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Technology

Built to be trusted by investors.

How we turn scattered Korean job postings into a consistent, point-in-time dataset keyed to the securities you hold.

2,562companies with a hiring channel identified
2,648companies synchronized weekly with DART
4 daysmedian from publication to first observation (live)
58delisted companies retained
Sources

Company career sites · major Korean job platforms · DART filings · National Pension Service

Collect

Collectors run overnight in Korea, every day; the full listed universe is refreshed every week

Normalize & map

De-duplicate, date and classify each posting; map to stock code, ISIN and DART code

Monitor

Every run is checked for gaps and breakages; fixes are reviewed before they ship

Deliver

Portal, REST API and bulk files — from the same versioned snapshot

Collection

Night after night, across the whole market

Collectors read company career sites and major Korean job platforms overnight, every day. The full KOSPI and KOSDAQ universe is refreshed every week, and the company list itself is synchronized with DART so new listings and delistings are picked up automatically.

Mapping

Every posting tied to a security

Postings are de-duplicated, dated and attached to the listed company that published them — with KRX stock code, ISIN and DART corporate code. Group-wide postings that list several affiliates keep one posting ID and record how many companies share it.

Point-in-time

Live and backfilled, kept apart

We record the date we first observed every posting and never revise it. Postings published before collection of a company began are flagged as backfilled, so backtests can use live history only while research can use everything.

Monitoring

Every run checked, every fix reviewed

An AI agent team inspects each collection run: it compares every company with its own history, flags silent gaps and site changes, and drafts fixes. Engineers review and approve every change before it reaches production. Large-cap names are held to a stricter standard.

Delivery

One snapshot, three ways in

The portal, the REST API and the bulk files all read from the same versioned snapshot, so numbers agree wherever you look. Customers never touch our production systems.

Security

Access you can audit

Sign-ins, acceptance of terms, downloads and API calls are recorded. Plan limits are enforced by the service for the portal and the API alike. No personal data is collected or provided.

In the product

See the pipeline's output

Every company profile shows its hiring history with live and backfilled postings separated, alongside pension-record workforce flows and DART fundamentals.

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