Every Clark Atlanta program in two reads — the federal CIP-SOC map and the validated read. The federal file describes theoretical adjacency; the validated read describes where graduates actually go. The difference is the whole argument, and on this page it moves.
Every program appears in two reads. The federal map is the exact occupation set the NCES CIP2020–SOC2018 crosswalk assigns to the program's CIP code. The validated read expands it through three sources in combination — the federal assignments as the spine, BLS and O*NET occupational data, and Atlanta-region employer demand. The validated read never contradicts the federal map; it adds the destinations the file's direct-relationship rule excludes.
NCES describes its own crosswalk as qualitative and not built from empirical data — in the agency's words, it “is not a record of the occupational outcomes of postsecondary instructional program completers.” That is the entire reason a validated read exists.
Three rules govern every figure. Earnings, where shown, are College Scorecard data at roughly one year after completion — directional floors, never verdicts; the federal accountability measure reads year four against the national $31,269 threshold that applies to Clark Atlanta. Programs under 30 completers aggregate across award years before the measure reads them. And federal rows marked provisional await verification against the downloadable NCES file — their status is shown, not assumed.
Sources: NCES CIP2020–SOC2018 Crosswalk and Guidelines · O*NET OnLine Education Crosswalk · BLS OEWS May 2024, Atlanta-Sandy Springs-Roswell MSA · College Scorecard · IPEDS 2023–24 · CAU Fact Book 2022-2024 · Georgia Film Office FY2024 · 89 FR 107130 · Clark Atlanta Crosswalk Briefing (Mukherjee, July 2026).
This explorer is System 2 of the Universal HBCU Workforce Alignment Model — the validated mapping that converts what chairs already know about their graduates into the record the federal framework reads. The method generalizes to any institution's portfolio. The program report · universalhbcuworkforcealignment.org · sue@suemukherjee.com