Article G14.1
The interview technology gap in 2026
The ATS layer matured. The interview layer didn’t.
Blog
› Series
Industry Context and Interview Research
Research and benchmarking on how Australian Government interviews are conducted, what candidates experience, and how Nguma\'s approach compares to industry practice.
5 articles in this series
Article G14.2
Three pressures forcing Government recruitment tech change
Merit review. AI policy. Candidate market. All at once.
Article G15.1
Structured interviews double predictive validity
0.51. Versus 0.28. That’s the difference process makes.
Article G15.2
Four ways bias enters every interview
Affinity. Halo. Contrast. Confirmation. All of them, every round.
Article G15.3
Why scoring before discussion matters
The first person to speak anchors the whole panel.