HRMS migration

Migrate from CareerBuilder Applicant Tracking to Bullhorn ATS & CRM

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 logo

CareerBuilder Applicant Tracking

Source

Bullhorn ATS & CRM

Destination

Bullhorn ATS & CRM logo

Compatibility

92%

11 of 12

objects map 1:1 between CareerBuilder Applicant Tracking and Bullhorn ATS & CRM.

Complexity

BStandard

Timeline

4-6 weeks

Rollback included Accuracy guarantee Field-level validation

Overview

What this migration involves

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.

Field-level fidelity

Every standard and custom field arrives verified.

Schema-aware mapping

AI proposes the map; you confirm before any record moves.

Relationships preserved

Parent–child, lookups, and ownership stay linked.

Full activity history

Calls, emails, meetings — with original timestamps.

Attachments & notes

Documents, uploads, and inline notes move with the record.

Why teams make this switch

Two sides of the same decision

Leaving

CareerBuilder Applicant Tracking logo

CareerBuilder Applicant Tracking

What's pushing teams away

  • High plan costs relative to competitors with poor ROI reported by multiple mid-market firms who failed to place candidates from the platform.
  • Employer portal navigation is unintuitive and customer support is described as unresponsive when issues arise during active recruiting cycles.
  • Resume database contains many outdated profiles with no self-service mechanism for candidates to refresh their information.
  • Positions flagged at 10–13 applicants limits reach and requires manual intervention to reopen sourcing, disrupting active hiring pipelines.
  • Transitioning from Luceo/Profilsoft origins means some legacy configurations carry forward and require manual cleanup during any system change.

Choosing

Bullhorn ATS & CRM logo

Bullhorn ATS & CRM

What's pulling them in

  • Agencies choose Bullhorn because it combines ATS and CRM in one platform, eliminating the need to switch between separate tools for candidate management and client relationship tracking.
  • The resume parser extracts contact details, work history, and skills into structured, searchable candidate profiles automatically without manual data entry, reportedly driving 24% more placements per recruiter.
  • Bullhorn's placement and split-billing model natively supports contract staffing workflows, handling start/end dates, overtime rules, and multi-party pay/charge rates in a single record.
  • The platform offers extensive third-party integrations through its Recruitment Cloud Marketplace, connecting with back-office, onboarding, and payroll systems used by staffing agencies.
  • 72% of Bullhorn customers are teams with fewer than 10 users, and Bullhorn's implementation team handles setup and data migration for small agencies going live within weeks.

Object mapping

How CareerBuilder Applicant Tracking objects map to Bullhorn ATS & CRM

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

maps to

Bullhorn ATS & CRM

Candidate

1:1
Fully supported

CareerBuilder 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)

maps to

Bullhorn ATS & CRM

Job

1:1
Fully supported

CareerBuilder 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

maps to

Bullhorn ATS & CRM

SubmitCandidate (ATS v1) or Application V2 (ATS v2)

1:1
Fully supported

CareerBuilder 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)

maps to

Bullhorn ATS & CRM

Talent Pool

1:1
Fully supported

CareerBuilder 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

maps to

Bullhorn ATS & CRM

Job Order Status / ATS v2 Stage Picklist

lossy
Mapping required

CareerBuilder 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

maps to

Bullhorn ATS & CRM

Candidate Custom Fields or Scorecard Fields

1:1
Mapping required

Recruiter-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

maps to

Bullhorn ATS & CRM

Activity Records on Candidate

1:1
Mapping required

Email 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

maps to

Bullhorn ATS & CRM

Custom Fields on Candidate

1:1
Mapping required

CareerBuilder 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)

maps to

Bullhorn ATS & CRM

User

1:1
Fully supported

CareerBuilder 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

maps to

Bullhorn ATS & CRM

None

1:1
Not supported

CareerBuilder'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

maps to

Bullhorn ATS & CRM

None

1:1
Not supported

CareerBuilder 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

maps to

Bullhorn ATS & CRM

None (rebuild inventory delivered)

1:1
Fully supported

CareerBuilder 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.

Gotchas + challenges

What specifically takes care here

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 logo

CareerBuilder Applicant Tracking gotchas

Medium

Resume database staleness causes data-quality noise

Medium

Job application volume cap flags postings at 10-13 candidates

Low

Luceo legacy data carries forward through rebranding

High

No publicly documented API with published rate limits

Low

Job board distribution spend data is not exportable

Bullhorn ATS & CRM logo

Bullhorn ATS & CRM gotchas

High

ATS Growth edition has no API access

High

Attachments excluded from CSV bulk exports

Medium

Custom Object limits vary sharply by edition

Medium

Opportunity pipeline stages are recruitment-specific

Low

Resume parse quality varies by document format

Pair-specific challenges

  • No public API forces vendor-assisted file export

    CareerBuilder does not publish a public REST API or GraphQL endpoint for the ATS with documented rate limits or authentication schemes. Migration work requires either a vendor-assisted data extract or integration through a partner platform like Workable or JazzHR. We request a structured CSV or Excel export from CareerBuilder's customer success team before mapping begins, which typically adds two to three weeks to the project timeline and is dependent on vendor availability. Bullhorn's REST API and Bulk API handle the ingestion side, but the source extraction is outside our control.

  • Resume database staleness pollutes candidate quality

    Multiple G2 and Capterra reviews report that CareerBuilder's resume database contains outdated profiles with no visible last-update date in the recruiter interface. Candidates have no self-service mechanism to refresh their information, so stale profiles accumulate over years of use. We check the most recent resume update timestamp on every Candidate record and flag those unchanged in the past 18 months so the customer decides whether to suppress them from migration or accept them into Bullhorn as-is.

  • 10-13 applicant cap flags and restricts job postings

    CareerBuilder flags job postings and restricts pipeline visibility when positions reach 10-13 applicants, with no UI-visible toggle to adjust this threshold. For staffing firms running high-volume contingent staffing, this cap disrupts active hiring pipelines and requires manual intervention to reopen sourcing. During migration scoping we ask whether any open positions are near this threshold and document those jobs separately so the customer's Bullhorn admin can immediately reopen sourcing in the new system after cutover.

  • ATS v1 vs ATS v2 data model changes mapping strategy

    Bullhorn offers two data models. ATS v1 uses separate objects for each recruiting stage (Application, Submission, Interview, Offer, Placement). ATS v2 introduced Application V2 as a junction object with a Stage picklist and Application History records. Bullhorn Recruitment Cloud customers can switch to ATS v2 via a custom setting in Setup, but the choice affects how we map CareerBuilder Applications. We confirm the customer's Bullhorn data model during discovery and adjust the Application-to-Application V2 mapping before the first record is imported.

  • Bullhorn field-level security can block imports silently

    Bullhorn administrators configure field-level security and validation rules that can cause individual records to fail import without throwing a visible error. We coordinate with the customer's Bullhorn admin before migration to grant the migration user appropriate field-level permissions, and we either temporarily bypass validation rules or add a migration-context exemption. After migration completes, validation rules are re-enabled. This step prevents the silent record rejection that occurs in 5-15 percent of imports when this coordination is skipped.

Migration approach

Six steps for a successful CareerBuilder Applicant Tracking to Bullhorn ATS & CRM data migration

  1. 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.

  2. 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.

  3. 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.

  4. 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.

  5. 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.

  6. 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

Context on both ends of the pair

CareerBuilder Applicant Tracking logo

CareerBuilder Applicant Tracking

Source

Strengths

  • Broad candidate database covering non-technical and broad-skill positions across multiple industries.
  • Integrated job board distribution to major sites without requiring separate job posting workflows.
  • Automated candidate engagement via email drip sequences tied to new relevant openings.
  • Configurable ATS pipeline stages and workflow rules per job or department.
  • Employment screening integration for background checks and drug screening within the same platform.

Weaknesses

  • Outdated resume database with no automatic refresh mechanism for candidate profiles.
  • High plan costs relative to modern ATS competitors, especially for mid-market teams.
  • Dated employer portal UX and poor customer support responsiveness reported in multiple reviews.
  • Limited qualified candidate pool for specialized IT and technical roles.
  • Flag-at-10-applicants behavior on job postings restricts pipeline volume without manual reopening.
Bullhorn ATS & CRM logo

Bullhorn ATS & CRM

Destination

Strengths

  • Unified ATS and CRM on one platform purpose-built for staffing agencies, eliminating separate tools for candidates and clients.
  • Automated resume parsing extracts structured candidate data—contact details, work history, skills—into searchable profiles instantly.
  • Native placement and split-billing model handles contract staffing workflows including start/end dates and overtime rules.
  • Bullhorn Recruitment Cloud Marketplace offers 100+ pre-validated third-party integrations spanning the full recruiting lifecycle.
  • 24/7 global support coverage from 350+ support staff with dedicated account management included at all tiers.

Weaknesses

  • Widely regarded as old and bloated with an unintuitive interface and steep learning curve for new recruiters.
  • Slow page loads and performance lag cited in over 200 verified G2 reviews during high-volume recruiting periods.
  • Pricing is opaque—custom-negotiated per organization with significant upfront implementation fees that vary by deal.
  • ATS Growth edition excludes API access entirely, preventing automated data export without upgrading first.

Complexity grading

How hard is this migration?

Standard HRMS migration. All 7 core objects map 1:1 between CareerBuilder Applicant Tracking and Bullhorn ATS & CRM.

B

Overall complexity

Standard migration

Derived from compatibility, mapping clarity, API constraints, and data volume across CareerBuilder Applicant Tracking and Bullhorn ATS & CRM.

  • Object compatibility

    A

    All 7 core objects map 1:1 between CareerBuilder Applicant Tracking and Bullhorn ATS & CRM.

  • Field mapping clarity

    C

    Field mapping is derived from defaults — final spec confirmed during the sample migration.

  • Timeline complexity

    B

    7-object category — typical timelines run 2–7 days end-to-end.

  • API constraints

    B

    CareerBuilder Applicant Tracking: Not publicly documented.

  • Data volume sensitivity

    B

    CareerBuilder Applicant Tracking doesn't expose a bulk API — REST + parallelization used for high-volume runs.

Estimator

Estimate your CareerBuilder Applicant Tracking to Bullhorn ATS & CRM migration cost

Rule-based pricing — no per-record fees, no manual quotes. Migrations over 2M records are scoped individually.

Step 1

What are you migrating?

Pick a category, then your source and destination platforms.

Category

FAQ

Frequently asked questions about CareerBuilder Applicant Tracking to Bullhorn ATS & CRM data migrations

Answers to the questions buyers ask most during CareerBuilder Applicant Tracking to Bullhorn ATS & CRM migration scoping. Not seeing yours? Book a call.

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Straightforward migrations under 10,000 candidates, 2,000 jobs, and no Luceo-era legacy custom fields land between four and six weeks. Migrations with talent pool segmentation, multi-stage pipeline mapping, large resume attachment batches (over 5,000 files), Bullhorn Recruitment Cloud as the destination, or applicant-cap positions requiring documentation move to eight to fourteen weeks. The primary timeline variable is CareerBuilder's vendor-assisted export, which adds two to three weeks to the discovery phase before we begin schema work.

Adjacent paths

Related migrations to explore

Ready when you are

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