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Using agent-based models as a simulation tool to generate synthetic data

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Dates:18 February 2026
Times:14:00 - 16:00
What is it:Workshop
Organiser:Cathie Marsh Institute for Social Research
How much:Free
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  • By Cathie Marsh Institute for Social Research

This free online workshop explores the intersection of two computational social science ideas, synthetic data and agent-based models:

1. Synthetic data – which is generated data rather than observed data. This can be useful when balancing research needs with data availability or security. 2. Agent-based models (ABM) – which simulate interactions and can produce synthetic data for diverse or even counterfactual scenarios.

This workshop will cover:

- why create synthetic data using ABM
- when it would be appropriate to do so
- how to create the data using open source software NetLogo
- what the resulting data can be used for

We will be using NetLogo for the live software demonstration, which is an open-source programming language and integrated development environment for agent-based modelling.

Workshop details

The workshop is structured into four parts:

- Introduction to synthetic data
  What is and is not synthetic data? What is it good for? What are some common ways to generate it?
- Introduction to top-down versus bottom-up
  What do top-down and bottom-up mean? How do these relate to research problems and data generation methods?
- Introduction to agent-based models
  What are agent-based models? How do they work? What data do they generate? This part includes demonstrations of free and user-friendly agent-based                 modelling software.
- Q&A session
  Participants can engage directly with the content, ask questions related to the presentation or live coding demonstration, and get links to useful resources.

There will be a comfort break during the workshop.

Presenter: Jools Kasmire, UK Data Service

Price: Free

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Gill Meadows

gillian.meadows@manchester.ac.uk

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