How we research and publish
We investigate questions and publish what the findings suggest, not predetermined conclusions. See our approach for voice, process, and findings language.
Mission
Pathways and Outcomes helps families, schools, and policymakers understand which educational and career pathways create opportunity, through independent, evidence-based research and transparent analysis of postsecondary education, workforce training, careers, labor market outcomes, and economic mobility.
Editorial purpose
Year 1 focus: Independent research and data briefs, not sustained news or beat reporting.
Coverage scope: Postsecondary pathways (college, community college, trade school, apprenticeship, certification, and workforce training), plus ROI, debt, earnings, completion, and economic mobility. K-12 is out of scope except where it directly connects to postsecondary pathways.
Geography: Pathways and Outcomes is a national organization. Year 1 research focuses on Utah.
Organizing question: What pathways create opportunity?
Audiences
FAMILIES
Clear evidence on which pathways create opportunity: by cost, completion, earnings, and debt.
SCHOOLS
Counselor- and adviser-ready briefs; not K-12 news.
POLICYMAKERS
Independent outcome data on programs and policies, not advocacy.
Coverage areas
- Higher education outcomes, affordability, and ROI
- Community colleges and technical colleges
- Apprenticeships, certifications, and workforce training
- Student debt and financial aid
- Career and labor market outcomes
- Economic mobility
- Postsecondary policy where it affects pathway outcomes
- Original analysis using USHE, Transparent Utah, UAIR, College Scorecard, and federal datasets
Evidence standards
Whenever possible, our work relies on government and public datasets, public records, academic research, and original analysis with published methodology.
Claims should be supported by evidence. Where evidence is limited, we say so. We do not rely on assumptions, ideology, anecdotes alone, or advocacy positions.
Research methodology
We strive to publish sufficient information for readers to understand our analytical approach. Methodology should be available whenever practical, especially for data briefs and major outcomes reports.
DATA SOURCES
We identify every dataset used, including version, coverage period, and known limitations.
ANALYTICAL METHODS
We describe calculations, aggregations, and comparisons, including how we handle missing data and outliers.
DEFINITIONS & ASSUMPTIONS
We define key terms (e.g., completion, net price, median earnings) and state assumptions that affect interpretation.
LIMITATIONS
We acknowledge what the data cannot tell us and where uncertainty remains despite our best efforts.
Full methodology standards: Methodology page.
AI-assisted writing (launch phase)
Pathways and Outcomes is a founding team, not yet a staffed newsroom. To publish our Year 1 Utah research library, we use AI tools to help draft written content from verified public data and analysis. A human editor reviews, edits, and approves every publication before it goes live.
This workflow is temporary. Our goal is to hire writers and journalists who will lead authorship as funding allows. AI does not determine what we investigate, what we publish, or what conclusions we reach. It assists production; humans set editorial standards and sign off on accuracy.
We disclose this practice openly on our About page and in our Code of Ethics so sponsors, donors, and readers know how our work is produced today.
Editorial independence
Research and publication decisions are made by our editorial team. Donors, sponsors, advertisers, institutions, and government entities do not determine what we investigate, what we publish, or what conclusions we reach. See our Code of Ethics and Funding transparency policy.
Corrections
When factual errors occur, we correct them promptly and note significant corrections transparently. Accuracy is more important than speed. Report errors to corrections@pathwaysandoutcomes.org.
Opinion and advocacy
We are not an advocacy organization. We do not endorse political candidates, parties, or ballot initiatives. Analysis may examine policy consequences; our role is to inform, not persuade.
Data visualizations
Charts, rankings, maps, and visualizations must accurately represent data, avoid misleading scales, clearly identify sources, and explain methodology where appropriate.
Distribution and republishing
Original research may be republished under terms we specify. Media partners and schools may republish data briefs with attribution. Contact mediarights@pathwaysandoutcomes.org. See Republishing Policy.
We follow the data wherever it leads.