Work With Opportunity Data

Independent analysis for Workforce Pell decisions.

Opportunity Data helps states, systems, institutions, associations, and funders translate Workforce Pell policy into program-level decisions. Our work combines public data, policy analysis, crosswalk review, program inventories, and labor-market evidence.

Engagements typically begin at $12,500.

Open infrastructure. Paid application.

Opportunity Data publishes open trackers, methods, and selected state analyses that help the field understand implementation. We provide paid support when organizations need institution-specific analysis, state implementation reviews, custom data, crosswalk audits, sponsored research, or decision briefings.

Our public work remains editorially independent. Sponsors and clients may support analysis, request factual review, and define operational questions, but they do not determine findings or conclusions.

Ways to work with us

Four engagement types, each built on the same public-data foundations as our open Workforce Pell research: policy mapping, program eligibility analysis, CIP-SOC crosswalk review, and program-level outcome evidence.

Workforce Pell State Implementation Review

A structured assessment of how a state's Workforce Pell policy connects federal requirements, eligible occupations, program offerings, crosswalks, and available outcome evidence.

Deliverables
  • Federal-to-state policy mapping
  • Occupation-selection review and CIP-SOC crosswalk audit
  • Existing-program capacity analysis
  • Identification of exclusions, gaps, and ambiguous mappings
  • Leadership memo, technical appendix, and executive briefing
Audience

State agencies, governor's offices, higher education systems, workforce agencies, and implementation partners.

Engagements typically begin at $12,500.

Discuss this engagement →

Institutional Program Portfolio Review

A program-level review of which existing certificates may qualify, where evidence is incomplete, and where program coding, duration, outcomes, or occupation mapping may create implementation risk.

Deliverables
  • Inventory of potentially eligible programs
  • CIP and credential-level review
  • Occupation-mapping assessment
  • Completion, placement, and earnings evidence review
  • Prioritized action memo flagging missing or inconsistent information
Audience

Community colleges, technical colleges, college systems, and institutional research teams.

Single-institution reviews typically begin at $7,500. System-level work is scoped separately.

Discuss this engagement →

Sponsored State and Cross-State Research

Independent public analysis funded by foundations, associations, intermediaries, or public agencies.

Deliverables
  • One-state or multi-state implementation analyses
  • Standardized comparative framework
  • Open technical appendices and public-facing findings
  • Sponsor briefing
  • Limited factual review before publication
Audience

Foundations, associations, national intermediaries, policy organizations, and public agencies.

Multi-state engagements are scoped according to the number of states, data requirements, and publication schedule.

Discuss this engagement →

Executive Briefings and Custom Decision Support

Focused analysis for leadership teams that need a clear interpretation of Workforce Pell policy, implementation choices, or program-level evidence.

Deliverables
  • Customized briefing and presentation materials
  • Facilitated discussion
  • Concise follow-up memo
  • Optional custom data analysis
Audience

Boards, executive teams, state leaders, trustees, associations, and funders.

Briefings typically begin at $3,500.

Discuss this engagement →
Flagship Engagement

Workforce Pell State Implementation Review

The law names occupations, but funding reaches programs. A state implementation review tests whether the policy framework, crosswalk, existing program supply, and accountability evidence align in practice.

Rapid Review

Starting at$12,500
  • Review of published policy and public artifacts
  • Federal-to-state mapping
  • High-level program and crosswalk assessment
  • Concise findings memo
  • One executive briefing
Best forStates or organizations needing a fast external assessment of an existing framework.

Implementation Partnership

Starting at$35,000
  • Full state review
  • Stakeholder meetings
  • Institution or system follow-up
  • Revision support and defined implementation assistance
  • Additional briefings
  • Scheduled update period
Best forStates, systems, or intermediaries requiring ongoing analytical support.

Final pricing depends on the number of institutions, data availability, required meetings, publication status, and delivery schedule.

In Development

From eligible occupations to programs students can actually find.

Opportunity Data is developing a student-facing Workforce Pell Program Finder that would show which programs are available, where they are offered, how long they take, what they cost, and which occupations they lead to.

We are seeking a state, foundation, system, or national partner to fund the first program-level deployment.

Discuss sponsoring the Program Finder

Why Opportunity Data

Program-level analysis

We distinguish occupation eligibility from the actual programs, credentials, and institutional capacity through which students receive aid.

Public and reproducible methods

Our work is grounded in public data, documented assumptions, transparent methods, and reusable analytical structures.

Policy and institutional experience

The work combines statistical analysis with direct experience in state government, institutional research, program review, and higher education decision processes.

Independent interpretation

Opportunity Data is not tied to a vendor, membership organization, or predetermined implementation model.

Existing work

Paid engagements apply the same frameworks, crosswalks, and data infrastructure that run our open Workforce Pell research.

State Workforce Pell Readiness Tracker

Tracks published state implementation frameworks, occupation lists, program policies, and supporting artifacts.

Workforce Pell Comparison

Compares how states translate federal Workforce Pell requirements into implementation choices.

Alabama Applied Analysis

Maps Workforce Pell requirements to the state instruments Alabama had already built.

Programs, Not Occupations

Explains why program supply and eligibility, not occupation lists alone, determine student access.

Value-Added Test

Translates the federal earnings requirement into a program-level accountability framework.

AI Exposure Index

Demonstrates Opportunity Data's broader capacity to build transparent, reusable measurement infrastructure.

Opportunity Data's Workforce Pell work has been cited by NPR and shared across the community-college and state-policy field.

How an engagement begins

Initial inquiry

Tell us the decision, jurisdiction, program portfolio, or implementation problem you need to address.

Scoping conversation

We define the users, deliverables, available data, decision deadline, publication status, and procurement requirements.

Written scope of work

Opportunity Data provides a proposed scope, timeline, deliverables, responsibilities, and fee.

Analysis and delivery

Work begins after the agreement is executed and the initial payment or purchase order is received.

Substantial custom analysis does not begin before a written scope is approved.

Request a scope of work

Use this form to describe the decision or implementation problem. Opportunity Data will respond to qualified inquiries using the business email already associated with the site.

Thank you. Your inquiry has been received. Opportunity Data will review the request and respond if the proposed work is a fit.

Opportunity Data provides independent research and analytical services. Its work does not constitute legal advice or an official determination of federal or state program eligibility.

Turn public evidence into a decision-ready analysis.

Opportunity Data works with organizations that need a clearer view of policy design, program eligibility, institutional capacity, and student access.