Enrollment prediction for public school districts

Enrollment forecasts districts can defend.

District Foresight helps school systems anticipate school-level enrollment shifts before they become staffing, boundary, facility, and budget surprises.

Discuss your forecast See the evidence

10.3%: mean 10-year forecast error, backtested
−25%: error vs. trend extrapolation at 10 years
141,134: projections scored across 499 districts

Built for operational planning

Move beyond straight-line enrollment guesses.

Naive trend extrapolations miss the local forces that matter: cohort survival patterns, housing turnover, new development, attendance boundaries, grade configuration, and mobility by neighborhood. District Foresight turns those signals into forecast scenarios that planning teams can explain in public.

Staffing

Anticipate grade-by-grade changes early enough to shape hiring plans.

Boundaries

Pressure-test attendance zones before crowding becomes urgent.

Facilities

Connect enrollment scenarios to capacity, utilization, and capital timelines.

Budgets

Translate forecast uncertainty into practical operating assumptions.

Measured, not simulated

Backtested against three decades of actuals.

Walk-forward backtest

Line chart: District Foresight forecast error stays well below the trend-extrapolation and same-enrollment baselines at every horizon from 1 to 10 years, reaching 10.3% at ten years versus 13.8% and 13.5%. — **Mean forecast error by horizon** All 499 Pennsylvania districts, projected from every year 1991–2023.

These are real numbers: 141,134 projections made with period-correct data only — no model ever sees the future — scored against what districts actually enrolled. Ten years out, the model's mean error is 10.3%, a quarter less than trend extrapolation; half of all 10-year projections land within 7.9% of the eventual enrollment.

Backtested from every base year, 1991–2023
Beats trend and same-enrollment baselines at every horizon
Measured planning ranges, defensible in board packets
Public data end to end — every figure auditable

Read the methodology & performance report →

Enrollment planning documents and district maps on a conference table

Scenario planning

Forecasts that connect demography to decisions.

District Foresight frames enrollment as a living operating model, not a one-time spreadsheet. Planning teams can compare assumptions, defend changes, and update forecasts when new construction, grade reconfiguration, or boundary changes alter the picture.

Forecast method

Local signals, transparent assumptions, practical outputs.

Cohort movement

Model grade progression and retention patterns by school, grade, and neighborhood.

Housing signals

Incorporate permits, development timing, turnover, and student yield assumptions.

Boundary context

Connect forecasts to attendance areas, school capacity, and policy scenarios.

Backtest discipline

Compare against naive trends and recent actuals before presenting a planning range.

Planning deliverables

Clear enough for public discussion. Detailed enough for operations.

Forecast packages can include executive summaries, school-by-school tables, scenario comparisons, utilization views, and technical appendices that show exactly how the forecast was built.

A clean enrollment forecast dashboard with charts and map-like planning panels

Published evidence

Case studies and reports, with the data to back them.

Every published number traces to public data and a walk-forward backtest. Each study ships as a web page with interactive charts and a detailed PDF.

Aerial view of a Pennsylvania borough with tree-lined streets and a school campus

Case study

Norristown Area School District

A 39-year enrollment record, a mid-2000s building boom, a decade-long hindcast, and the outlook to 2034 — compared against the state's official projection.

Read the case study → PDF

Printed enrollment forecast charts on a desk

Technical report

Methodology & measured performance

How the model works and how it scored: 141,134 walk-forward projections across 499 districts, horizons of one to ten years, against two baselines.

Read the report → PDF

Your district

The same backtest, run on your district

Every engagement starts by hindcasting our model on your district's own history, so you see measured accuracy — not promises — before any projection is delivered.

Start the conversation →

Mike Anchovies and John Anchovies, founders of District Foresight — Mike Anchovies, left, and John Anchovies, right.

Company background

Built by practitioners who care about defensible planning.

District Foresight is organized around a practical belief: enrollment forecasts should be clear enough for public discussion and rigorous enough to support real operating decisions. The company is preparing its first public case studies to show how modeled forecasts compare with simpler trend extrapolations.

As those studies are approved for publication, this section will expand with founder background, district context, and the evidence behind the forecasting approach.

Start with one planning question

Bring a district forecast that needs a second look.

Share the decision you are preparing for, the forecast horizon, and the data you already trust. District Foresight can scope a focused review or a full enrollment projection.