In this blog, we examine how the “perturbation effect” can vary depending on the metrics used to define it, and why these differences matter. While these metrics may appear interchangeable, they often capture fundamentally different aspects of the underlying biology. As Perturb-seq datasets continue to grow exponentially, understanding how perturbation effects are measured becomes critical for reliable downstream analysis. When suppression is not an on-off switch In 2025, Nadig and colleagues

The most effective technology organizations today are no longer defined by a single geography. They are defined by how intelligently tech companies combine them. In 2026, global tech leadership is about assembling complementary capability — not concentrating everything in one market. That’s where Vietnam, Thailand, and mature tech hubs across the UK, US, and Europe align around real customer needs. US, UK, and Europe: Leadership, and Domain Depth Established tech markets across the US, the UK,

Sieu Huynh is a talented data engineer in her early twenties at DataXight who is making an impact on global projects through her strong technical abilities and communication. In this interview, Sieu will uncover how she began data engineering, her advice for fellow Vietnamese engineers, and how DataXight has been a great place for her to build her career. HOW DID YOU GET INTO DATA ENGINEERING? Initially I didn’t plan to go in that direction. During my college studies I started working as a Bu