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Where does our data come from?

Written by Jacob Bonne

Steppingblocks compiles data from hundreds of publicly available sources into more than 1 billion career milestones. The result is 150+ million individual profiles, covering more than 90% of the active U.S. workforce, across 25+ million companies and 7,000+ colleges and universities. We add millions of new profiles every year.

We never ask individuals to submit their own information, and we don't need any alumni data from you. Here is how the data is built.

1. Acquisition

We collect data from hundreds of publicly available online sources, including:

  • Resumes posted online

  • Job and skills data from public social media profiles

  • Company bios, directories and contact information

  • Public employment and federal databases

  • Skills and certifications data

  • Labor market and job postings data

2. Processing

The raw data adds up to more than 1 billion career milestones. Before any of it reaches you, it goes through validation and machine learning:

  • Deduplication, profile merging and version control

  • Accuracy testing, human audits and certification

  • Machine learning for quality tagging, modeling and derived fields such as salary estimates

Any anomalies are flagged for human review before the data moves forward. See How accurate is our data? for more on validation.

3. Access

Each profile can include name, age, gender, salary, location, degrees, schools, employers, job titles, industries, skills, interests and contact information. You explore it through Graduate Insights and Digital Career Counselor, with no extra setup.

What we need from you

Only your academic catalog, which we use to match your majors and programs to our data. See Catalog / Data Setup.

How often is it updated?

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