Performance analysis an authorizer
can defend.
The client is a university charter school authorizer overseeing a large portfolio of public charter schools. We built the growth and achievement analysis its accountability work depends on, from the assessment platforms its schools already use and from public statewide data, in a form a board, a field team, and a school leader can all read, and the authorizer's staff keep it current.
The situation
An authorizer's job is to make defensible judgments about school performance. Those judgments rest on growth and achievement data that arrives from several places in several shapes: exports from the assessment platforms the schools use, and the public files the state publishes on achievement, enrollment, and accountability. Each source has its own identifiers, its own cut points, and its own calendar, and all of it has to be reconciled before anyone can ask a question of it.
The authorizer had the data and the expertise. What it did not have was the capacity to turn a question from a board member or a field team into an answer the same week, every week, without pulling a senior analyst off everything else.
The analysis
We built the growth and achievement analysis the authorizer now uses across its portfolio: growth measures that hold up under scrutiny, achievement comparisons by school, subgroup, and cohort, and reporting that puts both in front of a board and a school leader without translation. Every finding traces back to its source, because performance findings get challenged, and the answer to "where did this number come from" has to be immediate.
The sources are the ones most authorizers already have and rarely combine well. The work is in reconciling them to one set of definitions, so the same question gets the same answer regardless of who asks it.
Keeping it current
Once the analysis was in place, we made it repeatable. New assessment exports and new statewide releases land in one governed set of tables with the same definitions, refreshed as they arrive rather than rebuilt by hand each year. The authorizer's staff run the reporting themselves, and we provide maintenance support as sources and state files change.
What comes next
The authorizer is now looking at AI-assisted analysis on top of this foundation: a small staff answering more questions faster, without weakening the defensibility that authorizing requires. That is the order we recommend to every authorizer and charter network: get the performance analysis right first, then add the parts of AI that pay.
What an authorizer or network can take from this
If your performance analysis depends on files that arrive on different calendars and one person who knows how to reconcile them, the risk is not that you lack data. It is that the capacity to use it lives in one chair. Our AI Readiness Assessment is the three-week way to find out what it would take to change that in your office.