The Digital Architecture of Governance: LAWPOL as a Pioneer in Research and Data Science

The Birth of a Breakthrough: From Hunch to Infrastructure

Every revolution in research begins with a question – and often, a profound frustration. In 2018, a research group in Turku noticed that safety and security are common arguments for new legislation. It was just a hunch to start with, but the more law bills they read, the stronger the suspicion grew.

“We had to check it. Securitisation is a common phenomenon in public governance, and we wanted to see for ourselves whether it had gained popularity in Finland, too,” explains Anne Alvesalo-Kuusi, professor of the sociology of law. The team downloaded all law bills between 1991 and 2015 and started digging.

As the work progressed, frustration intensified. Before the development of LAWPOL infrastructure, legislative materials were scattered across multiple databases. Not all documents were digital, and search functionalities were often cumbersome and unreliable. To answer their research questions, research assistants had to manually code information from hundreds of government proposals, leaving little time for the high-level analytical tasks. The retrieval and extraction of usable data consumed enormous amounts of time for anyone studying the legislative process.

This common frustration spurred an idea: a dedicated research infrastructure was needed to bring all relevant materials together and make them truly usable. The goal of the LAWPOL project was to create an infrastructure that allows for accessing and studying all data relevant to law-drafting, starting from the early political initiatives and covering drafting, enacting, enforcing, and interpreting laws.

The LAWPOL Architecture: Unifying Legal and Political Data

The research project quickly made strides toward a more informed society by unveiling new insights into the law-making process. The result is LAWPOL, which now consists of two major, interconnected components: Law Radar and Policy Desk. This dual structure reflects the complexity of governance: it cannot be understood through law or politics alone.

• Law Radar was developed to streamline research into the legal trajectory. Its core function is to use Government Bills (hallituksen esitykset) as an anchor to trace the vast preparatory material backwards. This allows users to follow the process: which body prepared the material, what comments were received, how the text changed, and within what timeline.
• Policy Desk, on the other hand, was built to capture the full breadth of the political arena. It holds all parliamentary speeches, and all essential political documents, such as government and party programs.

The two systems work in tandem. The LAWPOL project is actively strengthening the link between Law Radar and Policy Desk, ensuring users can move seamlessly between a legal document and the broader political context – and vice versa – to gain a truly holistic understanding.

This successful integration of data structures has already opened doors for increased multidisciplinary collaboration, where legal scholars, sociologists, and political scientists can easily work together. As a global model, LAWPOL is attracting attention, particularly across the Nordic countries, as a pioneer for integrating legal and political data. This interest is the result of the project being actively presented in Finland and elsewhere in Europe.

The Technical Core: Building the Lifeblood of the Infrastructure

The foundation of LAWPOL is a monumental achievement. The enormous number of text-based parliamentary and judicial documents has been transferred into a highly flexible graph database made up of hundreds of thousands of nodes and nearly a million links. This structure allows users to explore the material without needing to know precisely what they are looking for and reveal complex relationships between documents, institutions, and Members of Parliament.

However, this architecture was not easily achieved.

While Law Radar was already up and running when the project started – even if not nearly as sophisticated as it is now – Policy Desk is a pure achievement of this project. When broadening the data relevant to Law Radar and creating the basis for the new Policy Desk, the team faced a historical challenge: only within the past ten years has paper been largely replaced by born-digital documents. Everything before that had to be located, digitized, cleaned, and converted. The critical centrality of data resources to the entire infrastructure required the adjustment of other activities, meaning that everything that was originally planned to be done could not be completed within the funding period. But that is the nature of research: a journey into the unknown, marked by overcoming challenges.

Even in its current, still unpolished form, Policy Desk provides access to an extensive corpus of political data that includes, in addition to parliamentary speeches, government programs, government bills, party programs, and an impressively rich metadata collection on the actors and processes of the parliamentary system.

The underlying graph database enables a highly flexible data structure that allows users to explore the material without needing to know precisely what they are looking for. With the so-called ball pit view, the user can start digging from a single speech linked to a specific plenary session of the parliament, shown on the screen as a small ball among many other balls, all representing a piece of data. From the specific speech, the user can open the view to the session to reveal all the speeches delivered and their speakers, the government bills discussed, and the government responsible – which in turn can be explored further. 

With this view, the Policy Desk serves as a tool for making visible the wide and multifaceted corpus of materials related to the Finnish Parliament and generated through its everyday work. The accumulating data repository ensures that information about decision-making will be broadly and promptly available, searchable, and discoverable.

The vast amount of regularly updated data, of course, required the development of a reliable data pipeline: the automated system that continuously transfers new, cleaned data into both LAWPOL tools, Law Radar and Policy Desk.

This is where Olli Jalonen, LAWPOL’s own “data plumber,” enters the story. Our hero’s job isn’t about water pipes, though it sometimes feels like it: leaks, clogs, and mysterious pressure changes are all part of the experience. Instead of wrenches and valves, he has used scripts and schedulers on the Airflow platform to keep the data flowing smoothly from the Parliament’s systems to the LAWPOL graph database. It has not been an easy task. The Parliament’s system updates have made Olli’s work particularly challenging. Each time the Parliament changed its internal data systems – surprisingly often – Olli had to adapt the pipeline to keep it running smoothly. These updates have required him to master cluster mechanisms and ensure that every process remains synchronized and resilient. But Olli has risen to every challenge. The data continues to flow, clean and steady, through the pipes he maintains. Without Olli’s quiet heroism and his well-maintained data plumbing, LAWPOL research infrastructure wouldn’t have its lifeblood: the continuous stream of political and judicial data.

The team has gained significant expertise in navigating the complex technical and conceptual challenges of data management, for example, by learning the importance of the granularity threshold. Deciding how precisely to describe and model heterogeneous data without sacrificing the ability to include older materials is crucial for this type of data repository. Too much detail would make it hard to include older materials, where such information simply does not exist; too little, and the data would lose much of its value for research and analysis. Finding this balance has been both a technical and conceptual challenge, but also a source of valuable learning. 

Through this process, the consortium has gained significant expertise that we hope to share with other projects working with historically extensive and heterogeneous datasets. 

The Next Steps and the Vision for the Future: From Data Repository to Analytical Powerhouse

The successful integration of this complex data structure is what enables the next phase of advanced research and innovation. Policy Desk, already providing access to an extensive corpus, is poised to incorporate cutting-edge digital tools that allow deeper and more diverse analyses. These innovations align directly with RRF goals for R&D investment and digital transformation.

This move from being a comprehensive data repository and tool for exploration to an analytical powerhouse is the next natural developmental phase. The digital tools being developed, such as Sentiment Analysis for identifying emotional tones in political documents and advanced Topic Modelling, are inspiring for unlocking new scholarly insight. However, completing the intricate development and full integration of these tools into the infrastructure is a significant undertaking that requires securing additional dedicated funding. We are keenly aware of this need and are actively pursuing funding opportunities, remaining committed to ensuring this next phase of development and innovation is realized in the near future.

In the longer term, LAWPOL aspires to become a cornerstone of digital legal and political research across Europe, thus supporting the RRF’s goals of sustainable growth through international collaboration and digital leadership.

The long-term vision is to establish LAWPOL as a model where open-access legal and political infrastructures become a global standard. To achieve this, the next major frontier is the integration of international and European material and jurisprudence. The goal is to move beyond national legislative data and integrate materials that demonstrate how Finnish law is formed in a wider, interconnected context.

To achieve this, we hope to find ways to incorporate EU and international policy documents as well as court cases. Integrating key international treaties and EU-level policy and legislative documents would allow researchers to trace the influence of global governance on Finnish law-making (e.g., whether there are EU-law or international treaty obligations behind a Government Bill). Extending the data to the final stages of the governance cycle, such as court cases, would open new opportunities for, for example, multidisciplinary study of politics and law in action.

By making it possible to trace an idea from an international agreement or an EU directive, through a government proposal, into parliamentary debate, and finally to a court decision, LAWPOL is hoped to offer an unparalleled, end-to-end view of the entire governance ecosystem one day. This vision ensures that the infrastructure remains an essential and competitive resource for academic, public administration, and journalistic use, securing Finland’s position at the forefront of digital legal-political research.

About the LAWPOL Project: Funded by the Research Council of Finland and NextGenerationEU (RRF), the LAWPOL project was a joint initiative between the University of Turku (Faculty of Law and Centre for Parliamentary Studies) and Åbo Akademi University (Institute for Human Rights). The project expanded the LAWPOL research infrastructure, which integrates Lakitutka (Lagradarn/Law Radar) and Politiikkapöytä (Policy Desk) and which continues to evolve as a service compiling public legal and political data for interdisciplinary research. This impact story was collaboratively authored by researchers across the partner institutions as part of the project, which concluded on 31 December 2025.

Heading image: AI-generated image (created with ChatGPT image generator, 2026).