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Machine Learning and System Dynamics: a Threat or an Opportunity?

The recent webinar presented by Hesham Mahmoud, an experienced professional in the fields of multinational corporations, academia, and the United Nations, focused on the intersection of Machine Learning (AI) and System Dynamics. This post summarizes the webinar’s key points, including the Q&A session, offering insights into how these two methodologies can be effectively integrated.

Presenter Background:

Hesham Mahmoud, currently a Junior Lecturer and Machine Learning Researcher at Radboud University, brings a wealth of experience from his roles in various sectors, including his tenure at the Food and Agriculture Organization of the United Nations. His expertise in Economics and Political Economics, combined with his professional experience, provides a unique perspective on the application of Machine Learning in System Dynamics.

Webinar Summary:

  1. Defining the Relationship between AI, Machine Learning, and System Dynamics: Mahmoud began by delineating the distinctions and connections between AI, Machine Learning, and System Dynamics. He emphasized the potential of Machine Learning to enhance the analytical capabilities in System Dynamics, moving beyond the traditional view of AI as a complex and opaque field.

  2. Addressing Bias and Ensuring Objectivity: The webinar highlighted the challenge of bias in Machine Learning algorithms. Mahmoud discussed the importance of feature selection and the role of human oversight in ensuring that machine-learning models are as objective and unbiased as possible.

  3. Data Challenges in Machine Learning: Mahmoud pointed out that both the scarcity and abundance of data present challenges in Machine Learning. He stressed the importance of careful decision-making in feature selection to avoid introducing biases into the models.

  4. Complementarity of Machine Learning and System Dynamics: The discussion underscored how Machine Learning could uncover patterns in data that might not be immediately apparent in System Dynamics models, while System Dynamics can provide a human-centric approach to guide Machine Learning analyses.

  5. Practical Applications in Healthcare: The webinar touched on the application of these methods in healthcare, demonstrating how combining Machine Learning with System Dynamics could enhance predictive models in medical systems.

Key Points from the Q&A:

  • Machine Learning as a Complement to System Dynamics: Mahmoud clarified that Machine Learning should be seen as a complementary tool to System Dynamics, not as a replacement. He emphasized its utility in providing data-driven insights that can inform and refine System Dynamics models.

  • Bias Mitigation in Combined Approaches: In response to concerns about bias, Mahmoud discussed how integrating Machine Learning with System Dynamics could help mitigate biases from both fields. He suggested that the triangulation of data-driven insights and System Dynamics models could lead to more balanced and objective outcomes.

  • Ethical Considerations in Model Design: Mahmoud acknowledged the importance of ethical considerations in the design and application of Machine Learning models, especially when used in conjunction with System Dynamics. He stressed the need for ethical frameworks to guide decision-making in these integrated approaches.

  • Technical Aspects of Integration: Addressing the technicalities, Mahmoud mentioned the availability of tools and packages in programming languages like R, which facilitate the integration of traditional System Dynamics models with Machine Learning techniques.

This webinar provided a comprehensive overview of how Machine Learning can be integrated with System Dynamics to enhance model accuracy and objectivity. The key takeaway is that these two methodologies, when combined, can offer a more robust approach to understanding and solving complex problems, particularly in fields like healthcare. The Q&A session further reinforced the idea that Machine Learning and System Dynamics are not competing but are complementary tools that, when used together, can lead to more effective and ethical outcomes.

This session is organized and led by MINDS – the student-led System Dynamics Association at the University of Bergen in Norway.

Watch the recording below

About the Speaker

Hesham Mahmoud has working experience in Multinational Corporations, Academia, and the United Nations. Double Master’s degree holder in Economics and Political Economics with ten years of professional experience in the domains of ICT, Business Analysis, Business Development, Partnerships, Project Management, and Marketing. Before becoming a researcher at Radboud University in the Netherlands, Hesham served as Due Diligence Senior Analyst at the Food and Agriculture Organization of the United Nations and currently works as a Junior Lecturer and Machine Learning Researcher at Radboud University.

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Systems Thinking Through Storytelling

 

“”The recent webinar hosted by the System Dynamics Society featured Linda Booth Sweeney and Philip Ramsey, offering an overview of the world of systems thinking and its application in education and storytelling. Linda, an accomplished educator and author, shared her journey in integrating systems thinking into various educational materials and books. Philip Ramsey, an author and senior lecturer at Massey University, New Zealand, discussed his Billy Bonk and Frankel series, aimed at teaching systems thinking to children.

Linda Booth Sweeney: Bridging Systems Thinking and Storytelling

Linda emphasized the importance of early exposure to systems thinking, noting that it can become a habitual way of thinking if introduced at a young age. Her approach involves using simple, yet powerful, questions to encourage children to visualize and discuss the connections in the world around them. She introduced her new book, “Apart Together,” which aims to cultivate systems literacy, a growth mindset, and resilience in children.

Key Takeaways from Linda’s Presentation:

Early Systems Thinking: Linda highlighted the necessity of introducing systems thinking to children, potentially preventing the fragmentation of knowledge as they grow older.

Curious About Connections: She introduced her methodology involving three questions – “What’s happening here?”, “What if this is connected to that?”, and “What caused what to change?” – to help children visualize and think about systems.

Access the free companion guide when you subscribe to the “Curious About Connections” Newsletter here.

Practical Implementation: Linda shared how her methodology and book can be utilized in various everyday scenarios, from family discussions to classroom settings, to instill a sense of curiosity and interconnectedness in children.

Philip Ramsey: Storytelling with Systems Thinking

Philip Ramsey’s part of the webinar focused on his Billy Bonk and Frankel series, republished recently with the help of the System Dynamics Society. These books are designed to teach systems thinking to children around age 10. He emphasized the role of storytelling in making complex concepts accessible and engaging for young minds.

Key Insights from Philip’s Presentation:

Targeted Age Group: Philip’s books are primarily aimed at children around 9-11 years old, making them a suitable tool for educators and parents to introduce systems thinking at a slightly more advanced level.

The Power of Storytelling: He underscored storytelling as an effective method to communicate systems thinking concepts, making them relatable and easier to understand for children.

Series Development: The Billy Bonk and Frankel series were developed to not only entertain but also educate children, demonstrating the practical application of systems thinking in various scenarios.

The webinar with Linda Booth Sweeney and Philip Ramsey was an enlightening exploration of systems thinking through storytelling. Linda’s approach of simple questioning to induce systems thinking in young children and Philip’s use of storytelling to teach more complex systems concepts to older children present a framework for educators and parents. These methods can be instrumental in fostering an early understanding and appreciation of systems thinking, shaping a more aware and connected generation.

Watch the recording below

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Resources

About the Speakers

Linda Booth Sweeney is an educator, writer and strategist for healthy socio-ecological systems change, Dr. Linda Booth Sweeney is internationally recognized for her efforts to make systems thinking actionable by a wide range of audiences. In her Systems Leadership Labs, Linda creates experiences for leaders to think differently, and to experiment with language, visualization tools and knowledge architecture that better mirrors the complexity they are navigating. She is co-author of The Systems Thinking PlaybookThe Climate Change Playbook, and numerous other books and journal articles. Her newly published book, Apart, Togetheris a gentle introduction to systems thinking for children.  Linda holds her doctorate from Harvard’s Graduate School of Education and lives outside of Boston where she enjoys swimming in Walden Pond and amateur farming.  For more information, see:

(systems) www.lindaboothsweeney.net

(children’s) www.lindaboothsweeney.com

(metaverse) https://togglelab.com

How Children’s Stories Help Us See Real-World Patterns (on Medium.com)

PBS Learning Media Systems Literacy Pilot

Philip Ramsey is the author of the Billibonk and Frankl series, jungle-based fables aimed at teaching children systems thinking through fascinating animal adventures. Phil is a Senior lecturer at Massey University in New Zealand, where he teaches Organizational Learning, Leadership, and Teamwork. He also works as a Director of Incite Learning, a consulting company that mainly works with schools, helping school leaders apply Organizational Learning concepts to solve tough problems.

Billibonk and Frankl Series

Billibonk and the Thorn Patch Front Cover
Billibonk and the Bugs
The Floods of Knith Cover: Billibonk and Frankl Story
The Dark Jungle Billibonk Series Front Cover

Webinar Highlights and Recording: Navigating Client Dissatisfaction

Dennis Sherwood, a stalwart in the consulting industry, recently presented a webinar that peeled back the curtain on the not-so-glamorous aspect of consulting—client dissatisfaction. With over 20 years under his belt and roles in prestigious firms like Deloitte and Goldman Sachs, Dennis brought a wealth of experience to the discussion, centered around a challenging government project that spanned a decade.

The Struggle for Educational Reform: Dennis dove into the intricacies of a flawed examination grading system he audited, which affected countless students’ futures. Despite his comprehensive analysis and solution-oriented approach, he encountered stiff resistance from the powers that be, illuminating the daunting task consultants often face when their findings and client expectations don’t align.

Advocacy in the Face of Resistance: His unwavering commitment to rectify the grading system, even after being turned away, highlights a consultant’s duty to pursue the truth and advocate for change. Dennis’s call to action rallied lawyers, educators, and policymakers to join the fight for transparency and fairness in education.

The Takeaway: Dennis Sherwood’s “Navigating Client Dissatisfaction” session is a testament to the perseverance needed in consultancy, especially when advocating for societal change against entrenched systems. For those inspired by his dedication, Dennis remains open to dialogue and can be reached for further insight at dennis@silverbulletmachine.com

Watch the recording below

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Resources

About the Speaker

Dennis Sherwood has championed organizational innovation and creativity for over 20 years through his UK-based consultancy. A fervent advocate of systems thinking, Dennis’s vast experience ranges from being a consulting partner at Deloitte to holding pivotal roles at establishments like Goldman Sachs and SRI Consulting. An acclaimed author, Dennis has authored 15 books on topics spanning innovation, creativity, and systems thinking, with titles such as “Seeing the Forest for the Trees” and “How to Be Creative: A Practical Guide for the Mathematical Sciences.” Join us as Dennis unravels the nuances of client relationships, providing invaluable insights from his distinguished career.

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2024 International System Dynamics Conference

The International System Dynamics Conference is an annual event where people from all over the world interested in the practice of System Dynamics and systems thinking gather. Now in its 42nd year, the Conference appeals to audiences across industry and academia. These conferences introduce newcomers to the field, keep practitioners aware of current developments, and provide unparalleled networking opportunities. Participants come from businesses, universities, K-12 education, not-for-profits, government, consulting, the healthcare sector, and beyond. The ISDC2024 will be a hybrid event, with virtual access for all attendees and opportunities for authors to present work virtually or in Bergen.

LIVE tickets include:

  • Access to the full program in Bergen, including workshops
  • Catered lunch and break-time food (from August 5 to 7) 
  • Entry to the Banquet event
  • Access to all session recordings until September 30, 2024

ONLINE tickets include:

  • Access to the full program, including plenaries, parallel sessions, virtual workshops, and roundtables.
  • Access to all recordings until September 30, 2024.

Location

The 2024 Conference will take place at the Scandic Bergen City Hotel, a comfortable and well-equipped hotel at the heart of the beautiful city.

Theme

The theme of the 2024 International System Dynamics Conference is “Bridging Perspectives for New Insights.” This theme highlights the need for building bridges across different fields and approaches to benefit everyone

What is your refund policy?

Registrations are not refundable. You may change from in-person to online without penalty until May 28, 2024. A partial refund will be given for the difference between the price paid and the price of the online conference. After May 28, 2024, no refund will be given.

Are there scholarships available?

Yes. Scholarships are available for waiving conference registration fees. We do not provide financial support for travel or accommodation. They are given based on a statement of financial need and a review of written work and are not limited to students. Learn More

Can I buy a ticket for one day only?

No. Single-day tickets are not available. The registration includes access to the full program of the conference.

Where is my member discount?

If you’re logged in, you should see the discounted prices for members. If you’re not seeing the member price, contact us using the chat function in the bottom right of the screen.  Please be sure to include your name and login email address so we can better assist you. conference@systemdynamics.org

Does the IN-PERSON ticket include food?

Yes. It includes catered lunch and break-time food for the thee conference days (workshop day not included). It also includes access to the Banquet. Breakfast is included only for those staying at the conference venue and is included in the hotel accommodation fees. Dinners are not provided. 

Do you offer bulk ticket purchase discounts?

No. Unfortunately, we are not able to offer bulk discounts at the moment.

Can I upgrade my registration?

Yes. You can upgrade your virtual ticket to an in-person ticket until July 22, 2024, by paying the difference. Please contact us.

Do I need to bring a printed ticket to the venue?

No. We will be able to check you in with your full name. 

Do you offer discounts for presenters?

No. Unfortunately, we are not able to offer discounts for presenters.

Where should I stay?

We recommend the conference venue, the Scandic Bergen City. Attendees receive a special discount. Use the code to redeem: BUIB030824

Webinar Highlights & Recording: Digital Twin Business Models for Strategy and Operational Management

We had the opportunity to delve into the world of business model simulations with industry experts Kim Warren, founder of Strategy Dynamics, and Martin Lycko, Customer Success Manager at Silico, this webinar provided invaluable insights into strategic planning and operational management using System Dynamics.

The concept of a “Digital Twin” is a dynamic virtual model of a business or part of a business. The transformative potential of digital twins lies in their capacity to closely mirror actual performance and predict the evolution of broader systemic influences. Lycko highlighted Silico’s role in implementing effective digital twin architectures that can significantly improve organizational performance.

The participants were walked through examples where System Dynamics and digital twins had been leveraged to optimize business performance and drive competitive advantage. These examples underscored the expansive scope and adaptability of these business tools, validating their efficacy and viability.

In a rapidly evolving business landscape, the utilization of System Dynamics and Digital Twins presents a compelling approach to strategy and operational management. This enlightening webinar underscored the importance of these tools in enabling organizations to better understand their systems, optimize their performance, and drive competitive advantage. As we look to the future, it’s clear that these innovative models will play an increasingly vital role in business planning and strategy.

Related Courses

Dynamic Business Modeling

An online course that guides you in creating a quantified, simulated “digital twin” of your business, highlighting inter-dependencies and feedback points.

Society members get a 20% discount

Read More

Strategy Dynamics for Leaders

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Watch the recording below

Whoops, this recording is available for members and ticket purchasers only. Please login to verify. If you’re not a member, purchase a membership here. You can also buy a ticket to watch the recording here.

Resources

About the Speakers

Kim Warren is the founder of Strategy Dynamics, helping organizations improve their planning and strategy implementation. Kim spent 15 years in senior strategy roles in business before joining the Strategy faculty at London Business School, where he taught MBA and Executive programs. Realizing limitations with existing strategy methods, he developed powerful strategy dynamics frameworks. Kim is the author of several books, including Competitive Strategy Dynamics and Strategic Management Dynamics, and has collaborated with leading consulting firms to extend the scope of Strategy Dynamics’ impact. His work has also been directly applicable to issues in international development. Kim has an engineering background, an MBA, and a Ph.D. from London Business School. He was awarded the Jay Wright Forrester Award by the International System Dynamics Society in 2005 and was the Society’s President in 2013.

Martin Lycko is a Customer Success Manager at Silico. Silico’s simulation platform empowers organizations to create Digital Twins that span teams and functions. With the ability to connect these Digital Twins to real-time data from across the organization, businesses can simulate the impact of decisions virtually in a Digital Twin of the Organisation.

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NATO Computer Assisted Analysis, eXercise, and eXperimentation Forum (CA2X2 Forum)

On behalf of the NATO Modelling & Simulation Centre of Excellence, we are pleased to confirm that the 2023 Edition of the NATO Computer Assisted Analysis, eXercise, and eXperimentation Forum (CA2XForum) will be held from 3-5  October 2023 at the ERGIFE PALACE HOTEL**** – Rome (Italy).    

 Visit the event registration page to register for the event.

The 18th annual NATO CA2X2 Forum, organized by the NATO Modelling and Simulation Centre of Excellence, is an event where military users, industry and academia meet and discuss M&S topics including the M&S Discipline, Exercises, Experimentation, Wargaming, Analysis, Standards, Interoperability, and more.    

During the event, you will be able to attend presentations, workshops, demonstrations and round tables on the latest technology and future trends.   

Theme

M&S as a Cross-Functional Enabler  

Main Topics

  • Computer Assisted eXercise (CAX)  
  • Commercial-Off-The-Shelf (COTS) for M&S  
  • M&S Standards and Technologies   
  • Education and Training   
  • M&S Lessons Learned   
  • Wargaming   
  • Multi-Domain Operations   
  • Defence University M&S Research   
  • Artificial Intelligence   
  • Capability Development and Experimentation   
  • Support to Military Operations and Decision Making   
  • Medical M&S   
  • Emerging technologies  

Call For Papers

Experts and authors who desire to propose a paper or an article to be presented during the event are very welcome!  

A selection of the best papers and articles will be published in the conference proceedings book.   

The following link brings you to the Call for Papers:  https://easychair.org/cfp/natoca2x2forum2023    

For more details, follow the link: NATO CA2X2 Forum 2023   

Webinar Highlights & Recording: System Dynamics Modeling with R.

System Dynamics is a powerful approach to understanding complex systems in various fields, such as public health, ecology, and economics. Prof. Jim Duggan, an expert in applying System Dynamics and data science methods to public health, recently hosted a webinar on System Dynamics Modeling with R. In this session, Prof. Duggan provided insights into R’s capabilities for data analysis, visualization, and manipulation, as well as building and running Ordinary Differential Equation (ODE) models. Additionally, he discussed using R’s Shiny framework for creating interactive web apps and the prospect of forming a joint digital science tools group for R and Python users.

Exploring R’s Capabilities

Prof. Duggan showcased R’s potential by introducing packages such as ggplot2 and dplyr for data manipulation and visualization, deSolve for building models, and Tidyverse for data analysis. Moreover, he demonstrated creating interactive web apps using the Shiny package.

Visualizing Data with ggplot2 and GGCloud2

Ggplot2, a library from the Tidyverse, enables users to create graphs in R. Prof. Duggan demonstrated creating scatter plots with different visual properties, such as color, using the ggplot function with specific arguments. He also highlighted GGCloud2 as a flexible visualization tool that adds a fourth dimension to a plot using the facetwrap function.

Tidying Data in R

Prof. Duggan emphasized the importance of tidying data for easier processing in R. He showcased the use of pivot_longer for converting wide data into a tidy data format and dplyr as a powerful package for summarizing data. Techniques like grouping, summarizing, and data transformation can be performed using Tidyverse tools.

Building and Running ODE Models

R can be used to build and run ODE models, as Prof. Duggan demonstrated by defining stocks using vectors and generating models automatically with the deSolve package. He also discussed how Markov Chain Monte Carlo (MCMC) can be used to calibrate data using System Dynamics models, helping to find parameters from a dataset.

Interactive Web Apps with Shiny

Shiny, R’s framework for creating interactive web apps, was another key focus of the webinar. Prof. Duggan explained how Shiny’s reactive programming automatically updates outputs based on input changes, requiring minimal HTML, CSS, and JavaScript knowledge. The server function links inputs to outputs and generates new graphs based on input changes.

Conclusion

Prof. Jim Duggan’s webinar on System Dynamics Modeling with R provided valuable insights into the capabilities of R for data analysis, visualization, manipulation, and ODE model building. The session was an excellent resource for those interested in exploring R’s applications in System Dynamics and data science.

Watch the recording for more!

Watch the recording below

Whoops, this recording is available for members and ticket purchasers only. Please login to verify. If you’re not a member, purchase a membership here. You can also buy a ticket to watch the recording here.

About the Speakers

Prof. Jim Duggan’s research focus is the area of applying System Dynamics and data science methods to public health. This includes using System Dynamics to support pandemic preparedness and response, modeling scenarios of infectious disease outbreaks and applying agile software design methods to develop a safety planning mobile app to address suicidality in young people attending community mental health services in Ireland. Prof. Duggan is a Managing Editor for the System Dynamics Review and a member of the World Health Organisation’s Global Outbreak and Response Network (GOARN).

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2023 PwC Mark Paich Hackathon

More Details and Registration

Get ready for two exciting and intense days of collaboration and competition as teams come together for the hybrid PwC Mark Paich Hackathon. Starting on Friday, July 21 before the start of the ISDC2023, teams will compete to solve complex problems using System Dynamics and data science, with judging taking place on Sunday, July 23.

Don’t miss the chance to be recognized for your innovative solutions and join us at the conference banquet to celebrate the winners!

The Challenges: Artificial Intelligence or Health

The hackathon will require thoughtful consideration of new technologies and their potential. Participants will choose one of two challenges relating to Artificial Intelligence or Health.

Teams will have the opportunity to address questions regarding the use of new technologies that have the potential to bring about positive change and also carry significant risks if not thoughtfully considered.

Further details about the challenge will be revealed at the July 21 kickoff meeting.

Prizes

Teams will compete for recognition and a cash price of:
First $3,000
Second $1,500
Third $500

Exploring Careers in System Dynamics

The Exploring Careers in System Dynamics webinar, held on March 29, 2023, was an engaging panel discussion featuring experts Sharon Els, Eduardo Romanenko, and Georg Pallaske, moderated by Shane Carnohan. Attendees had the opportunity to learn about the career journeys of these three System Dynamics experts, as well as their personal experiences and views on the field.

Sharon Els, with over two decades of experience in business modeling and simulation, provided insights into her extensive client work, which includes predicting market changes, optimizing corporate resource allocation, and improving project performance. She has advised corporate executives and government leaders on complex strategy, policy, and program challenges at various organizations. According to Sharon, “You want to simplify as much as you can. You don’t simplify the System Dynamics modeling itself. But you simplify your messages and you focus on what they need to solve and their challenges.”

Eduard Romanenko, a System Dynamics expert with a Ph.D. from the University of Bergen, highlighted the relevance and transparency of System Dynamics as a tool, which he believes will remain important in the future. He has been working as a full-time SD modeler and researcher for the past 3.5 years, providing insights into complex issues related to various projects.

Georg Pallaske, a System Dynamics expert and project manager with a passion for sustainability, shared his experience working closely with clients to develop customized analyses to support government decision-making. Georg is also pursuing a Ph.D. at the University of Bergen, focusing on integrated sustainable development policies. According to Georg, “If we talk about scarce resources, inequality, greenhouse gas emissions & climate change, we cannot address these things in isolation. We need people who are able to use System Dynamics and systems thinking, and to actually support them.”

The panelists discussed the skills and knowledge needed to succeed in the field of System Dynamics, as well as the challenges and opportunities that come with it. Attendees gained valuable insights into addressing complex business challenges and integrating System Dynamics into real-world professions.

Whether you’re a student exploring your career options or a seasoned professional looking to broaden your understanding, the “Exploring Careers in System Dynamics” webinar provided an excellent opportunity to learn from experts in the field.

Watch the recording below

Whoops, this recording is available for members and ticket purchasers only. Please login to verify. If you’re not a member, purchase a membership here. You can also buy a ticket to watch the recording here.

About the Speakers

Sharon Els is an expert in business modeling and simulation with over two decades of experience. Her extensive client work includes predicting market changes, optimizing corporate resource allocation, and improving project performance. She has advised corporate executives and government leaders on complex strategy, policy, and program challenges at various technology, aerospace, finance, gaming, and government organizations. Sharon’s insights and expertise have been instrumental in providing actionable recommendations and solutions to her clients. She currently works at Sage Analysis Group, where she continues to help organizations navigate complex business challenges.

Eduard Romanenko is a System Dynamics expert who holds a Ph.D. in System Dynamics from the University of Bergen (2022) and a European Master’s degree in System Dynamics (2014). He has been working as a full-time SD modeler and researcher for the past 3.5 years. Eduard has provided SD modeling capacity for various projects, including a project on urban stormwater management in Oslo and a 5-country EU-funded project on adolescent overweight and obesity. His contributions have provided insights into complex issues related to these projects.

Georg Pallaske is a System Dynamics expert and project manager with a passion for sustainability. He works at KnowlEdge Srl., where he develops customized analyses to support government decision-making. Georg is also pursuing a PhD at the University of Bergen, focusing on integrated sustainable development policies. As a project manager, he works closely with clients from inception to the presentation of results.

Recent Posts

From Bergen to Global: UiB’s System Dynamics Group

From Bergen to Global: UiB’s System Dynamics Group The System Dynamics Group, an autonomous research group at the University of Bergen (UiB) was established in 1971 by professor emeritus Svein Nordbotten. Inspired by the work of Jay W. Forrester, Nordbotten...

Upcoming Events

India Chapter Meet Up w/Bob Eberlein

India Chapter Meet Up w/Bob Eberlein

We are very excited to invite you to another year-end meet up and chat, this time featuring Bob Eberlein – who has been a vital member of the SDS since its early days and also a pivotal developer of Vensim, and now Stella – some of the most widely used...

Recent Business cases

The World Bank Uses System Dynamics to Identify Root Causes of Poverty

The World Bank Uses System Dynamics to Identify Root Causes of Poverty EXECUTIVE Summary Madagascar has one of the highest poverty rates in the world. In 2022, an astonishingly three out of every four people in Madagascar lived below the poverty line. Poverty has...

Fast-Track Cities Uses System Dynamics to Enhance HIV Care

Fast-Track Cities Uses System Dynamics to Enhance HIV Care EXECUTIVE Summary Low levels of viral suppression at 69% for people with HIV make it hard to believe the 95% target level will be achieved by 2030 in St. Louis, USA. As a solution, Fast-Track Cities-STL opted...

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