Course catalogues and fees, structured for comparison.
Education providers publish programmes, fees and entry requirements in very different formats, often in PDFs. We extract and standardise that information from universities, schools and online learning platforms, giving planners and edtech teams a comparable view of the market.
What makes this industry hard to track.
Unstructured fee information
Tuition fees often sit in PDFs or long pages, split by residency status, year and study mode.
Programme naming
Similar courses carry different titles and credit structures. Mapping to a subject taxonomy is required for comparison.
Annual cycles
Fees and requirements are published per intake year, and old pages remain online. Each record must be tied to its intake.
Many languages
Institutions across our regions publish in Arabic, Spanish, Portuguese, Bahasa and other languages.
Eight data points our clients rely on.
Programme catalogue
Course titles, level, subject area and duration.
Tuition fees
Fees by student type, year and study mode.
Intake dates
Start dates and application deadlines by intake.
Entry requirements
Academic and language requirements as published.
Delivery mode
On campus, online or blended, and full or part time.
Scholarships
Published scholarships, discounts and eligibility.
Online course pricing
Prices and subscription plans on learning platforms.
Learner ratings
Course ratings and enrolment counts where shown.
An illustrative extract.
| Captured | Source | City | Programme | Mode | Annual fee | Currency | Next intake |
|---|---|---|---|---|---|---|---|
| 2026-01-12 | University A | Doha | MSc Finance | Full time | 95000 | QAR | 2026-09 |
| 2026-01-12 | University B | Kuala Lumpur | MBA | Part time | 38500 | MYR | 2026-03 |
| 2026-01-12 | Learning platform C | Online (Mexico) | Data analytics certificate | Online | 4990 | MXN | Rolling |
| 2026-01-12 | University D | Boston | MS Business Analytics | Full time | 62400 | USD | 2026-09 |
| 2026-01-12 | University E | Edinburgh | MSc Management | Full time | 31200 | GBP | 2026-09 |
Illustrative rows. Sources, markets and fields are agreed with you during scoping.
How teams put it to work.
Fee benchmarking
Comparable tuition fees by subject, level and student type across competitor institutions, supporting annual fee setting.
Portfolio gap analysis
A map of programmes offered by competitors, showing subjects and formats where you have no offer.
Edtech market tracking
Course catalogues, pricing plans and ratings from online learning platforms, tracked over time.
Related industries
Can you extract fees from PDF prospectuses?
Yes. Document and PDF extraction is a core service, and fee schedules are a common case. We extract tables into structured fields and check totals against the source.
How do you compare programmes with different names?
We map each programme to a subject and level taxonomy agreed with you. The original title is kept alongside, so the mapping stays transparent.
Do you handle non-English sources?
Yes. We extract content in Arabic, Spanish, Portuguese, Bahasa and European languages, with encoding checks to keep text intact. Translation of key fields can be added where useful.
Do you collect student data?
No. We work only with publicly available information about programmes, fees and providers. Personal data about students or staff is outside scope.