Education-to-Workforce (E-W) Indicator Framework

The dedicated public site for the Education-to-Workforce Indicator Framework, a 99-indicator framework developed by Mathematica and published in August 2022. The framework is curated, prescriptive, and equity-centered: it argues for a specific set of indicators that state agencies, districts, and funders should use to track learner progress from early education through career.

Mission

"The E-W Framework offers guidance for using data to promote equitable outcomes and economic security for all."

The framing is explicitly normative — guidance, not just description. That distinguishes it from EdInstruments, which catalogs without scoring.

Authorship and funding

  • Developed by: Mathematica.
  • Funded in part by: the Bill & Melinda Gates Foundation. (Foundations have appeared in this KB before — Gates was named in the MMI brief's participant roster.)
  • Input from: "leading experts from over 20 national and community organizations." The site does not enumerate them on the landing page.

Structure: 20 essential questions + 99 indicators

The framework is organized around 20 essential questions about how students progress from early education through career, with 99 indicators that answer those questions. The site does not list all 20 questions on the landing page.

Indicators are categorized into two tiers:

  • Student outcomes and milestones — key moments and outcomes along the education-to-workforce continuum strongly associated with achieving economic mobility and security.
  • System conditions — institutional or systemic environments, policies, and practices within education-to-workforce systems that support positive outcomes.

This "outcomes vs conditions" split is structurally significant. It maps onto the MMI brief's distinction between individual-level measures (outcomes) and system-level measures (conditions) — but along a temporal axis (preK → career) rather than a nested-level axis (individual → ecosystem).

Equity center

The framework includes a "Data Equity Principles" component aimed at "centering equity throughout the data life cycle to encourage more ethical and effective data use." This is methodological framing — not just what to measure, but how to collect and use the data in ways that don't replicate inequities.

Coverage

The framework spans early education through career. Intended users:

  • Policymakers
  • Educators
  • Families
  • State agencies
  • Districts
  • Researchers
  • The general public

Both a downloadable PDF (the full report, ~8.7 MB) and an interactive website are available; the site notes online updates.

Relationship to the MMI brief

The MMI brief names the E-W Framework specifically — "Mathematica offers 99 recommended indicators for tracking learner outcomes from early education through career" — and slots it in the "cataloging and curating existing measures" tier alongside EdInstruments. The framing in the brief slightly undersells the framework: E-W isn't just cataloging; it's recommending. It crosses into territory the brief reserves for R&D area #1 (shared infrastructure / knowledge commons) by virtue of being prescriptive.

The E-W Framework also speaks to the brief's level imbalance finding. Of its 99 indicators, the "system conditions" tier addresses something close to what the brief calls Unit, Network, and Ecosystem measurement — a partial answer to the brief's central complaint that the field is over-concentrated at the Individual level.

Crosswalk to the five-level framework

The two frameworks slice the same problem on different axes:

  • MMI five-level: nested system levels (Individual → Relationships → Unit → Networks → Ecosystem). Spatial / structural.
  • E-W Framework: stages along the education-to-workforce continuum (preK → K–12 → postsecondary → workforce). Temporal / sequential.

They're complementary rather than competing. A future analysis page could map the 99 E-W indicators into the MMI five levels; my expectation is that most of the E-W indicators slot into Individual or Ecosystem, with sparser coverage at the Unit and Network levels — consistent with the MMI brief's level-imbalance finding.

Follow-ups

  • Fetch the 20 essential questions directly — the site indicates they exist but doesn't list them on the landing page.
  • Examine a sample of the 99 indicators to see what specific constructs are recommended at the system conditions level. This is the highest-leverage section for engaging with the MMI brief's level-imbalance claim.
  • Identify the 20+ "national and community organizations" Mathematica consulted — those are candidate entity pages.
  • Track uptake — which state agencies, districts, or funders have actually adopted the framework. Adoption evidence would substantiate or contest the MMI brief's "tools exist but aren't used" framing.
  • Check whether the framework has been updated since 2022 (the site notes online updates).