LinkedIn University Alumni Career Mapper
Pricing
from $8.00 / 1,000 results
Map where a university's graduates ended up: employer, role, location and graduation year, aggregated into top employers and destinations. Requires your own li_at session cookie - LinkedIn blocks school pages outright for logged-out visitors.
Input
_input
Optional
The school URL that produced this record.
Source surface
_source
Optional
voyager-search-clusters, or none on NOTICE and ERROR rows.
Scraped at
_scrapedAt
Optional
UTC ISO 8601 timestamp when this record was emitted.
Record type
recordType
Optional
ALUMNUS, SUMMARY, NOTICE or ERROR.
Error
_error
Optional
Failure rows only: auth_required, fetch_failed or alumni_search_failed.
Error detail
_errorDetail
Optional
Free-form diagnostic accompanying _error.
Notice
_notice
Optional
cookie_required, school_id_not_found or no_alumni_returned.
Notice detail
_noticeDetail
Optional
What the notice means and what to change.
Full name
fullName
Optional
The alumnus's display name.
First name
firstName
Optional
Split from the display name with pronouns, emoji frames and credential suffixes removed.
Last name
lastName
Optional
Last remaining name part after the same cleanup.
Headline
headline
Optional
Their LinkedIn headline, as written.
Current role
currentTitle
Optional
The role half of the headline, split on 'at' and its common localisations. Best-effort: headlines that are slogans rather than titles will not split cleanly, which is why the raw headline is kept alongside it.
Current employer
currentCompany
Optional
The employer half of the headline. This is the field the destination mapping aggregates on.
Location
location
Optional
Where LinkedIn places them - the basis of the geographic mobility picture.
Graduation year
graduationYear
Optional
Earliest plausible year found in the text LinkedIn attached to the result. Best-effort and often null: LinkedIn does not return a structured graduation year in search results.
Profile URL
profileUrl
Optional
Canonical profile link, tracking parameters stripped.
School
schoolName
Optional
The university this row belongs to.
School URL
schoolUrl
Optional
Canonical /school/ link.
School id
schoolId
Optional
LinkedIn's internal numeric id - the key the alumni search facets on.
Alumni analysed
alumniAnalysed
Optional
SUMMARY rows: how many graduates this summary is based on. Always read it as a sample: LinkedIn's people search stops serving results past roughly 1,000, and large universities have far more alumni than that.
Top employers
topEmployers
Optional
SUMMARY rows: where these graduates work, ranked by headcount. The core tracer-study output.
Top locations
topLocations
Optional
SUMMARY rows: where these graduates live, ranked - the talent-mobility picture.
Top roles
topRoles
Optional
SUMMARY rows: the roles they hold, ranked.
Distinct employers
distinctEmployers
Optional
SUMMARY rows: how many different organisations appear - a read on whether a school feeds a few big employers or scatters widely.
Graduation year range
graduationYearRange
Optional
SUMMARY rows: earliest and latest graduation year detected in the sample.
With employer %
withEmployerPct
Optional
SUMMARY rows: share of graduates whose headline yielded an employer. Low values mean the headlines were slogans rather than titles, and the employer ranking should be read with that in mind.
