Skip to main content

Where does our data come from?

Written by Jacob Bonne

Where Does Our Data Come From?

Steppingblocks pulls from hundreds of publicly available sources to compile and process over 1 billion data points and career milestones. The result: data on 150+ million profiles, covering more than 90% of the active U.S. workforce.

Here's how it works.

Data Acquisition

Everything starts with collection. Steppingblocks acquires data from hundreds of publicly available online sources into our data lake, including but not limited to:

  • Resumes posted online

  • Job and skills data from public social media profiles

  • Company bios, directories, and contact information

  • Employment and federal databases

  • Skills and certifications data

  • Labor market and job postings data

Data Processing

Once collected, we have over 1 billion raw career milestones to work with. From there, our team runs the data through a rigorous validation and machine learning process. Some examples of what happens in this phase are:

  • Deduplication, profile merging, and version control

  • Accuracy testing, human audits, and certification

  • AI and machine learning handle quality tagging, advanced modeling, and data derivations including salary predictions.

Any anomalies flagged along the way go to human review before the data moves forward.

Instantaneous Application

After processing, users get access to 150+ million clean, individual-level profiles spanning 25+ million companies and 7,000+ colleges and universities. That data is accessible immediately through Graduate Insights and Digital Career Counselor.

What do we require from you?

Nothing beyond your school's academic catalog, which we use to match major names and programs to our data.

How often is the data updated?

Quarterly, so you're always working with current information.

Did this answer your question?