About
Hi, I'm Ali.
I'm a Data and Behavioral Scientist working at the CEB Secretariat, UN Common System. An economist with a data science and software developer skill set, I build statistical models for analysis and prediction, develop data pipelines, software, and dashboards, create machine-learning and LLM-supported tools, and design causal inference strategies and experiments to understand human behavior and inform policy.
I have an academic background. I hold a PhD in Economics and Management from the University of Trento, Italy. After my doctorate, I worked as a researcher and lab manager at institutions including the Max Planck Institute for Research on Collective Goods (now Max Planck Institute for Behavioral Economics), the University of Bologna, and the Institute for Advanced Study in Toulouse. (See Experience section for details.)
Along the way, I have been fortunate to work with researchers across many disciplines: economists, psychologists, anthropologists, biologists, computer scientists, and mathematicians. Together with my co-authors, I have published a variety of work on cooperation, reciprocity, group decision-making, social learning, cultural evolution in impactful field-specific and interdisciplinary journals. (See Research section to read the papers.)
I am an experimentalist by training (and at heart), but my work draws on methods from several fields, including microeconomics, applied economics, causal inference, game theory, evolutionary biology, agent-based modeling, and social choice theory.
Behavioral Economics
Software
Engineering
Data Science & AI
Experimentation &
Causal Inference
Research
Peer-reviewed papers
The emergence and cultural persistence of ineffective solutions
with Manvir Singh, Antoine Jacquet, Haneul Jang, Maxime Derex
Conditionally accepted by Nature Communications
The roles of cultural transmission and causal reasoning in the cultural evolution of technology
with Paula Ibáñez De Aldecoa and Maxime Derex
PNAS Nexus (2026)
From Open to Closed Societies: Inequality, Migration, and Women Rights
with Marco Casari and Maurizio Lisciandra
Journal of Development Economics (2026)
Reciprocity evolves more readily in competitive than cooperative socio-ecologies
with Angelo Romano and Carsten K. W. De Dreu
Proceedings of the Royal Society B: Biological Sciences (2025)
Multi-lab collaboration
Competition and moral behavior: A meta-analysis of forty-five crowd-sourced experimental designs
with C. Huber, A. Dreber, J. Huber, M. Johannesson, M. Kirchler, U. Weitzel, ..., F. Holzmeister
PNAS (2023)
Review paper
Direct and indirect reciprocity among individuals and groups
with Angelo Romano and Junhui Wu
Current Opinion in Psychology (2022)
The stability of conditional cooperation: beliefs alone cannot explain the decline of cooperation in social dilemmas
with Luciano Andreozzi and Matteo Ploner
Scientific Reports (2020)
Software paper
zBrac—A multilanguage tool for z-Tree
with Anna Marie Schröter
Journal of Behavioral and Experimental Finance (2019)
Work in Progress
Generating representative preferences: An algorithm to enumerate root profiles
with Fatma Aslan, Sebastian Kanunzinger and Jochen Staudacher
Wisdom of crowds under social influence: a comparison of voting rules
with Annika Hennes
Reciprocity in Dictator Games: An Experimental Study
with Luciano Andreozzi and Marco Faillo
CEEL Working Papers (2021)
Experience & Education

CEB Secretariat, United Nations Common System
Data and Behavioral Scientist
2024 – Present
Geneva, Switzerland

Institute for Advanced Study in Toulouse
Postdoctoral Researcher
2022 – 2024
Toulouse, France

University of Bologna
Postdoctoral Researcher
2021 – 2022
Bologna, Italy

Max Planck Institute for Research on Collective Goods
Lab Manager
2018 – 2021
Bonn, Germany

University of Trento
PhD in Economics and Management
2014 – 2019
Trento, Italy

Istanbul Bilgi University
M.Sc. in Economics & Lab Manager
2010 – 2014
Istanbul, Türkiye

Istanbul University
BA in Economics
2006 – 2010
Istanbul, Türkiye
Teaching
| Course / Material | Institution | Year | Location |
|---|---|---|---|
| Introduction to Python & Experiments with oTree | International Max Planck Research Schools (IMPRS) Summer School | 2023 | Immenstaad, Germany |
| Games and Agents: Agent-Based Modeling | Leiden University, Conflict and Cooperation Laboratory | 2022 | Leiden, Netherlands |
| Programming Experiments with oTree | University of Erfurt | 2021 | Germany (Online) |
| R Programming for Mathematics | University of Trento, Department of Economics and Management | 2021 | Trento, Italy |
| Version Control with Git (Turkish) | Ulusal Araştırma Verileri Sempozyumu | 2021 | Turkey (Online) |
| Programming Experiments with oTree | Max Planck Institute for Research on Collective Goods | 2020 | Bonn, Germany |
| Introduction to ggplot2 | Judgement and Decision Making (JDMx) Workshop | 2019 | Trento, Italy |
| z-Tree Programming | Max Planck Institute for Research on Collective Goods | 2018 | Bonn, Germany |
| Game Theory (T.A.) | Trento University | 2017 | Trento, Italy |
| z-Tree Programming (with Matteo Ploner) | Ca' Foscari University | 2017 | Venice, Italy |
| Game Theory (T.A.) | Istanbul Bilgi University | 2013 | Istanbul, Turkey |
| Advanced Microeconomics (T.A.) | Istanbul Bilgi University | 2012–2013 | Istanbul, Turkey |
| Intermediate Microeconomics (T.A.) | Istanbul Bilgi University | 2012–2013 | Istanbul, Turkey |
| z-Tree Programming | Istanbul Bilgi University | 2012, 2014, 2016 | Istanbul, Turkey |
Skills & Tools
Languages and software I work with across research and engineering.
Languages+2 moreShow less
R
Python
JavaScript / TypeScript
Stats, Maths, & Data+9 moreShow less
tidyverse / ggplot2
pandas / NumPy
Stata
Machine Learning & AI+5 moreShow less
PyTorch
scikit-learn
Experiments & Surveys+3 moreShow less oTree
Qualtrics
Web & APIs+5 moreShow less
HTML & CSS
FastAPI
Databases+3 moreShow less
PostgreSQL
DuckDB
Tooling & Infrastructure+10 moreShow less AWS Azure HPC / SLURM
Contact
For requests, comments, collaboration proposals, or questions, feel free to reach out.






