—Eklavya Vasudev, Legal Researcher, Friedrich-Alexander University of Erlangen–Nuremberg, Germany

When a constitutional court limits legislative freedom not by reference to democratic commitments or textual constraints, but by invoking a remaining carbon budget calculated by climate models, what exactly is it doing? Is it still interpreting the constitution or enforcing the logic of a scientific algorithm under constitutional cover?
Across recent climate judgments, courts no longer rely on climate science only for evidence. Instead, they treat computational artefacts like carbon budgets, risk curves, attribution models, emissions accounting as structuring the architecture of constitutional reasoning. These tools silently recalibrate how duties, rights, and temporal horizons are defined.
What matters here is not simply that courts are using more expert evidence. Courts have long relied on scientific input when adjudicating environmental harm. The constitutional novelty lies elsewhere. The use of climate models is not just a tool to establish facts. Rather, the normative work they do is to pre-structure the legal universe within which constitutional judgment takes place.
Once a court accepts a remaining carbon budget, a peak-emissions timeline, or a probabilistic attribution model, it adopts a framework that already contains within it assumptions about risk tolerance, distributive justice, intergenerational equity, and the permissible pace of political action. These assumptions rarely appear as explicitly contested normative choices. They enter constitutional law quietly, under the sign of necessity rather than justification.
It is in this precise sense that one can begin to speak, cautiously, of computational constitutionalism: a mode of adjudication in which algorithmic and model-based limits migrate from the domain of policy coordination into the domain of constitutional constraint. It should be realized that this usage differs from existing discussions of ‘algorithmic’ or ‘digital’ constitutionalism in technology governance, which focus on platform rules or automated decision‑making, rather than on climate models structuring constitutional duties].
What is constitutionalised, in these moments, is not only a right or a duty, but a method of knowing the future. This shift becomes visible not in abstract theorisation, but in the concrete reasoning included in recent climate judgments.
The ECHR’s decision in Klimaseniorinnen v Switzerland offers a particularly clear illustration. The Court used IPCC-based temperature pathways and risk projections to determine when the state’s positive obligations under Article 8 were triggered. Foreseeability and imminence, traditionally legal categories, were derived from model-based assessments of future heat-related mortality. Probabilistic projections were thus translated into present constitutional necessity. The structural consequence of this move was subtle but significant. Switzerland’s margin of appreciation was not primarily constrained through conventional proportionality balancing but by the internal logic of the climate models the European Court accepted. Once the scientific framework defining remaining mitigation space was taken as given, the range of constitutionally permissible inaction narrowed almost automatically.
A related but distinct manifestation of this dynamic emerged from the Dutch Milieudefensie v Shell litigation. In its 2021 judgment, the District Court of The Hague ordered Shell to reduce its global CO₂ emissions, including scope-3 emissions by 45 per cent by 2030. The decision translated climate science into a concrete legal command by treating emissions pathways as determinative of the scope of corporate responsibility. Scientific models supplied the metric through which lawful corporate conduct was defined. That approach was partially reset by the Hague Court of Appeal in November 2024. While the Court affirmed that Shell bore a duty of care to address the risks of dangerous climate change, it declined to impose a specific reduction target. Fixing a precise emissions pathway, the Court held, exceeded the proper judicial role and belonged to the domain of political and legislative determination. The appeal thus did not reject the relevance of climate science but resisted the move from scientific projection to binding judicial command.
The constitutional significance of Shell lies in this hesitation. The appellate court accepted that climate risk can ground legal responsibility, yet it drew a boundary around the authority of courts to convert computational metrics into enforceable obligations. Emissions models remained central to defining the problem, but not to dictating the solution. In this sense, Shell exposes a fault line within computational constitutionalism: courts may rely on scientific frameworks to structure legal reasoning, while simultaneously denying those frameworks the power to conclusively determine constitutional outcomes without further normative justification.
Read together, Klimaseniorinnen and Shell point to a deeper transformation in constitutional reasoning. What is changing is not the evidentiary role of climate science, but the location of constitutional justification. Courts increasingly reason from externally defined limits such as carbon budgets, emissions pathways, risk thresholds rather than from internally articulated balances between competing constitutional values.
In this mode of adjudication, constitutional judgment is exercised less through proportionality or reason-giving, and more through the acceptance of epistemic ceilings that pre-structure what outcomes remain legally conceivable. The future enters constitutional law not as a site of contestation, but as a bounded space defined by modelled necessity.
Computational constitutionalism thus raises a question that goes beyond climate litigation: when constitutional limits are increasingly supplied by scientific projections, how can constitutional law preserve its commitment to justification rather than merely administering constraint?
One way forward is to resist treating scientific limits as either self-executing constitutional commands or as reasons for wholesale judicial retreat. Climate models may define the outer bounds of what remains physically possible, but they do not themselves determine who must act, who must justify delay, or how responsibility should be distributed under conditions of uncertainty.
In this sense, the constitutional task of courts may lie less in enforcing optimal pathways and more in structuring responsibility. Rather than converting computational metrics directly into binding outcomes, courts can use them to recalibrate burdens of justification: narrowing margins of appreciation over time, requiring legislatures and powerful private actors to account for inaction, and ensuring that decisions about risk, distribution, and temporality remain politically answerable.
By preserving justification in the face of epistemic constraint, constitutional adjudication can acknowledge the authority of climate science without allowing modelled necessity to replace constitutional reasoning itself.
Suggested citation: Eklavya Vasudev, Computational Constitutionalism and the Climate Judiciary: How Courts Are Rewriting Public Law Through Data, Int’l J. Const. L. Blog, Jan. 2, 2026, at: http://www.iconnectblog.com/computational-constitutionalism-and-the-climate-judiciary-how-courts-are-rewriting-public-law-through-data/
Thank you for this insightful blog post. It is very thought-provoking.
However, I think it is a significant omission that Mr. Vasudev does not mention the Neubauer and Others decision of the Federal German Constitutional Court, in which the Court uses scientific climate data as the primary basis for its decision to amend the Climate Protection Law. As the Court argues, in climate science, the trustworthy data show that inaction and the “generosity” of today’s regulations create an “advanced interference-like effect” on human rights, meaning that legal climate action is not just a political or private actors’ duty. Still, it is a human rights violation, which makes it also a judicial issue.
In a world where legislative organs, fossil fuel companies like Shell, and the capitalist economic system in general, relying on plundering of the Earth’s resources without considering any human or ecological costs, are intermingled, what other institution other than the judiciary could and should intervene to protect our and future generations’ fundamental rights?