A business school ranking with no opinions in it.
Hakia Business is the semantic search engine for business degrees. You describe your situation in plain words and it matches on meaning rather than keywords, then ranks the programs that get you there on federal outcomes data. Every number on every page comes from IPEDS, the BLS, or College Scorecard.
No reputation surveys, no peer assessments, no paid placement.
The search box takes a sentence, not a keyword. "I already have a degree and want to advance" is a valid query. Click to enlarge.
The Challenge
Business is the most crowded corner of higher education content. Every "best MBA programs" list on the first page of Google is built the same way: a reputation survey, a lightly edited blurb per school, and a lead form. The ranking reflects what deans think of each other, not what happens to students.
The search experience has the same problem from the other direction. Someone typing "I want to move into finance but I already work full time" gets keyword-matched to pages about finance degrees generally, because the search is matching strings. The question had a shape to it, and the string match threw that shape away.
So we built the site around two commitments. Search that reads a sentence the way a person meant it, and rankings computed entirely from public federal data, with the arithmetic published so a reader can check it.
You describe your situation, not your search terms.
Behind the search box is a vector index over roughly 154,000 degree programs, built from IPEDS records plus the real page content scraped from each school's own program page. A query gets embedded and matched against that index, so meaning does the work. "Advance my career" and "already have a degree" reach the graduate programs without either phrase appearing in the listing.
One backend serves every Hakia vertical. Business, education, and nursing are separate static sites sharing a single search API, each scoped to its own cluster of the catalog. Adding a vertical means defining a cluster, not standing up another stack.
The starter queries on the live homepage. None of them are degree names.
A 0 to 100 number with four public inputs.
Every program is scored inside its own peer group, so a bachelor's is only ever compared to other bachelor's in the same field. If a program disputes its ranking, the dispute is with the federal dataset, not with us.
Graduation rate
Heaviest factorThe clearest single signal of whether a program gets the students it admits across the finish line. Nothing else on the page matters if people do not graduate.
Selectivity
Admit rateIncluded not to reward exclusivity for its own sake, but because more competitive admissions track with stronger student preparation and completion.
Cost
Negative weightIn-state tuition counts against the score. Lower tuition improves it, because affordability is a real outcome for a real student carrying real debt.
Outcomes
BLS wage dataAnchors the score to the pay a credential leads to. Because wages are consistent field-wide nationally, this normalizes programs against a shared floor rather than crediting one school for something none of them controls.
The accounting bachelor's page opens with the size of the pool it drew from and the spread inside it. 1,132 programs analyzed, tuition running from $4,477 to $69,400, and the prose explains why a reader needs the range instead of a median.
A ranking is mostly a set of decisions about what to leave out.
The exclusions are published alongside the score, because they change the list more than the weights do.
Unaccredited programs
If a program is not accredited by the recognized body for its field, it does not appear, because in most cases its graduates cannot meet the credentialing requirements that follow.
Programs teaching out
A degree being phased out can still show strong historical completion data. You cannot enroll in it, so it comes off the list even when the metrics would rank it highly.
Thin data
A program missing reliable figures across the scoring dimensions gets left out rather than guessed at.
Mismatched credentials
Certificate, associate, bachelor's, and graduate programs rank on separate pages. Comparing them on one scale would be meaningless.
Every row shows the inputs next to the output. Tuition, graduation rate, admit rate, and the score they produce, so a reader can see why one program sits above another.
Field first, and no page exists until the demand does.
Every URL leads with the topic: /programs/accounting/bachelors/, never /programs/bachelors/accounting/. Leading with a bare degree level scatters a topic's pages across the site and creates an unrankable mega-node at the top. Field first clusters everything about accounting under one branch.
The temptation in programmatic SEO is the cross-product. Eleven fields times six facets times fifty states is thousands of pages, most of them thin, and the thin ones drag the whole domain down. So depth is capped at four segments and the deep combinations get built only where the search data shows real demand. What we decided not to build is written down.
A state hub lists categories, not schools, and links into the canonical ranking pages. Michigan publishes five rankings because five is what the data supports there, and the count next to each one is honest about how deep the pool goes.
The eleven fields
The Technical Edge
A static site in front of a live search API, which is the shape that lets an application like this stay fast while the catalog behind it keeps growing.
Prerendered Astro on Cloudflare
Every ranking, guide, and state hub is built to static HTML and served from the edge. The only live call on the page is the search box.
A shared search package
The search component and API client live in one internal package used by every Hakia subdomain, so a fix to the ranking logic reaches all of them at once.
Append-only data ingestion
Program URLs are discovered, pages scraped, and content folded back into the record and re-embedded. The ingest key can only append content: it cannot read private data, change the schema, or delete.
Schema on every page
Valid JSON-LD is injected centrally, with per-page nodes on top, so search engines and AI answers can read a ranking without parsing the table.
Sponsored units, clearly labeled
Partner listings carry an AD label and sit outside the ranked list. The advertising disclosure is linked from the footer of every page, and commissions never move a score.
Light and dark, no flash
The theme is resolved before first paint from a saved choice or the system preference, so the page never flickers white on a dark screen.
Anyone can publish a list of business schools. The work is in earning the right to be believed: computing the score from data a reader can go pull themselves, publishing the exclusions, and keeping the money visibly outside the ranking.
Hakia Business ranks 11 fields across 50 states on federal outcomes data, shows the inputs next to every score, and answers a plain-language question with a real match. That combination is what makes an authority site worth linking to.
Sibling sites: Hakia Education and Hakia, which covers the root domain and the nursing vertical.
Need an authority site people actually cite?
Rankings, directories, and comparison content earn links when the methodology holds up to a skeptical reader. We build the data pipeline and the site on top of it.
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