Beyond the job title

The title problem

Most hiring systems treat job titles as data. A title from one company does not describe the same work at another. "Product manager" can mean anything from owning a roadmap to writing user stories for someone else's vision. "Operations lead" is three different jobs depending on the company. Yet most platforms match candidates to roles on those titles, filtering for vocabulary instead of fit.

The vocabulary gap

A candidate with eight years of client relationship management experience will often not surface when a posting asks for a customer success manager, not because they cannot do the work, but because the words are different. A 2024 study by Harvard Business School and Accenture found that 85% of employers say they hire on skills, while the actual rate of skills-based hiring in practice sits at 0.14% of all hires. The gap is not intent. It is infrastructure.

What the engine reads

CoBlack is built on a different idea: a skills-based job search that starts with what you can do, not what you have been called. It builds a Career Capability Map from everything in your history: skills, scope of work, seniority level, cultural signals. It does not match your title to a posting's title. It reads what you can actually do and cross-references that against what each open role actually requires.

Skills extraction runs across CoBlack's entire inventory, which covers 1.2 million live roles sourced from validated employer career pages and ATS feeds, not public job boards.

Matched to the role

The result is a different set of matches. Roles surface not because they share your vocabulary but because the work overlaps with your capabilities. A nurse administrator finds patient coordination roles at insurance companies. A marketing lead finds product roles where customer communication is the core competency.

Job titles were always a shorthand for something larger. CoBlack reads what they were abbreviating.