HRMS migration
Field-level mapping, validation, and rollback between CareerBuilder Applicant Tracking and Bullhorn ATS & CRM. We move data and schema; workflows are rebuilt natively in Bullhorn ATS & CRM.
CareerBuilder Applicant Tracking
Source
Bullhorn ATS & CRM
Destination
Compatibility
11 of 12
objects map 1:1 between CareerBuilder Applicant Tracking and Bullhorn ATS & CRM.
Complexity
BStandard
Timeline
4-6 weeks
Overview
Moving from CareerBuilder Applicant Tracking to Bullhorn is a migration from a job-board-centric legacy ATS to a staffing-specific platform with native CRM, reporting, and automation built for recruitment agencies. CareerBuilder lacks a documented public API, so we coordinate a structured file export with their customer success team before mapping the source schema to Bullhorn's Candidate, Job, and Submission objects. We flag candidate records whose resumes have not been updated in 18 months, document any positions near the 10-13 applicant cap that CareerBuilder uses to flag postings, and map custom candidate fields to Bullhorn's custom field framework. Bullhorn Automation, Workflows, and reporting configurations do not migrate as code; we deliver a written inventory of these for your admin to rebuild post-migration.
Every standard and custom field arrives verified.
AI proposes the map; you confirm before any record moves.
Parent–child, lookups, and ownership stay linked.
Calls, emails, meetings — with original timestamps.
Documents, uploads, and inline notes move with the record.
Why teams make this switch
Leaving
What's pushing teams away
Choosing
What's pulling them in
Object mapping
Each row shows how a CareerBuilder Applicant Tracking object lands in Bullhorn ATS & CRM, including any object-level transformations, lookup resolution, or schema-design dependencies.
Typical mapping — final map is confirmed during the sample migration step.
CareerBuilder Applicant Tracking
Candidate
Bullhorn ATS & CRM
Candidate
1:1CareerBuilder Candidate records map 1:1 to Bullhorn Candidate. We preserve all standard profile fields (name, email, phone, address, source attribution), and we flag every record where the most recent resume update timestamp is older than 18 months so the customer can suppress stale profiles or accept them as-is. Resume files migrate as binary attachments mapped to the corresponding Bullhorn Candidate record in batches of 50 files to avoid timeout errors.
CareerBuilder Applicant Tracking
Job (Position)
Bullhorn ATS & CRM
Job
1:1CareerBuilder Jobs (title, description, department, location, employment type) map directly to Bullhorn Job records. We extract the full pipeline stage schema during discovery and map each CareerBuilder stage name to the equivalent Bullhorn JobOrder status value or ATS v2 stage picklist. Any job with an applicant count near the 10-13 cap is documented separately so the customer's Bullhorn admin can reopen sourcing immediately after cutover.
CareerBuilder Applicant Tracking
Application
Bullhorn ATS & CRM
SubmitCandidate (ATS v1) or Application V2 (ATS v2)
1:1CareerBuilder Applications link Candidates to Jobs with submission date, current pipeline stage, and routing history. For Bullhorn ATS (ATS v1), Applications map to SubmitCandidate records with each stage tracked as a separate record. For Bullhorn Recruitment Cloud (ATS v2), Applications map to Application V2 with the Stage picklist updated to reflect the current stage and Application History records preserving the full stage progression. We confirm the customer's ATS data model during discovery.
CareerBuilder Applicant Tracking
Talent Pool (Talent Network)
Bullhorn ATS & CRM
Talent Pool
1:1CareerBuilder talent network members are stored separately from active job applications. We map these to Bullhorn Talent Pools with the original CareerBuilder pool name preserved as the talent pool name in Bullhorn. Candidate pool membership migrates as a bulk-add operation per pool, and the customer's Bullhorn admin can create additional segmentation or CRM-style lists post-migration.
CareerBuilder Applicant Tracking
Pipeline Stages
Bullhorn ATS & CRM
Job Order Status / ATS v2 Stage Picklist
lossyCareerBuilder pipeline stages (Applied, Screening, Interview, Offer, etc.) vary by customer configuration. We extract the complete stage list from CareerBuilder during discovery and map each to Bullhorn's JobOrder Status values (for ATS v1) or the TR1__Stage__c picklist (for ATS v2). Stage probability percentages transfer where CareerBuilder stores them. Bullhorn's Field Maps UI controls which stage values appear per job, and we configure these before the first job import.
CareerBuilder Applicant Tracking
Ratings and Scorecards
Bullhorn ATS & CRM
Candidate Custom Fields or Scorecard Fields
1:1Recruiter-assigned numeric ratings and structured scorecards from CareerBuilder migrate as custom numeric fields on the Bullhorn Candidate record. We create the destination custom fields during the schema design phase and map each CareerBuilder rating property to its Bullhorn equivalent by field name and data type. Scorecard templates do not migrate as templates; individual candidate scores transfer as field values.
CareerBuilder Applicant Tracking
Communications and Notes
Bullhorn ATS & CRM
Activity Records on Candidate
1:1Email threads and recruiter notes attached to CareerBuilder Candidates migrate as chronological activity records in Bullhorn. We preserve sender, timestamp, and body text. Attachment filenames are mapped to the Bullhorn candidate record, but full attachment files are migrated as binary file links rather than inline content unless the customer specifies otherwise.
CareerBuilder Applicant Tracking
Custom Candidate Fields
Bullhorn ATS & CRM
Custom Fields on Candidate
1:1CareerBuilder customers with custom fields on candidate profiles (inherited from the Luceo era in some legacy accounts) are extracted with field name, data type, and all values. We create matching custom fields in Bullhorn during the schema phase and map values during import. Bullhorn's Field Maps controls field visibility, required status, and dropdown option lists for migrated custom fields.
CareerBuilder Applicant Tracking
User (Recruiter, Hiring Manager)
Bullhorn ATS & CRM
User
1:1CareerBuilder user accounts are mapped to Bullhorn User records by email match. We resolve every distinct owner referenced on Candidate, Job, and Application records and hold any owner without a matching Bullhorn User in a reconciliation queue. The customer's Bullhorn admin provisions missing Users before record import proceeds, since OwnerId is required on most standard Bullhorn objects.
CareerBuilder Applicant Tracking
Job Board Distribution History
Bullhorn ATS & CRM
None
1:1CareerBuilder's job board distribution logs (which boards received each posting, posting dates, spend per board) are not exposed via any documented export. We do not migrate this object. Customers who need to preserve their job board ROI history capture that reporting manually before the migration cutover date. Post-migration, Bullhorn's native job distribution and the Bullhorn Marketplace job board integrations replace CareerBuilder's distribution reporting.
CareerBuilder Applicant Tracking
Reports and Metrics
Bullhorn ATS & CRM
None
1:1CareerBuilder calculates time-to-fill, source effectiveness, and recruiter performance as dynamic reports derived from live data, not as stored historical objects. Historical reports are not migratable. Bullhorn Canvas provides staffing-specific reporting from the moment migration completes; we do not recreate CareerBuilder's historical report data in Bullhorn.
CareerBuilder Applicant Tracking
Workflows and Automations
Bullhorn ATS & CRM
None (rebuild inventory delivered)
1:1CareerBuilder workflow rules and automated candidate engagement emails do not migrate as automation code. We deliver a written inventory of every active CareerBuilder workflow with its trigger, conditions, and actions, plus a recommended Bullhorn Automation equivalent. Bullhorn Automation (formerly Herefish) uses a different automation model with email and text sequences, GDPR consent management, and candidate engagement tracking. The customer's Bullhorn admin or a Bullhorn partner rebuilds these post-migration.
| CareerBuilder Applicant Tracking | Bullhorn ATS & CRM | Compatibility | |
|---|---|---|---|
| Candidate | Candidate1:1 | Fully supported | |
| Job (Position) | Job1:1 | Fully supported | |
| Application | SubmitCandidate (ATS v1) or Application V2 (ATS v2)1:1 | Fully supported | |
| Talent Pool (Talent Network) | Talent Pool1:1 | Fully supported | |
| Pipeline Stages | Job Order Status / ATS v2 Stage Picklistlossy | Mapping required | |
| Ratings and Scorecards | Candidate Custom Fields or Scorecard Fields1:1 | Mapping required | |
| Communications and Notes | Activity Records on Candidate1:1 | Mapping required | |
| Custom Candidate Fields | Custom Fields on Candidate1:1 | Mapping required | |
| User (Recruiter, Hiring Manager) | User1:1 | Fully supported | |
| Job Board Distribution History | None1:1 | Not supported | |
| Reports and Metrics | None1:1 | Not supported | |
| Workflows and Automations | None (rebuild inventory delivered)1:1 | Fully supported |
Gotchas + challenges
Platform-specific issues from each side, plus the pair-specific challenges that don't show up on either platform's page on its own.
CareerBuilder Applicant Tracking gotchas
Resume database staleness causes data-quality noise
Job application volume cap flags postings at 10-13 candidates
Luceo legacy data carries forward through rebranding
No publicly documented API with published rate limits
Job board distribution spend data is not exportable
Bullhorn ATS & CRM gotchas
ATS Growth edition has no API access
Attachments excluded from CSV bulk exports
Custom Object limits vary sharply by edition
Opportunity pipeline stages are recruitment-specific
Resume parse quality varies by document format
Pair-specific challenges
Migration approach
Request CareerBuilder file export and extract source schema
We open a data extraction request with CareerBuilder's customer success team, requesting a structured export covering Candidates, Jobs, Applications, Talent Pools, and custom field definitions. The export typically arrives as CSV or Excel with resume files as a separate zip. Simultaneously, we extract the full CareerBuilder schema including pipeline stages, custom fields, and any Luceo-era legacy field names that carry forward from the original Profilsoft acquisition. This phase produces a schema map and a data quality report that identifies stale resumes, applicant-cap positions, and any orphaned records.
Confirm Bullhorn edition and ATS data model
We confirm whether the destination is Bullhorn ATS or Bullhorn Recruitment Cloud (Salesforce-based) and determine the ATS v1 vs ATS v2 data model. Bullhorn ATS is the standalone platform; Bullhorn Recruitment Cloud sits on Salesforce Lightning and uses ATS v2 Application V2 objects. We configure Bullhorn Field Maps to pre-create destination custom fields matching the CareerBuilder schema, set up Talent Pools, and confirm the stage picklist values that CareerBuilder pipeline stages will map into. Bullhorn's Field Maps UI controls field labels, required status, and dropdown options before any data is imported.
Sandbox migration and reconciliation
We run a full migration into Bullhorn's sandbox environment using production-like data volume. The customer's recruiting operations lead reconciles record counts (Candidates in, Jobs in, Applications in, Talent Pools in), spot-checks 25-50 random candidate records against the CareerBuilder source, and validates that pipeline stage names appear correctly in Bullhorn. Any field mapping corrections, custom field additions, or stage name adjustments are made in the sandbox before production migration begins. This step prevents mapping errors from reaching live data.
Owner reconciliation and User provisioning
We extract every distinct CareerBuilder user referenced as an owner on Candidate, Job, and Application records and match by email against the Bullhorn destination User table. Any CareerBuilder owner without a matching Bullhorn User goes to a reconciliation queue. The customer's Bullhorn admin provisions missing Users and confirms whether each original CareerBuilder user should be set to Active or Inactive in Bullhorn. Migration cannot proceed past this step because Bullhorn's OwnerId references are required on most standard objects.
Production migration in record dependency order
We run production migration in dependency order: Talent Pools (created first), Candidates (with 18-month resume flag applied and resume files chunked in batches of 50), Jobs (with pipeline stage assignments resolved), Applications (mapped to SubmitCandidate for ATS v1 or Application V2 for ATS v2), custom field values (populated per Candidate and Job), User owner assignments (resolved via the User mapping), and communications and notes (as activity records). Each phase emits a row-count reconciliation report before the next phase begins. Bullhorn's REST API handles the ingestion with rate-limit handling and exponential backoff.
Cutover, validation, and automation rebuild handoff
We freeze CareerBuilder writes during cutover, run a final delta migration of records modified during the migration window, and enable Bullhorn as the system of record. We deliver a written inventory of every active CareerBuilder workflow and automated candidate engagement sequence with trigger conditions, actions, and a recommended Bullhorn Automation equivalent. We support a one-week post-migration window for reconciliation issues raised by the recruiting team. We do not rebuild CareerBuilder workflows as Bullhorn Automation sequences inside the migration scope; that is a separate engagement for the customer's Bullhorn admin or a Bullhorn partner.
Platform deep dives
CareerBuilder Applicant Tracking
Source
Strengths
Weaknesses
Bullhorn ATS & CRM
Destination
Strengths
Weaknesses
Complexity grading
Standard HRMS migration. All 7 core objects map 1:1 between CareerBuilder Applicant Tracking and Bullhorn ATS & CRM.
Overall complexity
Standard migration
Derived from compatibility, mapping clarity, API constraints, and data volume across CareerBuilder Applicant Tracking and Bullhorn ATS & CRM.
Object compatibility
All 7 core objects map 1:1 between CareerBuilder Applicant Tracking and Bullhorn ATS & CRM.
Field mapping clarity
Field mapping is derived from defaults — final spec confirmed during the sample migration.
Timeline complexity
7-object category — typical timelines run 2–7 days end-to-end.
API constraints
CareerBuilder Applicant Tracking: Not publicly documented.
Data volume sensitivity
CareerBuilder Applicant Tracking doesn't expose a bulk API — REST + parallelization used for high-volume runs.
Estimator
Rule-based pricing — no per-record fees, no manual quotes. Migrations over 2M records are scoped individually.
Step 1
Pick a category, then your source and destination platforms.
Category
FAQ
Answers to the questions buyers ask most during CareerBuilder Applicant Tracking to Bullhorn ATS & CRM migration scoping. Not seeing yours? Book a call.
Walk through your CareerBuilder Applicant Tracking to Bullhorn ATS & CRM migration with a real engineer — 30 minutes, free, written quote within 24 hours.
Book a free 30 minute consultationAdjacent paths
Other ways to leave CareerBuilder Applicant Tracking
Other ways to arrive at Bullhorn ATS & CRM
Ready when you are
Tell us record counts and timeline. We'll come back with a written quote inside 1 business day — no commitment, no sales pitch.