PhD Candidate · Development & Environmental Economics

I examine how climate finance is allocated, and what it changes on the ground.

Development economist at CERDI (CNRS · UCA · IRD). I use geocoded data, machine learning, and causal inference to follow climate and development finance from commitment to local impact.

CERDI · Clermont-Ferrand → Visiting CEU Vienna · 2026
Pierre Beaucoral
45.78°N, 3.08°E - Clermont-Ferrand, FR
01 · Research

What I work on

Four threads, one question: does development and climate finance reach the places and outcomes it promises?

01

Climate & adaptation finance

Tracking the volume, targeting, and gaps in "climate money" - from international commitments to who actually receives it.

02

Geocoded & spatial data

Mapping development aid to the subnational places it lands, so impact can be measured where it actually happens.

03

Causal inference

Difference-in-differences, event studies, and double machine learning to estimate the real effects of climate policy.

04

ML & NLP for economics

Using text-as-data and machine learning to classify and extract signal from large policy and project corpora.

02 · Selected work

Publications & working papers

All publications →
2026
Work in progress

Maladaptation by Displacement: Spatial Spillovers of Adaptation Finance in Sub-Saharan Africa

P. Beaucoral, Florian Weiler

Ongoing work with Florian Weiler (Central European University) on the spatial dimension of adaptation finance in Sub-Saharan Africa: how geocoded adaptation projects relate to outcomes in the areas around them. The project combines …

2026
Journal article

Cracking the code: enhancing development finance understanding with artificial intelligence

P. Beaucoral · In International Journal of Data Science and Analytics

2026
Work in progress

Scaling down climate adaptation finance justice: how cosmopolitan allocation ideals withstand sovereign realities at the subnational level

P. Beaucoral, Paul Vernus

Joint work with Paul Vernus on how the justice ideals embedded in global climate governance play out when adaptation finance is allocated within countries. Using geocoded adaptation finance across tens of thousands of subnational units …

2025
Work in progress

Development Goals, Emissions Costs? Climate and Development Finance vis-à-vis Local CO₂ Emissions

The global challenge of climate change is increasingly a place-based development challenge: investments that raise living standards also shape long-run emissions through energy systems, infrastructure, and urban form. This paper uses …

2025
Work in progress

No plan, No Aid? The effects of National Adaptation Plan implementation on received Adaptation Aid

P. Beaucoral, Michaël Goujon, Sébastien Marchand

“No Plan, No Aid?” examines whether implementing a National Adaptation Plan (NAP) increases a country’s climate adaptation finance. Through a novel theoretical model and a robust Double Machine Learning (DML) approach, the authors find that …

04 · About

Hi there.

I’m a development economist in training at CERDI. I spend most of my time debugging my R and Python codes trying to understand where "climate money" goes, what it is for, what it changes locally, and how data and ML can help answer these questions.

From March to May 2026 I'm a visiting PhD researcher at Central European University in Vienna, hosted by Prof. Florian Weiler in the Department of Public Policy.

Experience
OCT 2023 - PRESENT
PhD Researcher
CERDI · CNRS · UCA · IRD - Clermont-Ferrand
MAR - MAY 2026
Visiting PhD Researcher
Central European University - Vienna
OCT 2022 - SEP 2023
Research Assistant
FERDI - Clermont-Ferrand
Education
PhD Candidate in Development Economics
Clermont Auvergne University
2023
Master degree in development economics, with honours
Clermont Auvergne University
2021
Bachelor degree in development economics, with honours
Clermont Auvergne University
2018
05 · Contact

Let's talk research, teaching, or a collaboration.

The best way to reach me is by email. I'm always glad to hear from co-authors, students, and others.

Email
Office
CERDI · Floor 4
26 Avenue Léon Blum
63000 Clermont-Ferrand, France