Pipeline run
88f3f7d6-3552-4609-89f9-b809f2b2ce5d
Pipeline LLM cost (USD)
API 1: $0.0034
API 2: $0.0000
API 3: $0.0000
Total: $0.0034
Client output enrichment
v2 Skill cluster · Nature of work · AI index · Tech stack maturity · Evidence · KRA description
SPARSE JD
sources · ai_index: jd · nature_of_work: jd · tech_stack_maturity: jd
Nature of work
· Pega Developer
Build and support Pega case workflows and UI using PRPC/Platform, Constellation, sections/harnesses/portals, plus activities, data transforms, data pages, integrations, and SLA/security rules.
"Experience in Case Management and Workflow Design."
Tech stack maturity
Mainstream Legacy
Pega development centered on case management, SOAP/REST integrations, SQL, XML, and legacy enterprise workflow patterns is typically a mainstream enterprise stack with significant legacy characteristics.
AI index (0 = no AI use, 5 = totally AI-dependent · v2.1)
1.70 / 5
· Title match
✓ Has AI skill
✓ AI skill (primary)
· AI skill (secondary)
· On AI team
· Builds AI products
vocab breakdown (legacy)
Assistants (×1):
—
Frameworks (×2):
—
Models / concepts (×3):
Transformers
Evidence — skills matched in JD (20)
Pega PRPC
Pega Platform
Case Management
Workflow Design
Sections
Harnesses
Portals
Constellation
Activities
Data Transforms
Data Pages
Data Flows
Data Sets
REST
SOAP
Kafka
SLAs
SQL
XML
JSON
Skill cluster (6 dimension groups, role-scoped)
Integration Protocols & Standards
REST
SOAP
XML
JSON
Asynchronous Messaging and Event Streaming
Kafka
Pega Architectural Concepts & Practices
Case Management
Pega Product Ecosystem
Pega Platform
Pega Programming Languages & DSLs
SQL
Cross-cutting / unaligned
Pega PRPC
Workflow Design
Sections
Harnesses
Portals
Constellation
Activities
Data Transforms
Data Pages
Data Flows
Data Sets
SLAs
Show KRA description ↓
Strong hands-on experience with Pega PRPC / Pega Platform.
Experience in Case Management and Workflow Design.
Experience with UI development (Sections, Harnesses, Portals).
Knowledge of Constellations is must
Experience with Activities and Data Transforms.
Experience with Data Pages (parameterization, refresh strategies).
Knowledge of Data Flows and Data Sets.
Experience with Pega Integrations (REST, SOAP, Kafka).
Hands-on experience with SLAs (Case, Stage, Assignment).
Strong understanding of Pega class structures and rule resolution.
Experience with Pega Security rules (Access Groups, Roles, Privileges).
Proficiency in SQL, XML, JSON.
Good problem-solving and communication skills.
Signals
Skill
backend-engineer
0.15
Alias
hybrid-mobile-developer
0.61
KRA
cybersecurity-engineer
0.40
Post-classification
Centroidupdated · n=1
Alias collision log—
New-role queue—
New skills captured15
New KRA capturedyes
Captured for admin review
Pega PRPC
primary
↔
Pega Developer
pending
Pega Platform
primary
↔
Pega Developer
pending
Case Management
primary
↔
Pega Developer
pending
Workflow Design
primary
↔
Pega Developer
pending
Sections
primary
↔
Pega Developer
pending
Harnesses
primary
↔
Pega Developer
pending
Portals
primary
↔
Pega Developer
pending
Constellation
primary
↔
Pega Developer
pending
Activities
primary
↔
Pega Developer
pending
Data Transforms
primary
↔
Pega Developer
pending
Data Pages
primary
↔
Pega Developer
pending
Data Flows
primary
↔
Pega Developer
pending
Data Sets
primary
↔
Pega Developer
pending
SLAs
primary
↔
Pega Developer
pending
JSON
primary
↔
Pega Developer
pending
R&R fragment (sim 0.00)
↔
Pega Developer
pending
Strong hands-on experience with Pega PRPC / Pega Platform. Experience in Case Management and Workflow Design. Experience with UI development (Sections, Harnesses, Portals). Knowledge of Constellations…
v3 pipeline · Pega Developer
approved
0 · charter
approved
2026-05-21T15:26:26.000398Z
11.5s
1 · anchor
approved
2026-05-21T15:26:38.897199Z
4.9s
2 · dim_gen
approved
2026-05-21T15:26:45.692244Z
59.7s
3 · reconciler
approved
2026-05-21T15:27:47.778356Z
178.2s
4 · typing
pending
—
—
5 · placement
pending
—
—
6 · containment
pending
—
—
7 · enrichment
pending
—
—
8 · catalog_load
approved
2026-05-21T22:32:53.055773Z
4.6s
Status:
extract_from_jd_done
Created: 2026-05-21T13:39:50.126720Z
Updated: 2026-05-21T13:39:52.481824Z
Flow
Current 3-step pipeline
1 POST /skills/extract-from-jd
2 POST /skills/extract-details
3 POST /skills/final-role-output
Role
Chosen role & resolution
Case NEW
Will create new role: Pega Developer
proposed slug: pega-developer
✓ v3 pipeline fired automatically · run_id 8a132a67-31c9-440d-b9c4-cca1e881a549
Stage 1 title 'Pega Developer' not in catalog; KRA inconclusive (0.40) and skill profile too weak to generalize (top_skill=0.15 < 0.20). Finalizing as new role 'Pega Developer'; v3 enriches the catalog in the background for future runs.
Job description
Pega Developer Strong hands-on experience with Pega PRPC / Pega Platform. . Experience in Case Management and Workflow Design. . Experience with UI development (Sections, Harnesses, Portals). . Knowledge of Constellations is must . Experience with Activities and Data Transforms. . Experience with Data Pages (parameterization, refresh strategies). . Knowledge of Data Flows and Data Sets. . Experience with Pega Integrations (REST, SOAP, Kafka). . Hands-on experience with SLAs (Case, Stage, Assignment). . Strong understanding of Pega class structures and rule resolution. . Experience with Pega Security rules (Access Groups, Roles, Privileges). . Proficiency in SQL, XML, JSON. . Good problem-solving and communication skills.
Skills from this JD
Each row merges API 1 extraction, API 2 library match / v3 orchestration (dimensions + locked dims), and API 3 persistence tags.
Pega PRPC
Primary
No API 2 row (run stopped after API 1 or history missing)
Pega Platform
Primary
No API 2 row (run stopped after API 1 or history missing)
Case Management
Primary
No API 2 row (run stopped after API 1 or history missing)
Workflow Design
Primary
No API 2 row (run stopped after API 1 or history missing)
Sections
Primary
No API 2 row (run stopped after API 1 or history missing)
Harnesses
Primary
No API 2 row (run stopped after API 1 or history missing)
Portals
Primary
No API 2 row (run stopped after API 1 or history missing)
Constellation
Primary
No API 2 row (run stopped after API 1 or history missing)
Activities
Primary
No API 2 row (run stopped after API 1 or history missing)
Data Transforms
Primary
No API 2 row (run stopped after API 1 or history missing)
Data Pages
Primary
No API 2 row (run stopped after API 1 or history missing)
Data Flows
Primary
No API 2 row (run stopped after API 1 or history missing)
Data Sets
Primary
No API 2 row (run stopped after API 1 or history missing)
REST
Primary
No API 2 row (run stopped after API 1 or history missing)
SOAP
Primary
No API 2 row (run stopped after API 1 or history missing)
Kafka
Primary
No API 2 row (run stopped after API 1 or history missing)
SLAs
Primary
No API 2 row (run stopped after API 1 or history missing)
SQL
Primary
No API 2 row (run stopped after API 1 or history missing)
XML
Primary
No API 2 row (run stopped after API 1 or history missing)
JSON
Primary
No API 2 row (run stopped after API 1 or history missing)
Library artifacts (this run)
No artifact rows for this run.
nano JD Parser — gpt-4.1-nano click to toggle
RolePega Developer
DomainOther
JD type
pass
Show raw JSON
{
"JD_type": "pass",
"about_company": null,
"certifications": [],
"company_name": null,
"ctc": null,
"domain": {
"primary": {
"aliases": [],
"domain": "Other"
},
"secondary": null
},
"education": [],
"experience": null,
"job_locations": [],
"role": "Pega Developer",
"role_aliases": [
"Pega Consultant",
"Pega Engineer"
],
"role_archetype": "Engineering",
"roles_and_responsibilities": [
{
"bullet_count": 12,
"heading": "Responsibilities",
"heading_was_present": true,
"source_marker": {
"first_5_words": "Strong hands-on experience with Pega",
"last_5_words": "problem-solving and communication skills."
},
"text": "Strong hands-on experience with Pega PRPC / Pega Platform.\nExperience in Case Management and Workflow Design.\nExperience with UI development (Sections, Harnesses, Portals).\nKnowledge of Constellations is must\nExperience with Activities and Data Transforms.\nExperience with Data Pages (parameterization, refresh strategies).\nKnowledge of Data Flows and Data Sets.\nExperience with Pega Integrations (REST, SOAP, Kafka).\nHands-on experience with SLAs (Case, Stage, Assignment).\nStrong understanding of Pega class structures and rule resolution.\nExperience with Pega Security rules (Access Groups, Roles, Privileges).\nProficiency in SQL, XML, JSON.\nGood problem-solving and communication skills.",
"word_count": 116
}
],
"urls": []
}
API 1 — extract-from-jd click to toggle
{
"final_skills": [
{
"is_primary": true,
"skill_name": "Pega PRPC"
},
{
"is_primary": true,
"skill_name": "Pega Platform"
},
{
"is_primary": true,
"skill_name": "Case Management"
},
{
"is_primary": true,
"skill_name": "Workflow Design"
},
{
"is_primary": true,
"skill_name": "Sections"
},
{
"is_primary": true,
"skill_name": "Harnesses"
},
{
"is_primary": true,
"skill_name": "Portals"
},
{
"is_primary": true,
"skill_name": "Constellation"
},
{
"is_primary": true,
"skill_name": "Activities"
},
{
"is_primary": true,
"skill_name": "Data Transforms"
},
{
"is_primary": true,
"skill_name": "Data Pages"
},
{
"is_primary": true,
"skill_name": "Data Flows"
},
{
"is_primary": true,
"skill_name": "Data Sets"
},
{
"is_primary": true,
"skill_name": "REST"
},
{
"is_primary": true,
"skill_name": "SOAP"
},
{
"is_primary": true,
"skill_name": "Kafka"
},
{
"is_primary": true,
"skill_name": "SLAs"
},
{
"is_primary": true,
"skill_name": "SQL"
},
{
"is_primary": true,
"skill_name": "XML"
},
{
"is_primary": true,
"skill_name": "JSON"
}
],
"jd_role": {
"display_name": "Pega Developer",
"rationale": null,
"role_aliases": [
"Pega Consultant",
"Pega Engineer"
],
"role_archetype": "Engineering",
"slug": ""
},
"nano_parsed": {
"JD_type": "pass",
"about_company": null,
"certifications": [],
"company_name": null,
"ctc": null,
"domain": {
"primary": {
"aliases": [],
"domain": "Other"
},
"secondary": null
},
"education": [],
"experience": null,
"job_locations": [],
"role": "Pega Developer",
"role_aliases": [
"Pega Consultant",
"Pega Engineer"
],
"role_archetype": "Engineering",
"roles_and_responsibilities": [
{
"bullet_count": 12,
"heading": "Responsibilities",
"heading_was_present": true,
"source_marker": {
"first_5_words": "Strong hands-on experience with Pega",
"last_5_words": "problem-solving and communication skills."
},
"text": "Strong hands-on experience with Pega PRPC / Pega Platform.\nExperience in Case Management and Workflow Design.\nExperience with UI development (Sections, Harnesses, Portals).\nKnowledge of Constellations is must\nExperience with Activities and Data Transforms.\nExperience with Data Pages (parameterization, refresh strategies).\nKnowledge of Data Flows and Data Sets.\nExperience with Pega Integrations (REST, SOAP, Kafka).\nHands-on experience with SLAs (Case, Stage, Assignment).\nStrong understanding of Pega class structures and rule resolution.\nExperience with Pega Security rules (Access Groups, Roles, Privileges).\nProficiency in SQL, XML, JSON.\nGood problem-solving and communication skills.",
"word_count": 116
}
],
"urls": []
},
"rejected": false,
"rejection_reason": null,
"run_id": "88f3f7d6-3552-4609-89f9-b809f2b2ce5d",
"stage3_signals": {
"alias_found": true,
"alias_match_roles": [
{
"display_name": "Hybrid Mobile Developer",
"matched_count": null,
"role_id": 11,
"score": 0.6111,
"slug": "hybrid-mobile-developer",
"total_count": null
},
{
"display_name": "Backend Engineer",
"matched_count": null,
"role_id": 1,
"score": 0.6111,
"slug": "backend-engineer",
"total_count": null
},
{
"display_name": "ML Engineer",
"matched_count": null,
"role_id": 3,
"score": 0.5556,
"slug": "ml-engineer",
"total_count": null
},
{
"display_name": "Frontend Engineer",
"matched_count": null,
"role_id": 7,
"score": 0.5556,
"slug": "frontend-engineer",
"total_count": null
},
{
"display_name": "AR/VR Engineer",
"matched_count": null,
"role_id": 8,
"score": 0.5556,
"slug": "ar-vr-engineer",
"total_count": null
}
],
"kra_match_roles": [
{
"display_name": "Cybersecurity Engineer",
"matched_count": null,
"role_id": 5,
"score": 0.3964,
"slug": "cybersecurity-engineer",
"total_count": null
},
{
"display_name": "ML Ops Engineer",
"matched_count": null,
"role_id": 16,
"score": 0.3921,
"slug": "ml-ops-engineer",
"total_count": null
},
{
"display_name": "Cloud Architect",
"matched_count": null,
"role_id": 9,
"score": 0.3757,
"slug": "cloud-architect",
"total_count": null
},
{
"display_name": "Data Engineer",
"matched_count": null,
"role_id": 2,
"score": 0.3686,
"slug": "data-engineer",
"total_count": null
},
{
"display_name": "Full Stack Engineer",
"matched_count": null,
"role_id": 15,
"score": 0.3685,
"slug": "full-stack-engineer",
"total_count": null
}
],
"skill_match_roles": [
{
"display_name": "Backend Engineer",
"matched_count": 3,
"role_id": 1,
"score": 0.15,
"slug": "backend-engineer",
"total_count": 20
},
{
"display_name": "Data Engineer",
"matched_count": 2,
"role_id": 2,
"score": 0.1,
"slug": "data-engineer",
"total_count": 20
},
{
"display_name": "Full Stack Engineer",
"matched_count": 1,
"role_id": 15,
"score": 0.05,
"slug": "full-stack-engineer",
"total_count": 20
}
]
},
"stage4_decision": {
"alias_collision_detected": false,
"case": "NEW",
"chosen_role": {
"display_name": "Pega Developer",
"matched_count": null,
"role_id": 24,
"score": 0.0,
"slug": "pega-developer",
"total_count": null
},
"confidence": 0.0,
"is_new_role": true,
"llm2_fired": false,
"llm2_reasoning": null,
"new_role_display_name": "Pega Developer",
"new_role_slug": "pega-developer",
"queued": false,
"reasoning": "Stage 1 title \u0027Pega Developer\u0027 not in catalog; KRA inconclusive (0.40) and skill profile too weak to generalize (top_skill=0.15 \u003c 0.20). Finalizing as new role \u0027Pega Developer\u0027; v3 enriches the catalog in the background for future runs."
},
"stage5_updates": {
"centroid_n_after": 1,
"centroid_updated": true,
"collision_log_id": null,
"new_kra_attached": {
"best_kra_similarity": 0.0,
"queue_id": 67,
"r_and_r_preview": "Strong hands-on experience with Pega PRPC / Pega Platform.\nExperience in Case Management and Workflow Design.\nExperience with UI development (Sections, Harnesses, Portals).\nKnowledge of Constellations",
"role_display_name": "Pega Developer",
"role_slug": "pega-developer",
"status": "pending"
},
"new_skills_attached": [
{
"is_primary": true,
"queue_id": 1743,
"role_display_name": "Pega Developer",
"role_slug": "pega-developer",
"skill_name": "Pega PRPC",
"status": "pending"
},
{
"is_primary": true,
"queue_id": 1744,
"role_display_name": "Pega Developer",
"role_slug": "pega-developer",
"skill_name": "Pega Platform",
"status": "pending"
},
{
"is_primary": true,
"queue_id": 1745,
"role_display_name": "Pega Developer",
"role_slug": "pega-developer",
"skill_name": "Case Management",
"status": "pending"
},
{
"is_primary": true,
"queue_id": 1746,
"role_display_name": "Pega Developer",
"role_slug": "pega-developer",
"skill_name": "Workflow Design",
"status": "pending"
},
{
"is_primary": true,
"queue_id": 1747,
"role_display_name": "Pega Developer",
"role_slug": "pega-developer",
"skill_name": "Sections",
"status": "pending"
},
{
"is_primary": true,
"queue_id": 1748,
"role_display_name": "Pega Developer",
"role_slug": "pega-developer",
"skill_name": "Harnesses",
"status": "pending"
},
{
"is_primary": true,
"queue_id": 1749,
"role_display_name": "Pega Developer",
"role_slug": "pega-developer",
"skill_name": "Portals",
"status": "pending"
},
{
"is_primary": true,
"queue_id": 1750,
"role_display_name": "Pega Developer",
"role_slug": "pega-developer",
"skill_name": "Constellation",
"status": "pending"
},
{
"is_primary": true,
"queue_id": 1751,
"role_display_name": "Pega Developer",
"role_slug": "pega-developer",
"skill_name": "Activities",
"status": "pending"
},
{
"is_primary": true,
"queue_id": 1752,
"role_display_name": "Pega Developer",
"role_slug": "pega-developer",
"skill_name": "Data Transforms",
"status": "pending"
},
{
"is_primary": true,
"queue_id": 1753,
"role_display_name": "Pega Developer",
"role_slug": "pega-developer",
"skill_name": "Data Pages",
"status": "pending"
},
{
"is_primary": true,
"queue_id": 1754,
"role_display_name": "Pega Developer",
"role_slug": "pega-developer",
"skill_name": "Data Flows",
"status": "pending"
},
{
"is_primary": true,
"queue_id": 1755,
"role_display_name": "Pega Developer",
"role_slug": "pega-developer",
"skill_name": "Data Sets",
"status": "pending"
},
{
"is_primary": true,
"queue_id": 1756,
"role_display_name": "Pega Developer",
"role_slug": "pega-developer",
"skill_name": "SLAs",
"status": "pending"
},
{
"is_primary": true,
"queue_id": 1757,
"role_display_name": "Pega Developer",
"role_slug": "pega-developer",
"skill_name": "JSON",
"status": "pending"
}
],
"queue_entry_id": null,
"v3_pipeline_triggered": true,
"v3_role_slug": "pega-developer",
"v3_run_id": "8a132a67-31c9-440d-b9c4-cca1e881a549"
}
}
API 2 — extract-details
{}
API 3 — final-role-output
{}
LLM Calls
Every model call made for this run, in pipeline order. Click a card to see the model's response.
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