Personal profile

Overview

  • PhD, University of Manchester
  • Special Research Student, University of Tokyo

PhD Thesis: "Integrating Machine Learning into Structural Equation Models: Methods and Applications"

Biography

I got my BSc in Psychology. I worked with NGOs in research and other industry institutions for two years, before getting an MSc at The University of Manchester in 2023–2024. I am now a PhD student at The University of Manchester. 

I am currently also a Special Research Student at The University of Tokyo in Japan.

Research interests

Building on a background in psychology with an early interest in applied psychology, my academic trajectory has increasingly focused on two complementary domains. First, the development of advanced statistical methods, with an emphasis on computational approaches such as machine learning, and artificial intelligence in a broader sense, for enhancing statistical modeling. Second, the application of these methods to neuroscientific, psychological, and medical research contexts.

Methodological knowledge

  • Computational methods
  • Supervised & Unsupervised Machine Learning
  • Simulation-based methods
  • R software
  • Python
  • Structural equation modeling
  • Multivariate statistics
  • Nonlinear modeling
  • Bayesian statistics
  • Causal inference methods
  • Neuropsychological testing
  • Psychometric methods

Methods I plan to learn and improve on:

  • Deep Learning
  • Neural Networks
  • Neuroimaging analysis
  • Network analysis

Teaching

I have been a Teaching Assistant at The University of Manchester for the following modules:

For BSc Psychology:

For MSc Data Analytics and Social Statistics:

  • Introduction to Statistical Modelling
  • Data Cleaning and Visualisation using R
  • Multilevel and Longitudinal Analysis
  • Demographic Forecasting
  • Structural Equation Modelling

For MSc Social Research Methods and Statistics:

  • Strcutrual Equation and Latent Variable Modeling
  • Theory & Method in Demography

Supervision information

My supervisors are Todd Hartman, Alex Kafkas, and Mark Shevlin.

My collaborations

I am collaborating with several researchers on different works, inlcuding: Richard Bentall, Satoshi Usami, Naoya Todo

Memberships of committees and professional bodies

Education/Academic qualification

Master in Science, Social Statistics, The University of Manchester

Award Date: 1 Dec 2024

Bachelor of Science in Psychology

Award Date: 21 Jul 2021

External positions

Special Research Student, University of Tokyo

1 Jun 2025 → …

Research Beacons, Institutes and Platforms

  • Cathie Marsh Institute

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