Researcher · Consultant · Educator

Bridging the science of learning with global policy

I run machine learning and psychometric models on large-scale data, then walk into policy rooms and explain what it means. That combination is rarer than it sounds.

Audrey Zhang at UNESCO headquarters in Paris
Audrey Zhang
Based in
London, UK

Audrey (Zhongyao) Zhang

Most organisations have more data on human behaviour than they know what to do with. I'm the person who makes it useful.

I run machine learning and psychometric network models on large-scale data, then I walk into policy rooms and explain what it means. That combination is rarer than it sounds. And in an era where data is exploding in volume and complexity, whether it's human, AI-generated, or simulated, the real bottleneck isn't the data itself. It's finding someone with the analytical depth to make sense of it and the contextual judgement to turn it into action.

My PhD at UCL trained me in psychological network analysis, structural equation modelling, and the careful science of measuring things that are hard to measure: belonging, trust, wellbeing. My work at UNESCO gave me something most quantitative researchers never get: a front-row seat to how evidence does (and doesn't) reach the people making decisions for millions of students.

I've coordinated a 52-country Global Alliance on the science of learning, designed cross-national survey instruments, and published research cited in UNESCO policy papers. I work in R, Python, and across four languages. I'm equally comfortable building a classification model and briefing a government delegation on what it found.

Currently open to consulting and advisory work, particularly where big data meets real-world decisions.

Machine Learning Psychometric Networks Wellbeing Measurement Education Policy Science of Learning AI & Society Survey Harmonisation SEM R & Python Large-Scale Data
Audrey at UNESCO Digital Learning Week
UNESCO Digital Learning Week
Audrey at UNESCO headquarters, Paris
UNESCO Headquarters, Paris
Audrey in London
London

Selected Work

My research explores belongingness, mental health, AI in education, and the science of learning through quantitative and mixed-methods approaches.

Journal Articles & Working Papers

In prep

Mapping Institutional Policies and Pedagogical Frameworks of Artificial Intelligence in Open Universities

Tlili, A., Zhang, A., et al.

Working paper
In prep

When Science of Learning Contradicts Special Education: A Need for More Inclusive Evidence-Based Research

Tlili, A., Zhang, A., De Bruyckere, P., Huang, R., & Guerriero, S. · Educational Psychology Review

Working paper
2025

Evaluating Trust in AI, Human, and Co-produced Feedback Among Undergraduate Students

Zhang, A., Yifei, G., Wannapon, S., Nazaretsky, T., & Cukurova, M. · Submitted to AI & Society

⭐ Cited in UNESCO Teacher Task Force Position Paper: Promoting and protecting teacher agency in the age of AI

Submitted
2024

Interplay of Mental State, Personality, and Popularity Among Peers in Shaping Belongingness of First-Year Students

Zhang, A., Kazazi, F., Tang, K., & Howell, P. · PLOS Mental Health, 1(2), e0000019

⭐ Winner of the Henry Plotkin Prize for the Best Third Year Project, UCL

Published

Chapters & Commissioned Reports

In prep

The Science of Social-Emotional Learning

Zhang, A. · In UNESCO, Science of Learning: Its Promise for Education Transformation

Chapter
2023

Creating Inclusive Student-Staff Partnerships

Zhang, A., Pieniazek, A., & Patrick, M. · UCL Arena Centre of Professional Development

Report
2023

Strategic Communication and Integration Report for Caritas Westminster

Zhang, A., et al. · UCL Consultants

Report

PhD Thesis

2026

From One-Item Survey to Holistic Networks: Understanding Young People's Belongingness and Its Relation to Mental Health

University College London · Advisors: Peter Howell & Dimitrios Tsivrikos · Healthy Minds Study (N=18,299)

Thesis

Experience

A career spanning international education policy, psychological research, and technology — across four languages and counting.

Mar 2026 — Aug 2026

Individual Specialist Consultant

UNESCO · Education Sector, Paris

Supporting school-based trial interventions in Cyprus. Analysing EdTech survey data on alignment with the science of learning. Developing a 9-module OER course for K-12 teachers. Contributing to cross-national psychometric analysis of the Happy Schools Diagnostic Toolkit across the UK, France, Portugal, and Vietnam.

Jun 2025 — Dec 2025

Education Policy Intern

UNESCO · Paris, France

Coordinated the Global Education Coalition across 52 countries. Organised the 2nd Annual Meeting on Science of Learning (45 countries, 219 attendees). Drafted a chapter on social-emotional learning for a UNESCO publication.

2022 — 2026

PhD Researcher, Experimental Psychology

University College London

Thesis on psychological network analysis of belongingness and mental health in university students. Mixed-methods research using SEM, network analysis, and qualitative approaches. Supervised 8 BSc and MSc dissertations. Taught statistics and research methods.

2024

Short Course — Economic Epidemiology

Harvard T.H. Chan School of Public Health

Harvard Fellowship Award recipient.

2021

Global Partnership AI for Youth — Project Manager

Intel · Shanghai, China

Managed AI-focused education programmes bridging technology and pedagogy. Intel Quality Award recipient.

2020

Wellbeing Counsellor

YK Pao School · Shanghai, China

Provided pastoral support and wellbeing counselling at a leading bilingual school.

2019 — 2022

BSc Experimental Psychology (First Class Honours)

University College London

Dean's List. Henry Plotkin Prize for Best Third Year Project.

Honours & Awards

2024 Centre for Population & Development Studies Fellowship, Harvard
2023 Contribution to EDI in Research Award, UCL
2023 Centre for Equality Research in Brain Sciences Fund, UCL
2022 Henry Plotkin Prize for Best Third Year Project, UCL
2021 Intel Quality Award
Download full CV (PDF) ↓

How I Can Help

Currently open to consulting, advisory work, and collaborations in education policy, AI governance, wellbeing measurement, and evidence-informed programme design.

📊

Research & Data Analysis

Survey design, psychometric evaluation, network analysis, SEM, and mixed-methods research — particularly in education, wellbeing, and behavioural science. Cross-national survey harmonisation and instrument validation.

🌍

Education Policy Advisory

Evidence-to-policy translation, science of learning implementation, and strategic guidance for NGOs, governments, and international organisations. Experience working across 52 countries with UNESCO.

🤖

AI & Education Strategy

Navigating the responsible integration of AI in educational settings — from trust and perception research to programme design, stakeholder communication, and governance frameworks.

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Workshops & Speaking

Interactive workshops and talks on wellbeing measurement, the science of learning, and human-AI coexistence for academic, corporate, and policy audiences. Delivered in English, Mandarin, French, or Spanish.

Let's work together

Whether you have a research question, a policy challenge, or a project idea — I'd love to hear from you. Also happy to talk about cats, string theory, or why network analysis is underrated.