🔔 IPEDS Graduation Cohorts (GR2023)

Structured graduation-rate cohorts and completions within 150% of normal time (2023) from the U.S. NCES / IPEDS Data Center, read directly from the official GR2023.zip (data) and GR2023_Dict.zip (dictionary) on nces.ed.gov/ipeds/datacenter/. One record per (institution, cohort-data type, graduation-rate status, form section, cohort, survey line) aggregate — carried source-native and verbatim, with the official labels joined from the survey's own dictionary.

Output is one graduation_cohort_record row per result; billing is pay-per-event, the value event being one graduation cohort record (a $0.02 start fee per run, then $0.02 per graduation cohort record). Source: nces.ed.gov.

Who buys this

Buyers usually search for graduation rates or IPEDS graduation.

• Healthcare, education and food-industry vendors prospecting from graduation rates.
• Analysts and researchers comparing providers with IPEDS graduation.
• Compliance and quality teams checking a provider's official record.

📊 Sample Output

Real rows from run ELCLdcRzA8IwQTvi1 on build 0.1.5 (2026-09-19), the same input as the Quick start below — every value is as the source published it (emails masked, long text shortened):

unitid	grtype	chrtstat	section	cohort	line
100654	1	10	1	1	999
100654	2	12	1	1	999
100654	3	13	1	1	999
100654	4	20	1	1	999
100654	6	10	2	2	10
100654	7	11	2	2	45
100654	8	12	2	2	50
100654	9	13	2	2	29A

The run finished with the status message: NORMAL: 18 unique rows (0 duplicates collapsed) from Provisional release. billable=18

✅ What you get

Each row is flat JSON with these fields (from the dataset schema and the sample run; a field the source does not publish for a given row is null):

• record_type (string/null) — e.g. graduation_cohort_record
• unitid (string/null) — e.g. 100654
• grtype (string/null) — e.g. 1
• chrtstat (string/null) — e.g. 10
• section (string/null) — e.g. 1
• cohort (string/null) — e.g. 1
• line (string/null) — e.g. 999
• xgrtotlt (string/null) — e.g. R
• grtotlt (string/null) — e.g. 1286
• xgrtotlm (string/null) — e.g. R
• grtotlm (string/null) — e.g. 514
• xgrtotlw (string/null) — e.g. R
• grtotlw (string/null) — e.g. 772
• xgraiant (string/null) — e.g. R
• graiant (string/null) — e.g. 2
• xgraianm (string/null) — e.g. Z
• graianm (string/null) — e.g. 0
• xgraianw (string/null) — e.g. R
• graianw (string/null) — e.g. 2
• xgrasiat (string/null) — e.g. R
• grasiat (string/null) — e.g. 2
• xgrasiam (string/null) — e.g. Z
• grasiam (string/null) — e.g. 0
• xgrasiaw (string/null) — e.g. R
• grasiaw (string/null) — e.g. 2
• xgrbkaat (string/null) — e.g. R
• grbkaat (string/null) — e.g. 1158
• xgrbkaam (string/null) — e.g. R
• grbkaam (string/null) — e.g. 464
• xgrbkaaw (string/null) — e.g. R
• grbkaaw (string/null) — e.g. 694
• xgrhispt (string/null) — e.g. R
• grhispt (string/null) — e.g. 13
• xgrhispm (string/null) — e.g. R
• grhispm (string/null) — e.g. 8
• xgrhispw (string/null) — e.g. R
• grhispw (string/null) — e.g. 5
• xgrnhpit (string/null) — e.g. R
• grnhpit (string/null) — e.g. 1
• xgrnhpim (string/null) — e.g. Z
• grnhpim (string/null) — e.g. 0
• xgrnhpiw (string/null) — e.g. R
• grnhpiw (string/null) — e.g. 1
• xgrwhitt (string/null) — e.g. R
• grwhitt (string/null) — e.g. 19
• xgrwhitm (string/null) — e.g. R
• grwhitm (string/null) — e.g. 13
• xgrwhitw (string/null) — e.g. R
• grwhitw (string/null) — e.g. 6
• xgr2mort (string/null) — e.g. R
• gr2mort (string/null) — e.g. 14
• xgr2morm (string/null) — e.g. R
• gr2morm (string/null) — e.g. 4
• xgr2morw (string/null) — e.g. R
• gr2morw (string/null) — e.g. 10
• xgrunknt (string/null) — e.g. R
• grunknt (string/null) — e.g. 68
• xgrunknm (string/null) — e.g. R
• grunknm (string/null) — e.g. 22
• xgrunknw (string/null) — e.g. R
• grunknw (string/null) — e.g. 46
• xgrnralt (string/null) — e.g. R
• grnralt (string/null) — e.g. 9
• xgrnralm (string/null) — e.g. R
• grnralm (string/null) — e.g. 3
• xgrnralw (string/null) — e.g. R
• grnralw (string/null) — e.g. 6
• cohort_type_label (string/null) — e.g. 4-year institutions revised cohort
• graduation_status_label (string/null) — e.g. Revised cohort
• section_label (string/null) — e.g. Bachelor's/ equiv + other degree/certificate-seeking 2017 subcohort (4-yr instit
• cohort_label (string/null) — e.g. Bachelor's/ equiv + other degree/certif-seeking 2017 subcohorts (4-yr institutio
• source_attribution (string/null) — e.g. U.S. Department of Education, National Center for Education Statistics (NCES), I
• survey_year (string/null) — e.g. 2023
• file_id (string/null) — e.g. GR2023
• release_status (string/null) — e.g. Provisional release
• third_party_content (string/null) — e.g. none — official NCES/IPEDS statistics; seals/logos and third-party material excl
• aggregate_note (string/null) — e.g. institution-level AGGREGATE statistics — there is NO person-level, student-level
• zero_vs_suppression_note (string/null) — e.g. IPEDS status flags are carried verbatim: R=Reported, Z=Implied (published) zero,
• graduation_note (string/null) — e.g. GR2023 graduation-rate figures are PUBLISHED institutional cohort statistics for
• grad_scope_note (string/null) — e.g. a graduation rate (completed within 150% of normal time) is a DIFFERENT measure
• status_flag_legend (string/null) — null in every sample row
• source_url (string/null) — e.g. https://nces.ed.gov/ipeds/datacenter/data/GR2023.zip
• record_key (string/null) — e.g. 100654|1|10|1|1|999
• source (string/null) — e.g. ipeds-graduation-cohorts
• release_date (string/null) — e.g. Provisional release
• observed_at (string/null) — e.g. 2026-09-19T07:37:55Z
• release_checksum (string/null) — e.g. GR2023
• license (string/null) — e.g. U.S. Department of Education / National Center for Education Statistics (NCES),
• attribution (string/null) — e.g. U.S. Dept. of Education, NCES — IPEDS Data Center (https://nces.ed.gov/ipeds/dat
• terminal (string/null) — null in every sample row
• scope (string/null) — null in every sample row
• note (string/null) — null in every sample row
• reported_total (string/integer/null) — null in every sample row
• raw_seen (string/integer/null) — null in every sample row
• duplicates (string/integer/null) — null in every sample row
• unique_found (string/integer/null) — null in every sample row
• delivered (string/integer/null) — null in every sample row

✅ What you get

• record_type (string/null) — e.g. graduation_cohort_record
• unitid (string/null) — e.g. 100654
• grtype (string/null) — e.g. 1
• chrtstat (string/null) — e.g. 10
• section (string/null) — e.g. 1
• cohort (string/null) — e.g. 1
• line (string/null) — e.g. 999
• xgrtotlt (string/null) — e.g. R
• grtotlt (string/null) — e.g. 1286
• xgrtotlm (string/null) — e.g. R
• grtotlm (string/null) — e.g. 514
• xgrtotlw (string/null) — e.g. R
• grtotlw (string/null) — e.g. 772
• xgraiant (string/null) — e.g. R
• graiant (string/null) — e.g. 2
• xgraianm (string/null) — e.g. Z
• graianm (string/null) — e.g. 0
• xgraianw (string/null) — e.g. R
• graianw (string/null) — e.g. 2
• xgrasiat (string/null) — e.g. R
• grasiat (string/null) — e.g. 2
• xgrasiam (string/null) — e.g. Z
• grasiam (string/null) — e.g. 0
• xgrasiaw (string/null) — e.g. R
• grasiaw (string/null) — e.g. 2
• xgrbkaat (string/null) — e.g. R
• grbkaat (string/null) — e.g. 1158
• xgrbkaam (string/null) — e.g. R
• grbkaam (string/null) — e.g. 464
• xgrbkaaw (string/null) — e.g. R
• grbkaaw (string/null) — e.g. 694
• xgrhispt (string/null) — e.g. R
• grhispt (string/null) — e.g. 13
• xgrhispm (string/null) — e.g. R
• grhispm (string/null) — e.g. 8
• xgrhispw (string/null) — e.g. R
• grhispw (string/null) — e.g. 5
• xgrnhpit (string/null) — e.g. R
• grnhpit (string/null) — e.g. 1
• xgrnhpim (string/null) — e.g. Z
• grnhpim (string/null) — e.g. 0
• xgrnhpiw (string/null) — e.g. R
• grnhpiw (string/null) — e.g. 1
• xgrwhitt (string/null) — e.g. R
• grwhitt (string/null) — e.g. 19
• xgrwhitm (string/null) — e.g. R
• grwhitm (string/null) — e.g. 13
• xgrwhitw (string/null) — e.g. R
• grwhitw (string/null) — e.g. 6
• xgr2mort (string/null) — e.g. R
• gr2mort (string/null) — e.g. 14
• xgr2morm (string/null) — e.g. R
• gr2morm (string/null) — e.g. 4
• xgr2morw (string/null) — e.g. R
• gr2morw (string/null) — e.g. 10
• xgrunknt (string/null) — e.g. R
• grunknt (string/null) — e.g. 68
• xgrunknm (string/null) — e.g. R
• grunknm (string/null) — e.g. 22
• xgrunknw (string/null) — e.g. R
• grunknw (string/null) — e.g. 46
• xgrnralt (string/null) — e.g. R
• grnralt (string/null) — e.g. 9
• xgrnralm (string/null) — e.g. R
• grnralm (string/null) — e.g. 3
• xgrnralw (string/null) — e.g. R
• grnralw (string/null) — e.g. 6
• cohort_type_label (string/null) — e.g. 4-year institutions revised cohort
• graduation_status_label (string/null) — e.g. Revised cohort
• section_label (string/null) — e.g. Bachelor's/ equiv + other degree/certificate-seeking 2017 subcohort (4-yr instit
• cohort_label (string/null) — e.g. Bachelor's/ equiv + other degree/certif-seeking 2017 subcohorts (4-yr institutio
• source_attribution (string/null) — e.g. U.S. Department of Education, National Center for Education Statistics (NCES), I
• survey_year (string/null) — e.g. 2023
• file_id (string/null) — e.g. GR2023
• release_status (string/null) — e.g. Provisional release
• third_party_content (string/null) — e.g. none — official NCES/IPEDS statistics; seals/logos and third-party material excl
• aggregate_note (string/null) — e.g. institution-level AGGREGATE statistics — there is NO person-level, student-level
• zero_vs_suppression_note (string/null) — e.g. IPEDS status flags are carried verbatim: R=Reported, Z=Implied (published) zero,
• graduation_note (string/null) — e.g. GR2023 graduation-rate figures are PUBLISHED institutional cohort statistics for
• grad_scope_note (string/null) — e.g. a graduation rate (completed within 150% of normal time) is a DIFFERENT measure
• status_flag_legend (string/null) — null in every sample row
• source_url (string/null) — e.g. https://nces.ed.gov/ipeds/datacenter/data/GR2023.zip
• record_key (string/null) — e.g. 100654|1|10|1|1|999
• source (string/null) — e.g. ipeds-graduation-cohorts
• release_date (string/null) — e.g. Provisional release
• observed_at (string/null) — e.g. 2026-09-19T07:15:33Z
• release_checksum (string/null) — e.g. GR2023
• license (string/null) — e.g. U.S. Department of Education / National Center for Education Statistics (NCES),
• attribution (string/null) — e.g. U.S. Dept. of Education, NCES — IPEDS Data Center (https://nces.ed.gov/ipeds/dat
• terminal (string/null) — null in every sample row
• scope (string/null) — null in every sample row
• note (string/null) — null in every sample row
• reported_total (string/integer/null) — null in every sample row
• raw_seen (string/integer/null) — null in every sample row
• duplicates (string/integer/null) — null in every sample row
• unique_found (string/integer/null) — null in every sample row
• delivered (string/integer/null) — null in every sample row

What you get

One graduation_cohort_record per row: unitid, grtype + cohort_type_label, chrtstat + graduation_status_label, section + section_label, cohort + cohort_label, line, every race-ethnicity × sex count column (grtotlt/grtotlm/grtotlw and each group) with its x… status flag, the status_flag_legend, graduation_note, grad_scope_note, survey_year, release_status, file_id, source_attribution, aggregate_note, and the record key unitid|grtype|chrtstat|section|cohort|line.

⚙️ Sample inputs

1. Quick start — the Store example (this is what the sample above came from)

{
  "unitids": [
    "100654"
  ],
  "maxRecords": 10
}

The sample run charged exactly: 1 × $0.02 apify-actor-start + 18 × $0.02 graduation_cohort_record = $0.38 on the Free tier — every delivered row was billed. If you leave maxRecords out, the run delivers at most 50 rows (the schema default); pass a number up to 5000 for a bigger export. An explicit value is always honoured up to that maximum.

2. A smaller, narrowed run

{
  "unitids": [
    "100654"
  ],
  "maxRecords": 5
}

Caps the run at 5 rows — about $0.12 on the Free tier ($0.02 start + 5 × $0.02).

3. A full-size run

{
  "unitids": [
    "100654"
  ],
  "maxRecords": 5000
}

Up to 5000 rows — about $100.02 on the Free tier ($0.02 start + 5000 × $0.02) if the source has that many.

4. A filtered run

{
  "unitids": [
    "100654"
  ],
  "maxRecords": 10,
  "fieldMatch": {
    "cohort_type_label": "4-year institutions revised cohort"
  }
}

Keeps only rows whose cohort_type_label contains 4-year institutions revised cohort (a value from the sample run above), matched case-insensitively after the source is read and before the maxRecords cap, so the cap counts matches and only delivered matches are billed. searchText does the same across every column. Zero matches end the run as EMPTY_SELECTION with no row charged — if the source has moved on since that sample run, pick a value you see in your own first run. The source is still read in full — this narrows what you receive and pay for, not what the source serves.

🧾 JSON sample record

One real record from run ELCLdcRzA8IwQTvi1, exactly as it lands in the dataset (emails masked, long text shortened):

{
  "record_type": "graduation_cohort_record",
  "unitid": "100654",
  "grtype": "1",
  "chrtstat": "10",
  "section": "1",
  "cohort": "1",
  "line": "999",
  "xgrtotlt": "R",
  "grtotlt": "1286",
  "xgrtotlm": "R",
  "grtotlm": "514",
  "xgrtotlw": "R",
  "grtotlw": "772",
  "xgraiant": "R",
  "graiant": "2",
  "xgraianm": "Z",
  "graianm": "0",
  "xgraianw": "R",
  "graianw": "2",
  "xgrasiat": "R",
  "grasiat": "2",
  "xgrasiam": "Z",
  "grasiam": "0",
  "xgrasiaw": "R",
  "grasiaw": "2",
  "xgrbkaat": "R",
  "grbkaat": "1158",
  "xgrbkaam": "R",
  "grbkaam": "464",
  "xgrbkaaw": "R",
  "grbkaaw": "694",
  "xgrhispt": "R",
  "grhispt": "13",
  "xgrhispm": "R",
  "grhispm": "8",
  "xgrhispw": "R",
  "grhispw": "5",
  "xgrnhpit": "R",
  "grnhpit": "1",
  "xgrnhpim": "Z",
  "grnhpim": "0",
  "xgrnhpiw": "R",
  "grnhpiw": "1",
  "xgrwhitt": "R",
  "grwhitt": "19",
  "xgrwhitm": "R",
  "grwhitm": "13",
  "xgrwhitw": "R",
  "grwhitw": "6",
  "xgr2mort": "R",
  "gr2mort": "14",
  "xgr2morm": "R",
  "gr2morm": "4",
  "xgr2morw": "R",
  "gr2morw": "10",
  "xgrunknt": "R",
  "grunknt": "68",
  "xgrunknm": "R",
  "grunknm": "22",
  "xgrunknw": "R",
  "grunknw": "46",
  "xgrnralt": "R",
  "grnralt": "9",
  "xgrnralm": "R",
  "grnralm": "3",
  "xgrnralw": "R",
  "grnralw": "6",
  "cohort_type_label": "4-year institutions revised cohort",
  "graduation_status_label": "Revised cohort",
  "section_label": "Bachelor's/ equiv + other degree/certificate-seeking 2017 subcohort (4-yr institution)",
  "cohort_label": "Bachelor's/ equiv + other degree/certif-seeking 2017 subcohorts (4-yr institution)",
  "source_attribution": "U.S. Department of Education, National Center for Education Statistics (NCES), Integrated Postsecondary Education Data System (IPEDS)",
  "survey_year": "2023",
  "file_id": "GR2023",
  "release_status": "Provisional release",
  "third_party_content": "none — official NCES/IPEDS statistics; seals/logos and third-party material excluded",
  "aggregate_note": "institution-level AGGREGATE statistics — there is NO person-level, student-level, or individual data in this IPEDS file, and none is constructed",
  "zero_vs_suppression_note": "IPEDS status flags are carried verbatim: R=Reported, Z=Implied (published) zero, A=Not applicable, B=Institution left item blank, and G/H/J/K/L/N/P=imputed by NCES. A published Z zero is a real value and is DISTINCT from suppression (B) or ",
  "graduation_note": "GR2023 graduation-rate figures are PUBLISHED institutional cohort statistics for first-time full-time students; the cohort and its completion horizon (e.g. completers within 150% of normal time) are carried EXPLICITLY via the GRTYPE/CHRTSTA",
  "grad_scope_note": "a graduation rate (completed within 150% of normal time) is a DIFFERENT measure from a retention rate (still enrolled the next fall, ipeds-retention-cohort EF2023D rank 378) and from the extended graduation-rate / outcomes file (200% of nor",
  "status_flag_legend": null,
  "source_url": "https://nces.ed.gov/ipeds/datacenter/data/GR2023.zip",
  "record_key": "100654|1|10|1|1|999",
  "source": "ipeds-graduation-cohorts",
  "release_date": "Provisional release",
  "observed_at": "2026-09-19T07:37:55Z",
  "release_checksum": "GR2023",
  "license": "U.S. Department of Education / National Center for Education Statistics (NCES), IPEDS — U.S. Government work, public domain. Attribution: data from NCES/IPEDS. Institution-level aggregate statistics; suppressed/missing values and their impu",
  "attribution": "U.S. Dept. of Education, NCES — IPEDS Data Center (https://nces.ed.gov/ipeds/datacenter/)"
}

🔧 How it works

Source. The actor reads nces.ed.gov — endpoints: https://nces.ed.gov/ipeds/datacenter/, https://nces.ed.gov/ipeds/datacenter/data/. Public pages and feeds only; nothing behind a login.

Transport. Plain HTTPS from the Apify platform, no proxy. robots.txt is read first and a disallowed path is never fetched. Every request carries an identified contact User-Agent. Pacing: CRAWL_DELAY=0.0.

Terminal states. A run ends NORMAL, CAPPED (your cap was reached), PARTIAL (something was withheld and the message says what), GENUINE_EMPTY (the source was read and truly had nothing in scope) or BLOCKED (the source refused or changed shape — the run FAILS loud and bills nothing). A zero-row run is never reported as a silent success.

Charging. Each graduation cohort record is charged at the moment it is pushed (graduation_cohort_record); a row that fails to charge is not delivered, so the dataset count always equals the charged count.

🔧 How it works

Cohort and completion horizon explicit — a published statistic, never a verdict

Each record makes the cohort and its completion horizon explicit on every row via the GRTYPE / CHRTSTAT / COHORT labels (e.g. the revised cohort, the adjusted cohort, completers within 150% of normal time). These are published institutional cohort statistics for first-time full-time students. This actor never turns a graduation rate into a verdict about an institution's quality, nor into any individual student's outcome. A graduation_note states this on every record. There is no person-level data in this file, and none is ever constructed.

Graduation, not retention, not extended outcomes

A graduation rate (completed within 150% of normal time) is a different measure from a retention rate (still enrolled the next fall — ipeds-retention-cohort, EF2023D, rank 378) and from the extended graduation-rate / outcomes file (200% of normal time, a later sibling). A grad_scope_note states this on every record so the three are never conflated.

Demographic columns — verbatim, zeros distinct from suppression

Every race-ethnicity × sex count column is carried verbatim with its IPEDS imputation/status flag (the X-prefixed column): R = Reported, Z = implied (published) zero, A = Not applicable, B = left blank, and imputation flags. A published Z zero is a real value and is kept distinct from suppression (B) or not-applicable (A). The full status-flag legend is carried on every record.

Official dictionaries joined — codes never guessed

The GRTYPE, CHRTSTAT, SECTION and COHORT code→label maps are read from GR2023_Dict.zip and joined, so codes are never guessed.

Institution-level aggregate — no person-level data

Every value is an institution-level aggregate count. There is no person-level data anywhere in this IPEDS file, and this actor never constructs any. An aggregate_note states this on every record.

Survey year & file id

survey_year (2023) and file_id (GR2023) are carried on every record — file years differ per survey and are never blurred.

Public domain

U.S. Department of Education / NCES — U.S. Government work, public domain. Attribution (NCES/IPEDS) is carried on every record; seals/logos and marked third-party material are excluded; no implied endorsement.

Filters & bounds

Optional unitids, grtypes, chrtstats narrow the stream; with no filter the actor streams the whole 51,368-row file up to maxRecords (hard cap 5000), within a generous scan bound.

Robots & door

Only the official IPEDS Data Center on nces.ed.gov/ipeds/datacenter/ is read (no API key). robots.txt is re-read on every run and the actor stops on any real Disallow covering the data path.

Source & licence

U.S. Department of Education, National Center for Education Statistics (NCES), IPEDS — U.S. Government work, public domain. https://nces.ed.gov/ipeds/datacenter/

What is not done. No login, no cookie or CAPTCHA bypass, no private or personal-account data, no browser automation.

💰 Pricing example

Event	Free	Bronze	Silver	Gold
Actor Start (apify-actor-start)	$0.02	$0.02	$0.02	$0.02
Graduation cohort record (graduation_cohort_record)	$0.02	$0.018	$0.016	$0.0134

Worked at the live Free-tier price:

• 8 graduation cohort records: $0.02 start + 8 × $0.02 = $0.18
• 25 graduation cohort records: $0.02 start + 25 × $0.02 = $0.52
• 50 graduation cohort records: $0.02 start + 50 × $0.02 = $1.02

A run that delivers zero rows charges the $0.02 start fee only. A BLOCKED run (source refused) fails loud and charges no value event. The start fee is charged once per GB of run memory; the default run memory is 4096 MB.

Yield on the sample run: NORMAL: 18 unique rows (0 duplicates collapsed) from Provisional release. billable=18. maxRecords is a hard ceiling on what is delivered and billed, never a target.

⚖️ Legal & ToS

This actor reads public, logged-out pages and feeds published by nces.ed.gov. It collects only what the source publishes to any visitor, keeps to the source's robots rules (checked on every run), identifies itself with a contact User-Agent, and does not access accounts, private data or anything behind authentication. Use the output in line with the source's terms and your local law; the intended use is B2B research and monitoring.

❓ FAQ

Q: Do I need an API key or a login?
A: No. The source (nces.ed.gov) is read logged-out; the input schema has no key field and the actor carries no secrets.

Q: Why did my run return 0 rows?
A: Read the run's status message. GENUINE_EMPTY means the source was read and had nothing in scope for your input; BLOCKED means the source refused and the run failed without billing a value event — retry later or narrow the input. A zero-row run bills the start fee only.

Q: How many rows can one run return?
A: Up to maxRecords (default 50). Raise the cap for a bigger run; you pay per delivered row.

Q: How fresh is the data?
A: Every run reads the source live at run time; nothing is cached between runs. Put it on a schedule for a continuous feed.

Q: What formats can I export?
A: The dataset downloads as JSON, CSV, Excel, XML or RSS from the run's Dataset tab or the Apify API, and any run can push to a webhook or integration.

Q: How is this different from the other NexGen Watch actors actors?
A: Same output shape and billing model; this one covers nces.ed.gov. The siblings under Related Actors cover the other sources or slices — run several on one schedule for a combined feed.

Q: Are there rate limits?
A: The actor paces itself against the source (CRAWL_DELAY=0.0) and honours its robots rules; there is no per-buyer limit beyond your Apify plan's concurrency.

🆘 Troubleshooting

• Run FAILED with BLOCKED → the source refused the request or changed its page shape → nothing was billed beyond the start fee; retry after a while, and if it persists open an Issue with the run id.
• Status says CAPPED → your cap (maxRecords) was reached → raise it for a bigger run.
• Input validation error on start → a field is outside the schema's allowed values → start from the Quick start block and change one field at a time.
• Run TIMED-OUT → a very wide request on a slow day → raise the run timeout in Run options or narrow the input; what was delivered before the timeout is still in the dataset.

🔗 Related Actors

• IPEDS Instructional Staff Salaries (SAL2023_IS) — Structured salaries of instructional staff by academic rank (2023) from the U.S. NCES / IPEDS Data Center, read directly from the official SAL2023_IS…
• IPEDS Fall Enrollment (EF2023A) — Structured fall enrollment by level, attendance status, and demographics from the U.S. NCES / IPEDS Data Center, read directly from the official EF20…
• IPEDS Freshman Residence & Migration (EF2023C) — Structured residence and migration of first-time freshmen from the U.S. NCES / IPEDS Data Center, read directly from the official EF2023C.zip (data)…
• IPEDS Institution Directory (HD2024) — Structured institution directory & characteristics (2024) from the U.S. NCES / IPEDS Data Center, read directly from the official HD2024.zip (data) a…
• IPEDS Institutional Finance — Derived Metrics (DRVF2023) — Structured institution-level derived finance metrics (2023) from the U.S. NCES / IPEDS Data Center, read directly from the official DRVF2023.zip (dat…
• IPEDS Institutional Offerings & Services (IC2024) — Structured institutional characteristics — offerings, services and programs (2024) from the U.S. NCES / IPEDS Data Center, read directly from the off…
• 🏢 About NexGen Watch — NexGen Watch is a catalog of more than 300 public data actors built on official sources, pay-per-result. Browse the catalog at apify.com/nexgenwatch.

⭐ Found this useful?

If this actor saved you a manual check, a quick review on the Apify Store helps other teams find it. Feature request or a source that changed? Open it from the Issues tab — every one is read.