PhD Candidate · Industrial/Organizational Psychology · CUHK

Ryan Yizhe Guo

I study how organizations build AI capability through their people — what workers need to know about AI, what it does to who they are at work, and which kinds of upskilling actually help.

01About

I’m a PhD candidate in Industrial/Organizational Psychology at The Chinese University of Hong Kong, advised by Prof. Winton Au, finishing in 2027.

My dissertation asks a counter-intuitive question: can knowing more about AI make workers feel worse? I argue that AI literacy is a form of identity work. Technical training alone can sharpen the sense that one’s skills are being devalued; identity-centric upskilling can turn that threat into adaptation. I am testing this with a new measure, the Identity-Centric AI Literacy Scale (I-CAILS), and a randomized controlled trial.

Before and during the PhD I spent about three years building and validating psychometric instruments for banks and government, and redesigning a Hong Kong Government disciplined service’s selection system. In 2026 I was a Summer Associate at Bain & Company, working on digital and AI operating models and private equity due diligence. That mix — measurement science, field data and how decisions get made inside firms — shapes the questions I ask.

  • Based inHong Kong
  • LanguagesEnglish · Mandarin · Cantonese
  • MethodsSEM · factor analysis · scale validation · RCTs
02Research

AI × identity

AI literacy as identity work

Why learning more about AI can heighten workers’ identity threat — and what makes the difference between threat and adaptation.

Interventions

Upskilling that works

Causal tests of identity-centric AI training against technical-only training, and how organizations build AI capability through people.

Careers

Values and vocational choice

How universal and work-specific values shape vocational identity, career commitment and satisfaction with one’s path.

Measurement

Psychometrics and assessment

Scale development, personnel selection and the assessment of leadership and management-team capability.

03Work

Conference presentations

  1. Guo, Y., & Au, W. (2025). “Can knowing more hurt?” How AI literacy shapes identity and vocational calling. In Navigating uncertainty: Psychological and organizational insights on AI and digitalization [Symposium; organizer: Y. Guo]. Academy of Management Annual Meeting, Copenhagen.

    AOM Proceedings ↗

Manuscripts in preparation

  1. Guo, Y., & Au, W. Digital transformation and identity construction: Integrating AI literacy into the broader narrative of worker identity and a call for identity-centric upskilling.

  2. Guo, Y., & Au, W. Development and validation of the Identity-Centric AI Literacy Scale (I-CAILS).

  3. Guo, Y., & Au, W. Talent due diligence for private equity and venture capital: Assessing management-team capability with psychometric principles.

  4. Guo, Y., Au, W., Ho, C. S. J., & Tai, C. L. A. Beyond broad values: Evaluating incremental validity of work-specific values in predicting career commitment.

  5. Guo, Y., Au, W., Ho, C. S. J., & Tai, C. L. A. Universal values as predictors of career identity indicators and academic major satisfaction in Hong Kong tertiary students.

04Experience

2026

Bain & Company · Summer Associate

Designed the digital and AI operating model for a pan-Asian retailer’s 200+ product and engineering roles, including an AI-first engineering organization; built the market model validating a 3x growth thesis in a private equity due diligence.

2022 – 2025

CAL Talent Solutions · Consultant

Co-developed and validated a proprietary, culturally grounded assessment suite for Chinese organizations; drafted technical manuals submitted to the British Psychological Society for test review; built predictive talent models for banks and government.

2023 – 2024

CUHK Assessment & Training Centre · Consultant

Led the redesign of a Hong Kong Government disciplined service’s selection system (hiring cycle −33%, new-hire fit +20%); designed an ROI evaluation framework for a leadership programme spanning 2,000+ managers.

2020 – 2022

REALife Lab, CUHK · Research Assistant

Worked with Prof. Skyler Hawk on a multi-year longitudinal study of helicopter parenting, managing two panel datasets and building the data pipelines behind them.

05Teaching

Teaching Assistant and Statistical Consultant, Department of Psychology, CUHK.

  • Psychology of Design (Engineering Psychology)
  • Applied Psychology in Business
  • Practicum in I/O Psychology
  • Introduction to Psychology
  • Social Psychology
06Contact

Let’s talk about AI, people and work.