Discover/Hotcourses Abroad API
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Hotcourses Abroad APIhotcoursesabroad.com

Access the Hotcourses Diversity Index: ranked universities by international student nationalities, with per-university nationality breakdowns and ISO country codes.

This API takes change requests — .
Endpoint health
verified 3h ago
list_university_diversity
get_university_nationalities
2/2 passing latest checkself-healing
Endpoints
2
Updated
3h ago

What is the Hotcourses Abroad API?

This API exposes two endpoints covering the Hotcourses Diversity Index (HDI), returning ranked university records across all study destinations or filtered by country, plus per-university breakdowns of international student nationalities with ISO 3166-1 alpha-2 codes. The list_university_diversity endpoint pages through up to the full HDI ranking, while get_university_nationalities returns every nationality the index lists for a single university, including share rank and tie flags.

This call costs1 credit / call— charged only on success
Try it
1-based result page of 20 universities.
Study destination to restrict the ranking to. Omitted = all destinations combined.
api.parse.bot/scraper/cdfbe225-1a6d-47a0-8647-6ecf9bdd958c/<endpoint>
Ready to send
Fill in the parameters and hit sign in to send to see live response data here.
Call it over HTTPgrab a free API key at signup
curl -X GET 'https://api.parse.bot/scraper/cdfbe225-1a6d-47a0-8647-6ecf9bdd958c/list_university_diversity?country=australia' \
  -H 'X-API-Key: $PARSE_API_KEY'
Python SDK · recommended

Typed, relational, agent-ready

A generated client with real types, enums, and the links between objects — the structure a flat JSON response can't carry. Autocompletes in your editor and reads cleanly to coding agents.

  • Fully typed · autocompletes
  • Objects link to objects
  • Typed errors & pagination

Typed Python client. Set up the SDK in your uv project, then pull this API’s typed client:

uv add parse-sdk
uv run parse init
uv run parse add --marketplace hotcoursesabroad-com-api

uv run parse add --marketplace pulls a pinned snapshot of this canonical API — it won’t change underneath you. To customize it, subscribe and swap to your own copy.

"""Walkthrough: Hotcourses Abroad diversity SDK — bounded, re-runnable."""
from parse_apis.hotcoursesabroad_com_api import (
    HotcoursesAbroad, Destination, UniversityNotFound,
)

client = HotcoursesAbroad()

# Browse the top-ranked universities in Australia by diversity.
for uni in client.universities.list(country=Destination.AUSTRALIA, limit=5):
    approx = "~" if uni.international_students_approximate else ""
    print(f"#{uni.rank} {uni.university_name} — {uni.nationalities_count} nationalities, "
          f"{approx}{uni.international_students} intl students")

# Drill into the first result's nationality breakdown.
top = client.universities.list(country=Destination.AUSTRALIA, limit=1).first()
if top is not None:
    try:
        for nat in top.nationalities.list(limit=10):
            pct = f"{nat.share_percent:.1f}%" if nat.share_percent is not None else "n/a"
            print(f"  {nat.rank}. {nat.nationality} ({nat.nationality_iso}) — {pct}")
    except UniversityNotFound:
        print(f"University {top.university_id} no longer listed")

# Point-construct a university by known id and fetch its nationalities.
monash = client.university(university_id="72222")
for nat in monash.nationalities.list(limit=3):
    print(f"  {nat.nationality}: {nat.share_percent}%")

print("exercised: universities.list / nationalities.list / university()")
All endpoints · 2 totalmissing one? ·

Returns one page (20 universities) of the Hotcourses Diversity Index ranking, ordered by number of international student nationalities (rank ties share a rank). Each record carries the university's site id, destination country label and ISO 3166-1 alpha-2 code, count of nationalities, international student headcount (flagged when the site marks it approximate), the relative diversity bar percentage, review count and profile URL. Without a country filter the ranking spans every destination the site covers (Australia, New Zealand, UK, USA). One request per call; total_universities and total_pages come from the site and has_more tells you whether page+1 exists. Omitting page returns the first page; a page beyond total_pages returns an empty universities array.

Input
ParamTypeDescription
pageinteger1-based result page of 20 universities.
countrystringStudy destination to restrict the ranking to. Omitted = all destinations combined.
Response
{
  "type": "object",
  "fields": {
    "page": "integer page returned",
    "has_more": "boolean, true when a later page exists",
    "total_pages": "integer number of pages for this filter",
    "universities": "array of ranked university records: rank, university_id (use with get_university_nationalities), university_name, country, country_iso (ISO 3166-1 alpha-2), nationalities_count, international_students, international_students_approximate, diversity_bar_percent, reviews_count, profile_url",
    "country_filter": "destination slug applied, or null when all destinations were requested",
    "total_universities": "integer total universities in this ranking"
  },
  "sample": {
    "data": {
      "page": 2,
      "has_more": true,
      "total_pages": 5,
      "universities": [
        {
          "rank": 21,
          "country": "Australia",
          "country_iso": "AU",
          "profile_url": "https://www.hotcoursesabroad.com/study/australia/school-college-university/edith-cowan-university/72216/international.html",
          "reviews_count": 21,
          "university_id": "72216",
          "university_name": "Edith Cowan University",
          "nationalities_count": 101,
          "diversity_bar_percent": 72,
          "international_students": 6011,
          "international_students_approximate": true
        }
      ],
      "country_filter": "australia",
      "total_universities": 84
    },
    "status": "success"
  }
}

About the Hotcourses Abroad API

University Diversity Ranking

The list_university_diversity endpoint returns pages of 20 universities from the Hotcourses Diversity Index, ordered by number of distinct international student nationalities. Each record includes a rank (ties share the same rank value), university_id, university_name, country, and country_iso (ISO 3166-1 alpha-2). The response also carries total_universities, total_pages, has_more, and the country_filter slug applied. Use the country parameter to restrict results to a single study destination — omit it to query the combined global ranking. The page parameter is 1-based; each call returns up to 20 records.

Per-University Nationality Breakdown

The get_university_nationalities endpoint accepts a university_id — the numeric ID returned by list_university_diversity — and returns the full nationality breakdown for that institution. The nationalities array is ordered by share rank and includes each entry's rank, tied boolean, nationality label as published by the site, and nationality_iso code. The response also provides nationalities_count, giving the total number of distinct nationalities listed for that university.

Coverage and Filtering

Destination filtering in list_university_diversity uses a country slug rather than a free-text name or ISO code — available slugs correspond to the study destinations Hotcourses Abroad tracks in the HDI. There is no endpoint for listing available destination slugs directly; slugs appear in country_filter fields of prior responses. The HDI covers universities that report international enrollment data to Hotcourses Abroad, so institutions without reported diversity data are not included in the ranking.

Reliability & maintenanceVerified

The Hotcourses Abroad API is a managed, monitored endpoint for hotcoursesabroad.com — not a raw scraper you maintain. Every endpoint is automatically health-checked on a schedule, and when hotcoursesabroad.com changes and a check fails, the API is automatically queued for repair and re-verified. It is built to keep working as the site underneath it changes.

This isn't an official hotcoursesabroad.com API — it's an independent, maintained REST wrapper over public data. Where the source has no official API (or only a limited one), Parse gives you a stable contract over a source that never promised one, and keeps it current. Need a new endpoint or field? You can revise it yourself in plain English and the agent rebuilds it against the live site in minutes — contributing the change back to the shared API is free.

Last verified
3h ago
Latest check
2/2 endpoints passing
Maintenance
Monitored & self-healing
Will this API break when the source site changes?+
It's built not to. Every endpoint is health-checked on a schedule with automated test probes. When the source site changes and a check fails, the API is automatically queued for repair and re-verified — that's the self-healing layer. Each API page shows when its endpoints were last verified. And because marketplace APIs are shared, any fix reaches everyone using it.
Is this an official API from the source site?+
No — Parse APIs are independent, managed REST wrappers over publicly available data. That is the point: where a site has no official API (or only a limited one), Parse gives you a maintained, monitored endpoint for that data and keeps it working as the site changes — so you get a stable contract over a source that never promised one.
Can I fix or extend this API myself if I need a new endpoint or field?+
Yes — and you don't have to wait on us. This API was generated by the Parse agent, which stays attached. Describe the change in plain English ("add an endpoint that returns reviews", "fix the price field") in the revise box on the API page or via the revise_api MCP tool, and the agent rebuilds it against the live site in minutes. Contributing the change back to the public API is free.
What happens if I call an endpoint that has an issue?+
Errors are machine-readable: a bad call returns a clean status with the list of available endpoints and a repair hint, so an agent (or you) can recover or trigger a fix instead of failing silently. Confirmed failures feed the automatic repair queue.
Common use cases
  • Rank universities by international student diversity for a study-abroad comparison tool, using rank and nationalities_count fields.
  • Filter the HDI ranking by destination country to surface the most internationally diverse universities in a specific region.
  • Map institutional diversity geographically by pairing country_iso codes from university records with mapping libraries.
  • Drill into a specific university's nationalities array to display which countries its international students come from.
  • Compare diversity profiles of two universities by calling get_university_nationalities for each and diffing their nationality arrays.
  • Build a country-level aggregation of nationality diversity by paginating list_university_diversity with a country filter.
  • Flag nationality tie situations in ranking displays using the tied boolean from the nationality breakdown endpoint.
Pricing & limitsSee full pricing →
TierPriceCredits/monthRate limit
Free$0/mo2005 req/min
Hobby$30/mo1,00020 req/min
Developer$100/mo5,000100 req/min
Team$300/mo20,000300 req/min
Company$1,000/mo100,000500 req/min

Each endpoint has a fixed posted price per successful call — most fall between 1 and 10 credits — shown on this API's page before you run it. Exceeding the rate limit returns a 429 response. Authenticate with the X-API-Key header.

Frequently asked questions
Does Hotcourses Abroad have an official developer API?+
Hotcourses Abroad does not publish a public developer API. This API on Parse provides structured access to the Hotcourses Diversity Index data.
What does `list_university_diversity` return and how does pagination work?+
Each call returns up to 20 ranked university records for the current page (1-based). The response includes has_more to indicate whether additional pages exist, total_pages for the current filter, and total_universities for the full count. Supply the country parameter with a destination slug to restrict results to one study destination.
Does the nationality breakdown include the percentage share each nationality represents?+
The get_university_nationalities response includes rank and tied fields for each nationality, reflecting relative share order, but the endpoint description notes the site publishes an exact percentage share only in some cases — the field may be absent for certain records. The array order and rank fields are reliable indicators of relative size. You can fork this API on Parse and revise it to surface percentage values where the source publishes them.
Is there an endpoint to list all available study destination slugs for the `country` filter?+
Not currently. Destination slugs appear in the country_filter field of list_university_diversity responses, but there is no dedicated endpoint that enumerates all valid slugs. You can fork this API on Parse and revise it to add a destinations-listing endpoint.
Does the API expose historical HDI rankings or trends over time?+
Not currently. Both endpoints reflect the current published HDI ranking and nationality data. Historical snapshots and year-over-year trend data are not covered. You can fork this API on Parse and revise it to add time-series tracking by storing periodic snapshots.
Page content last updated . Spec covers 2 endpoints from hotcoursesabroad.com.
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