trust methodology

Our independence

Source-cited RoleMath page about Our independence.

Build my personalized career plan

Researched by RoleMath Research. Every figure on this page traces to the official source shown next to it.

Our independence

RoleMath is independent of the credentials and programs it describes. We describe and compare credentials against cited evidence; we do not rate, rank, or score them, and we never crown a single best credential. Here is exactly what that means.

What independence means here

  • We earn nothing from the credentials and programs we cover; no vendor payment changes how we describe or compare them.
  • We do not rate, rank, or score credentials and we do not order them into a best-for-everyone list, so there is no ranking a vendor could try to influence.
  • Vendors do not pay for placement; because we publish no rankings and no best-cert list, there is no position for a payment to buy and nothing a credential can be moved up.
  • Our coverage is not affiliate-driven; we do not take an affiliate commission in exchange for describing a credential more favorably.
  • We are not a bootcamp, not an affiliate marketplace, and not a job board, so we have no enrollment or hiring quota to push.
  • Because no credential pays us, we have no incentive to inflate any salary, ROI, or placement narrative — and we publish no such claims.

How we frame role, pay, and outlook

We do not frame role, salary, and outlook as anything more than occupation-level planning context. We do not present them as employer requirements and never as guarantees.

Sources

Citation Ledger

IDSupportsEvidenceSource
CIT-01The statements on this page reflect RoleMath methodologyPublic RoleMath methodology pageRoleMath evidence boundaries and blocked claims
CIT-02The statements on this page reflect RoleMath methodologyPublic RoleMath methodology pageRoleMath citation architecture

Ready to see how this fits your background?

How we source our data