Overview
Trinity College Dublin is offering two postdoctoral positions in machine learning, specifically applied to the social sciences with a focus on conflict and war studies. This opportunity is part of the ERC Consolidator Grant PaCE (Patterns of Conflict Escalation), which aims to identify recurring patterns in pre-war time series data. The initiative highlights the intersection of machine learning and social science research, making it a significant opportunity for candidates interested in applying advanced analytical techniques to real-world issues.
Background & Relevance
The application of machine learning in social sciences has gained traction as researchers seek to leverage data-driven approaches to understand complex phenomena such as conflict. By employing techniques like representation learning, time series analysis, and causal inference, researchers can uncover insights that traditional methods may overlook. This research is crucial for developing strategies to mitigate conflict and understand its underlying patterns, thereby contributing to peace and stability in affected regions.
Key Details
- Positions Available: 2 Postdoctoral Researchers
- Field: Machine Learning applied to Social Sciences (Conflict/Warfare)
- Location: Dublin, Ireland
- Start Date: As soon as possible
- Expected Duration: Until the end of 2026, with a possibility of extension based on funding
- Salary Range: €41,000 – €64,000, depending on experience and qualifications
- Application Deadline: 25 August 2025
- Application Link: Apply Here
- Project Information: Project Details
Eligibility & Participation
These positions are targeted at individuals with a strong background in machine learning and its application to social sciences. Candidates with experience in representation learning, time series analysis, causal inference, and clustering are particularly encouraged to apply, although a diverse range of profiles will be considered.
Submission or Application Guidelines
To apply for these postdoctoral positions, candidates should follow these steps:
1. Visit the application link provided above.
2. Complete the application form with the required information.
3. Submit any necessary documents as specified in the application guidelines.
4. Ensure that your application is submitted by the deadline of 25 August 2025.
More Information
The integration of machine learning techniques into social science research represents a transformative approach to understanding complex societal issues. The work being conducted under the PaCE project aims to provide valuable insights into conflict patterns, which can inform policy and intervention strategies. This research not only enhances academic knowledge but also has practical implications for peacebuilding efforts worldwide.
Conclusion
This is a unique opportunity for researchers passionate about applying machine learning to social sciences, particularly in the context of conflict analysis. Interested candidates are encouraged to explore this opportunity and submit their applications before the deadline. Engaging in this research could significantly contribute to the understanding of conflict dynamics and the development of effective solutions.
Category: PhD & Postdoc Positions
Tags: machine learning, social sciences, conflict analysis, postdoc, trinity college dublin, representation learning, time series analysis, causal inference, clustering, erc grant, patterns of conflict escalation
