Insights
How Vivaran thinks about evidence, assessment, and building a longitudinal record that actually compounds.
A New Era of Student Assessment
For decades, education has relied on snapshot metrics. It's time for a continuous record that compounds daily evidence into lasting insight.
More writing
Bar charts perform certainty. Radar charts demand honesty. The difference is the question you're actually trying to answer.
Most edtech captures data. Almost none of it compounds. The difference is the loop — and why it matters for every child's record.
How continuous tracking identified a critical intervention window that quarterly reviews completely missed.