. Jaradat Assessing the cascading impact of industry 4.0 disruption on supply chain analytics through the lens of dependency concepts. 110225 2024 192 Comput. Ind. Eng. https://doi.org/10.1016/j.cie.2024.110225 db/journals/candie/candie192.html#HossainACGJ24

Khaled AlNuaimi Gautier Marti Mathieu Ravaut Abdulla AlKetbi Andreas Henschel Ra'ed M. Jaradat Enriching Datasets with Demographics through Large Language Models: What's in a Name? 2024 abs/2409.11491 CoRR https://doi.org/10.48550/arXiv.2409.11491 db/journals/corr/corr2409.html#abs-2409-11491 streams/journals/corr

Abdulla AlKetbi Gautier Marti Khaled AlNuaimi Ra'ed M. Jaradat Andreas Henschel Mapping Hong Kong's Financial Ecosystem: A Network Analysis of the SFC's Licensed Professionals and Institutions. 2024 abs/2410.07970 CoRR https://doi.org/10.48550/arXiv.2410.07970 db/journals/corr/corr2410.html#abs-2410-07970 streams/journals/corr

Siham Tazzit Liting Jing Junfeng Ma Ra'ed M. Jaradat Systems-thinking skills preferences evaluation model of practitioners using hybrid weight determination and extended VIKOR model under COVID-19. 102107 2023 August 57 Adv. Eng. Informatics https://doi.org/10.1016/j.aei.2023.102107 db/journals/aei/aei57.html#TazzitJMJ23

Harun Pirim Morteza Nagahi Oumaima Larif Mohammad Nagahisarchoghaei Raed M. Jaradat Integrated twitter analysis to distinguish systems thinkers at various levels: a case study of COVID-19. 12 2023 December 8 Appl. Netw. Sci. 1 https://doi.org/10.1007/s41109-022-00520-9 db/journals/ans/ans8.html#PirimNLNJ23

Michael A. Hamilton Danielle Hamilton Oluwatamilore Soneye Olorunshola Ayeyemi Raed M. Jaradat An analysis of the impact of policies and political affiliation on racial disparities in COVID-19 infections and deaths in the USA. 63-76 2022 13 Int. J. Data Sci. Anal. 1 https://doi.org/10.1007/s41060-021-00284-y db/journals/ijdsa/ijdsa13.html#HamiltonHSAJ22

Hamed Sharifi Mohammad Nagahisarchoghaei Morteza Nagahi Ra'ed M. Jaradat Iraj Mahdavi Javad Rezaeian Mohammad Mahdi Paydar A genetic algorithm for designing an integrated cellular manufacturing system considering a linear double-row layout. 341-363 2022 17 Int. J. Manuf. Res. 4 https://doi.org/10.1504/IJMR.2022.10037003 db/journals/ijmr/ijmr17.html#SharifiNNJMRP22

Raed M. Jaradat Matthew Tompkins Simon R. Goerger Randy K. Buchanan Alex Baylot Michael A. Hamilton Zuhal Tompkins Megan Fillinich Guest Editorial: Military and Government Systems Applications. 3860-3863 2022 69 IEEE Trans. Engineering Management 6 https://doi.org/10.1109/TEM.2022.3206565 db/journals/tem/tem69.html#JaradatTGBBHTF22

Morteza Nagahi Niamat Ullah Ibne Hossain Safae El Amrani Raed M. Jaradat Laya Khademibami Simon R. Goerger Randy K. Buchanan Investigating the Influence of Demographics and Personality Types on Practitioners' Level of Systems Thinking Skills. 3923-3937 2022 69 IEEE Trans. Engineering Management 6 https://doi.org/10.1109/TEM.2021.3075414 db/journals/tem/tem69.html#NagahiHAJKGB22

Fatine Elakramine Raed M. Jaradat Niamat Ullah Ibne Hossain Marc Banghart Chad S. Kerr Safae El Amrani Applying Systems Modeling Language in an Aviation Maintenance System. 4006-4018 2022 69 IEEE Trans. Engineering Management 6 https://doi.org/10.1109/TEM.2021.3089438 db/journals/tem/tem69.html#ElakramineJHBKA22

Morteza Alizadeh Michael Hamilton Parker Jones Junfeng Ma Ra'ed M. Jaradat Vehicle operating state anomaly detection and results virtual reality interpretation. 114928 2021 177 Expert Syst. Appl. https://doi.org/10.1016/j.eswa.2021.114928 db/journals/eswa/eswa177.html#AlizadehHJMJ21

C. Ariel Pinto Matthew Zurasky Fatine Elakramine Safae El Amrani Raed M. Jaradat Chad S. Kerr Vidanelage L. Dayarathna Enhancing Cyberweapon Effectiveness Methodology With SE Modeling Techniques: Both for Offense and Defense. 41-57 2021 11 Int. J. Cyber Warf. Terror. 3 https://doi.org/10.4018/IJCWT.2021070104 db/journals/ijcwt/ijcwt11.html#PintoZEAJKD21

Mahmoud T. Khasawneh Nevan E. N. Shearer Ghaith Rabadi Shannon R. Bowling Ra'ed M. Jaradat Evaluating the impact of shared situational awareness on combat effectiveness in symmetric engagements. 199-211 2021 16 Int. J. Simul. Process. Model. 3 https://doi.org/10.1504/IJSPM.2021.117317 db/journals/ijspm/ijspm16.html#KhasawnehSRBJ21

Mohammad Marufuzzaman Amin Aghalari Julekha H. Ranta Raed M. Jaradat Optimizing Civilian Response Strategy Under an Active Shooting Incident. 4804-4815 2021 15 IEEE Syst. J. 4 https://doi.org/10.1109/JSYST.2020.3041376 db/journals/sj/sj15.html#MarufuzzamanARJ21

Mahdi Boucetta Niamat Ullah Ibne Hossain Raed M. Jaradat Charles B. Keating Siham Tazzit Morteza Nagahi The Architecture Design of Electrical Vehicle Infrastructure Using Viable System Model Approach. 19 2021 9 Syst. 1 https://doi.org/10.3390/systems9010019 db/journals/systems/systems9.html#BoucettaHJKTN21

Siham Tazzit Niamat Ullah Ibne Hossain Farjana Nur Fatine Elakramine Ra'ed M. Jaradat Safae El Amrani Selecting a Biomass Pelleting Processing Depot Using a Data Driven Decision-Making Approach. 32 2021 9 Syst. 2 https://doi.org/10.3390/systems9020032 db/journals/systems/systems9.html#TazzitHNEJA21

Vidanelage L. Dayarathna Sofia Karam Ra'ed M. Jaradat Michael Hamilton Parker Jones Emily S. Wall Safae El Amrani Niamat Ullah Ibne Hossain Fatine Elakramine An Assessment of Individuals' Systems Thinking Skills via Immersive Virtual Reality Complex System Scenarios. 40 2021 9 Syst. 2 https://doi.org/10.3390/systems9020040 db/journals/systems/systems9.html#DayarathnaKJHJW21

Morteza Nagahi Alieh Maddah Ra'ed M. Jaradat Mohammad Mohammadi Development of Perceived Complex Problem-Solving Instrument in Domain of Complex Systems. 51 2021 9 Syst. 3 https://doi.org/10.3390/systems9030051 db/journals/systems/systems9.html#NagahiMJM21

Chad S. Kerr Ra'ed M. Jaradat Niamat Ullah Ibne Hossain Battlefield Mapping by an Unmanned Aerial Vehicle Swarm: Applied Systems Engineering Processes and Architectural Considerations From System of Systems. 20892-20903 2020 8 IEEE Access https://doi.org/10.1109/ACCESS.2020.2968348 db/journals/access/access8.html#KerrJH20

Junfeng Ma James D. Harstvedt Ra'ed M. Jaradat Brian Smith Sustainability driven multi-criteria project portfolio selection under uncertain decision-making environment. 106236 2020 140 Comput. Ind. Eng. https://doi.org/10.1016/j.cie.2019.106236 https://www.wikidata.org/entity/Q126552836 db/journals/candie/candie140.html#MaHJS20

Sofia Karam Morteza Nagahi Vidanelage L. Dayarathna Junfeng Ma Ra'ed M. Jaradat Michael Hamilton Integrating systems thinking skills with multi-criteria decision-making technology to recruit employee candidates. 113585 2020 160 Expert Syst. Appl. https://doi.org/10.1016/j.eswa.2020.113585 db/journals/eswa/eswa160.html#KaramNDMJH20

Raed M. Jaradat Morteza Nagahi Safae El Amrani Michael Hamilton Simon R. Goerger Holistic and Reductionist Thinkers: A Comparison Study Based on Individuals' Skillset and Personality Types. 2020 10 Int. J. Syst. Syst. Eng. 4 https://doi.org/10.1504/ijsse.2020.10033955 db/journals/ijsose/ijsose10.html#JaradatNAHG20

Morteza Nagahi Ra'ed M. Jaradat Safae El Amrani Michael Hamilton Simon R. Goerger Holistic and reductionist thinker: a comparison study based on individuals' skillset and personality types. 2020 10 Int. J. Syst. Syst. Eng. 4 https://doi.org/10.1504/ijsse.2020.112312 db/journals/ijsose/ijsose10.html#NagahiJAHG20

Niamat Ullah Ibne Hossain Morteza Nagahi Ra'ed M. Jaradat Chiranjibi Shah Randy K. Buchanan Michael Hamilton Modeling and assessing cyber resilience of smart grid using Bayesian network-based approach: a system of systems problem. 352-366 2020 7 J. Comput. Des. Eng. 3 https://doi.org/10.1093/jcde/qwaa029 db/journals/jcde/jcde7.html#HossainNJSBH20

Niamat Ullah Ibne Hossain Safae El Amrani Raed M. Jaradat Mohammad Marufuzzaman Randy K. Buchanan Christina Rinaudo Michael Hamilton Modeling and assessing interdependencies between critical infrastructures using Bayesian network: A case study of inland waterway port and surrounding supply chain network. 106898 2020 198 Reliab. Eng. Syst. Saf. https://doi.org/10.1016/j.ress.2020.106898 db/journals/ress/ress198.html#HossainAJMBRH20

Niamat Ullah Ibne Hossain Vidanelage L. Dayarathna Morteza Nagahi Raed M. Jaradat Systems Thinking: A Review and Bibliometric Analysis. 23 2020 8 Syst. 3 https://doi.org/10.3390/systems8030023 db/journals/systems/systems8.html#HossainDNJ20

Niamat Ullah Ibne Hossain Safae El Amrani Morteza Nagahi Raed M. Jaradat Randy K. Buchanan Modeling and Assessing Social Sustainability of a Healthcare Supply Chain Network - Leveraging Multi-Echelon Bayesian Network. 1-6 2020 SysCon https://doi.org/10.1109/SysCon47679.2020.9275911 conf/syscon/2020 db/conf/syscon/syscon2020.html#HossainANJB20 Niamat Ullah Ibne Hossain Raed M. Jaradat Morteza Nagahi Kesava Dadi Christina Rinaudo Development of New Systems Engineering Instrument using Text Mining Technique. 1-6 2020 SysCon https://doi.org/10.1109/SysCon47679.2020.9275892 conf/syscon/2020 db/conf/syscon/syscon2020.html#HossainJNDR20 Chad S. Kerr Niamat Ullah Ibne Hossain Raed M. Jaradat Application of Method for Non-Linear Scaling of Multi-Criteria Decision Making Attribute Values. 1-6 2020 SysCon https://doi.org/10.1109/SysCon47679.2020.9275918 conf/syscon/2020 db/conf/syscon/syscon2020.html#KerrHJ20 Morteza Nagahi Niamat Ullah Ibne Hossain Raed M. Jaradat Simon R. Goerger Sawsan Abutabenjeh Chad S. Kerr Do the Practitioners' Level of Systems-Thinking Skills Differ across Sector Types? 1-5 2020 SysCon https://doi.org/10.1109/SysCon47679.2020.9275917 conf/syscon/2020 db/conf/syscon/syscon2020.html#NagahiHJGAK20 Morteza Nagahi Raed M. Jaradat Niamat Ullah Ibne Hossain Mohammad Nagahisarchoghaei Fatine Elakramine Simon R. Georger Indicators of Engineering Students' Academic Performance: A Gender-Based Study. 1-7 2020 SysCon https://doi.org/10.1109/SysCon47679.2020.9275665 conf/syscon/2020 db/conf/syscon/syscon2020.html#NagahiJHNEG20

Morteza Alizadeh Junfeng Ma Nezam Mahdavi-Amiri Mohammad Marufuzzaman Raed M. Jaradat A stochastic programming model for a capacitated location-allocation problem with heterogeneous demands. 2019 137 Comput. Ind. Eng. https://doi.org/10.1016/j.cie.2019.106055 db/journals/candie/candie137.html#AlizadehMMMJ19

Niamat Ullah Ibne Hossain Farjana Nur Ra'ed M. Jaradat Seyedmohsen Hosseini Mohammad Marufuzzaman Stephen M. Puryear Randy K. Buchanan Metrics for Assessing Overall Performance of Inland Waterway Ports: A Bayesian Network Based Approach. 3518705:1-3518705:17 2019 2019 Complex. https://doi.org/10.1155/2019/3518705 https://www.wikidata.org/entity/Q127934630 db/journals/complexity/complexity2019.html#HossainNJHMPB19

Niamat Ullah Ibne Hossain Ra'ed M. Jaradat Seyedmohsen Hosseini Mohammad Marufuzzaman Randy K. Buchanan A framework for modeling and assessing system resilience using a Bayesian network: A case study of an interdependent electrical infrastructure system. 62-83 2019 25 Int. J. Crit. Infrastructure Prot. https://doi.org/10.1016/j.ijcip.2019.02.002 https://www.wikidata.org/entity/Q128368521 db/journals/ijcip/ijcip25.html#HossainJHMB19

Abdulrahman Alfaqiri Niamat Ullah Ibne Hossain Raed M. Jaradat Sawsan Abutabenjeh Charles B. Keating Mahmoud T. Khasawneh C. Ariel Pinto A systemic approach for disruption risk assessment in oil and gas supply chains. 230-259 2019 15 Int. J. Crit. Infrastructures 3 https://doi.org/10.1504/IJCIS.2019.100428 https://www.wikidata.org/entity/Q127578829 db/journals/ijcritis/ijcritis15.html#AlfaqiriHJAKKP19

Niamat Ullah Ibne Hossain Farjana Nur Seyedmohsen Hosseini Raed M. Jaradat Mohammad Marufuzzaman Stephen M. Puryear A Bayesian network based approach for modeling and assessing resilience: A case study of a full service deep water port. 378-396 2019 189 Reliab. Eng. Syst. Saf. https://doi.org/10.1016/j.ress.2019.04.037 db/journals/ress/ress189.html#HossainNHJMP19

Morteza Nagahi Niamat Ullah Ibne Hossain Raed M. Jaradat Siobhan Grogan Moderation Effect of Managerial Experience on the Level of Systems-Thinking Skills. 1-5 2019 SysCon https://doi.org/10.1109/SYSCON.2019.8836941 conf/syscon/2019 db/conf/syscon/syscon2019.html#NagahiHJG19

Raed M. Jaradat Charles B. Keating Joseph M. Bradley Individual Capacity and Organizational Competency for Systems Thinking. 1203-1210 2018 12 IEEE Syst. J. 2 https://doi.org/10.1109/JSYST.2017.2652218 db/journals/sj/sj12.html#JaradatKB18

Md Abdul Quddus Niamat Ullah Ibne Hossain Mohammad Marufuzzaman Raed M. Jaradat Mohammad S. Roni Sustainable network design for multi-purpose pellet processing depots under biomass supply uncertainty. 462-483 2017 110 Comput. Ind. Eng. https://doi.org/10.1016/j.cie.2017.06.001 https://orkg.org/orkg/resource/R219465 db/journals/candie/candie110.html#QuddusHMJR17

Ra'ed M. Jaradat Frank Adams Sawsan Abutabenjeh Charles B. Keating The Complementary Perspective of System of Systems in Collaboration, Integration, and Logistics: A Value-Chain Based Paradigm of Supply Chain Management. 50 2017 5 Syst. 4 https://doi.org/10.3390/systems5040050 db/journals/systems/systems5.html#JaradatAAK17

Raed M. Jaradat Charles B. Keating Systems thinking capacity: implications and challenges for complex system governance development. 75-94 2016 7 Int. J. Syst. Syst. Eng. 1/2/3 https://doi.org/10.1504/IJSSE.2016.076130 db/journals/ijsose/ijsose7.html#JaradatK16

Behnido Y. Calida Raed M. Jaradat Sawsan Abutabenjeh Charles B. Keating Governance in systems of systems: a systems-based model. 235-257 2016 7 Int. J. Syst. Syst. Eng. 4 https://doi.org/10.1504/IJSSE.2016.080313 db/journals/ijsose/ijsose7.html#CalidaJAK16

Raed M. Jaradat Ariel C. Pinto Development of a framework to evaluate human risk in a complex problem domain. 148-166 2015 11 Int. J. Crit. Infrastructures 2 https://doi.org/10.1504/IJCIS.2015.068614 db/journals/ijcritis/ijcritis11.html#JaradatP15

Raed M. Jaradat Complex system governance requires systems thinking - how to find systems thinkers. 53-70 2015 6 Int. J. Syst. Syst. Eng. 1/2 https://doi.org/10.1504/IJSSE.2015.068813 db/journals/ijsose/ijsose6.html#Jaradat15

Ra'ed M. Jaradat Charles B. Keating Fragility of oil as a critical infrastructure problem. 86-99 2014 7 Int. J. Crit. Infrastructure Prot. 2 https://doi.org/10.1016/j.ijcip.2014.04.005 db/journals/ijcip/ijcip7.html#JaradatK14

Raed M. Jaradat Charles B. Keating Joseph M. Bradley A histogram analysis for system of systems. 193-227 2014 5 Int. J. Syst. Syst. Eng. 3 https://doi.org/10.1504/IJSSE.2014.065750 db/journals/ijsose/ijsose5.html#JaradatKB14

Polinpapilinho F. Katina Charles B. Keating Ra'ed M. Jaradat System requirements engineering in complex situations. 45-62 2014 19 Requir. Eng. 1 https://doi.org/10.1007/s00766-012-0157-0 db/journals/re/re19.html#KatinaKJ14

Polinpapilinho F. Katina Ra'ed M. Jaradat A three-phase framework for elicitation of infrastructure requirements. 121-133 2012 8 Int. J. Crit. Infrastructures 2/3 https://doi.org/10.1504/IJCIS.2012.049032 db/journals/ijcritis/ijcritis8.html#KatinaJ12

Sawsan Abutabenjeh Frank Adams Amin Aghalari Ifaz Ahmed Abdulrahman Alfaqiri Morteza Alizadeh Abdulla AlKetbi Khaled AlNuaimi Safae El Amrani Olorunshola Ayeyemi Marc Banghart Alex Baylot Mahdi Boucetta Shannon R. Bowling Joseph M. Bradley Randy K. Buchanan Behnido Y. Calida Sudipta Chowdhury Kesava Dadi Vidanelage L. Dayarathna Fatine Elakramine Megan Fillinich Simon R. Georger Simon R. Goerger Alex Gorod Kannan Govindan 0002 Siobhan Grogan Danielle Hamilton Michael Hamilton Michael A. Hamilton James D. Harstvedt Andreas Henschel Niamat Ullah Ibne Hossain Seyedmohsen Hosseini Liting Jing Parker Jones Sofia Karam Polinpapilinho F. Katina Charles B. Keating Chad S. Kerr Laya Khademibami Mahmoud T. Khasawneh Oumaima Larif Junfeng Ma Alieh Maddah Iraj Mahdavi Nezam Mahdavi-Amiri Gautier Marti Mohammad Marufuzzaman Ahmad Mayyas Mohammad Mohammadi Morteza Nagahi Mohammad Nagahisarchoghaei Farjana Nur Mohammad Mahdi Paydar C. Ariel PintoAriel C. Pinto Harun Pirim Stephen M. Puryear Md Abdul Quddus Ghaith Rabadi Julekha H. Ranta Mathieu Ravaut Javad Rezaeian Christina Rinaudo Mohammad S. Roni Chiranjibi Shah Hamed Sharifi Nevan E. N. Shearer Brian Smith Oluwatamilore Soneye Siham Tazzit Matthew Tompkins Zuhal Tompkins Emily S. Wall Patrick Yam Issa Zaiter Matthew Zurasky