Data Enrichment

Data Enrichment for Jobs Data

Clean, structured, and classified job data — applied to whatever you collect or receive. Built on 18+ years of job data collection and management expertise.

Raw job data is rarely ready to use. Titles are inconsistent, categories don't match, salary information is buried in description text, location fields are incomplete. Our Data Enrichment services apply our expertise directly to your data — whether it comes from our Job Data Collection service, our Jobs Index, or your own feeds.

01 · Content Enhancement

Clean, normalize, reformat

Process incoming job data to fit your system's exact requirements.

Contact parsing

Identify and extract phone numbers and email addresses from job postings and export them to clean, separate fields. Data is limited to contact details publicly provided by the recruiter or hiring manager within the listing itself.

Salary parsing

Detect salary information across major currencies, extract figure and period, normalize to a consistent format.

Shifts & schedule parsing

Normalize shift types, working schedules, hours, and employment type.

Location normalization

Standardize geographic data for accurate search, targeting and workforce analytics.

Employer normalization

Clean and map company names consistently across datasets.

Duplicate removal

Identify and remove duplicates before delivery.

02 · Jobs Taxonomy

Map every job to the right category

When listings come from multiple sources, their categories rarely align with each other — or with your platform. Jobs Taxonomy bridges source and target, automatically and at scale.

  • Accurate category and subcategory mapping across all sources
  • Consistent classification even when source data is incomplete
  • Improved job alert relevance for adjacent roles
  • Wider candidate reach for employers — listings reach all relevant searchers
  • Better UX on job boards — reduced drop-off before application

Generic or custom taxonomy configurations available — bundled with Job Data Collection or standalone. A self-service mapping tool is available for clients who want to maintain their own rules.

03 · Reporting & Analytics

Custom reporting built on our jobs-data expertise

Performance reporting, competitive intelligence, or a purpose-built analytics layer — we scope and deliver it.

  • Partner and feed performance reporting
  • Competitive hiring intelligence
  • Labor market trend analysis
  • Custom BI and analytics outputs
  • Historical data analysis (back to September 2022)
Who this is for

Built for platforms that run on jobs data

  • Job boards & aggregators
  • HR & talent acquisition platforms
  • Matching & recommendation engines
  • Workforce analytics & BI teams
  • Data research & financial intelligence teams
  • Government & public sector agencies
The pipeline

Part of a complete data pipeline

Data Enrichment sits inside a larger pipeline that Aspen Tech Labs manages end-to-end.

Collection
Job Data Collection
Indexing & access
Jobs Index
Cleaning & structuring
Data Enrichment
Output formats
XML, CSV, JSON, JSONL, and custom text formats
Data delivery
Amazon S3, SFTP, FTP, API, Google Cloud Storage, Azure, Snowflake
Analytics & intelligence
JobMarketPulse

Ready to improve your data quality?

We'll assess your current data, identify gaps, and propose a solution — including a free trial.