Who’s Grading the Homework? Why Independent Rigor Is the Secret to Outcomes-Based Success
Outcomes-based contracting has obvious appeal in K–12. In many ways, it feels like the accountability model district leaders have been waiting for. Instead of paying for promises, implementation milestones, or a polished pitch deck, the district pays for outcomes. That instinct is sound. In a climate shaped by budget pressure, board scrutiny, and rising expectations […]
Why Statistical Models Are the Secret to Your “Bulletproof” District Budget
If you are leading a district today, the problem is rarely a lack of data. In many cases, it is the opposite. Dashboards tracking attendance, assessment scores, and intervention usage. Spreadsheets. Vendor reports. Internal updates. On paper, it looks like everything you need to make strong decisions is already there. And yet, when you sit […]
What Is an Effect Size and Why Does It Matter?
A nonprofit leader presents results from a recent program. An EdTech team shares early findings from a district pilot. A school system reviews whether to renew a contract. In each case, the update sounds promising: “We saw a statistically significant impact on student outcomes.” Then someone asks the question that determines what happens next: “Is […]
Collaborating With Evaluators: What to Expect for K-12 Programs
An edtech company may need stronger proof that its product improves student outcomes. A nonprofit leader may need credible evidence ahead of a grant renewal. In each of these situations, hiring an external evaluator can be a smart next step. But what happens after that decision often determines whether the process produces a dusty PDF […]
When to Bring in an External Evaluator for K-12 Programs
A school district is reviewing whether to renew an edtech contract. A nonprofit organization is preparing a major grant application. A product team at an educational technology company wants credible evidence that its product improves student outcomes. In each of these situations, the same question eventually emerges: How do we know this actually works? Organizations […]
What Is a “Statistically Significant” Result (and What It Isn’t)
A district launches a math tutoring program for struggling 3rd graders. An edtech company wants to show that its literacy platform improves reading performance. A nonprofit needs evidence that its intervention is helping students succeed. School districts, edtech companies, and nonprofits working with youth increasingly rely on educational program evaluation to determine whether programs actually […]
The “Academic” Trap: Why Journal-Style Evaluation Is Useless for District Budget Meetings
It’s May. Contracts renew in six weeks. The board wants documentation before approving next year’s spend. District leaders make million-dollar decisions about curriculum, intervention programs, and digital tools on compressed timelines. These choices shape student achievement and staffing long after the vote is taken. Yet most education program evaluation evidence was never designed for this […]
The Value of Baseline Data: Setting Up for Success
You launch a new program. Teachers are trained. Students log in. Implementation looks strong. Six months later, outcomes are pretty good. Most students are above the benchmark. It feels like success. Then someone asks, “What were students’ starting points?” That question is where rigorous education program evaluation begins. Baseline data is the foundation that determines […]
Understanding Control Groups in Education: What You Need to Know
You review the report and feel cautiously optimistic. Scores are up. Attendance looks better. Behavioral incidents are trending down. By every surface-level indicator, the program seems to be working. Then someone asks an important, unavoidable question: “How do we know this wouldn’t have happened anyway?” That question is why control groups exist. And it’s why […]
Beyond the Glow: 3 Reasons to Question Vendor-Provided Impact Reports
By the time renewal season rolls around, the decision is rarely a clean academic question. It’s a district leader staring at competing realities and trying to make a choice that will hold up under scrutiny. On one screen, there’s a vendor slide deck. Crisp design. Strong headlines. Clean charts that climb politely upward. A testimonial […]