Syed Atef Alvi
Data Analyst & Data Systems Builder
Data Engineering · Analytics Strategy · Applied AI
Dream Team
Maria Khan
HR & People Analytics Contributor
- Analytics Strategy
- People & HR
People data should help leaders understand people better, not reduce them to numbers.
Maria brings an HR lens to Data Dreamer, focusing on how people data can support better hiring, retention, engagement, and workforce decisions without losing the human context.
Featured work
The part of termination nobody sees
Termination is one of the hardest parts of HR work. This post looks at preparation, process, dignity, risk, and the human side of ending employment.
Maternity and parental leave in Ontario: the simple 2026 guide
A practical 2026 guide for Ontario parents explaining job-protected leave, EI maternity and parental benefits, payment limits, employer top-ups, timelines, and common mistakes to avoid.
More of the team