Pipeline run
1e79f6ca-70d2-409a-a7d5-716dc08215cf
Pipeline LLM cost (USD)
API 1: $0.0029
API 2: $0.0000
API 3: $0.0000
Total: $0.0029
Client output enrichment
v2 Skill cluster · Nature of work · AI index · Tech stack maturity · Evidence · KRA description
role baseline loaded
sources · ai_index: jd · nature_of_work: jd · tech_stack_maturity: jd
Nature of work
· Data transformation and modeling
Designs and documents database structures and standards, evaluates/installs DBMSs, and defines tables, fields, storage, and relational mappings. Also builds client-server app screens/reports and supports QA and test code.
""establishes database management systems, standards, guidelines, and quality assurance for database deliverables""
Tech stack maturity
Mainstream Modern
AI index (0 = no AI use, 5 = totally AI-dependent · v2.1)
0.00 / 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):
—
Evidence — skills matched in JD (8)
Database Management Systems
Database Design
Quality Assurance
Data Modeling
Relational Model
Client-Server
User Interface
Business Application Prototypes
Skill cluster (1 dimension groups, role-scoped)
Cross-cutting / unaligned
Database Management Systems
Database Design
Quality Assurance
Data Modeling
Relational Model
Client-Server
User Interface
Business Application Prototypes
Show KRA description ↓
• Establishes database management systems, standards, guidelines, and quality assurance for database deliverables, such as conceptual design, logical database, capacity planning, external data interface specification, data loading plan, data maintenance plan and security policy. Documents and communicates database design.
• Evaluates and installs database management systems.
• Codes complex programs and derives logical processes on technical platforms. Builds windows, screens, and reports. Assists in the design of user interface and business application prototypes.
• Participates in quality assurance and develops test application code in client server environment.
• Provides expertise in devising, negotiating, and defending the tables and fields provided in the database. Adapts business requirements, developed by modeling/development staff and systems engineers, and develops the data, database specifications, and table and element attributes for an application.
• At more experienced levels, helps to develop an understanding of client's original data and storage mechanisms.
• Determines appropriateness of data for storage and optimum storage organization.
• Determines how tables relate to each other and how fields interact within the tables for a relational model.
Signals
Skill
—
—
Alias
data-engineer
1.00
KRA
data-engineer
0.42
Post-classification
Centroidupdated · n=6
Alias collision log—
New-role queue—
New skills captured8
New KRA captured—
Captured for admin review
Database Management Systems
primary
↔
Data Engineer
pending
Database Design
primary
↔
Data Engineer
pending
Quality Assurance
primary
↔
Data Engineer
pending
Data Modeling
primary
↔
Data Engineer
pending
Relational Model
primary
↔
Data Engineer
pending
Client-Server
primary
↔
Data Engineer
pending
User Interface
↔
Data Engineer
pending
Business Application Prototypes
↔
Data Engineer
pending
Status:
extract_from_jd_done
Created: 2026-05-18T23:54:35.205557Z
Updated: 2026-05-18T23:54:36.115405Z
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
No chosen role stored for this run.
Job description
Data Engineer Job Description: • Establishes database management systems, standards, guidelines, and quality assurance for database deliverables, such as conceptual design, logical database, capacity planning, external data interface specification, data loading plan, data maintenance plan and security policy. Documents and communicates database design. • Evaluates and installs database management systems. • Codes complex programs and derives logical processes on technical platforms. Builds windows, screens, and reports. Assists in the design of user interface and business application prototypes. • Participates in quality assurance and develops test application code in client server environment. • Provides expertise in devising, negotiating, and defending the tables and fields provided in the database. Adapts business requirements, developed by modeling/development staff and systems engineers, and develops the data, database specifications, and table and element attributes for an application. • At more experienced levels, helps to develop an understanding of client's original data and storage mechanisms. • Determines appropriateness of data for storage and optimum storage organization. • Determines how tables relate to each other and how fields interact within the tables for a relational model.
Skills from this JD
Each row merges API 1 extraction, API 2 library match / v3 orchestration (dimensions + locked dims), and API 3 persistence tags.
Database Management Systems
Primary
No API 2 row (run stopped after API 1 or history missing)
Database Design
Primary
No API 2 row (run stopped after API 1 or history missing)
Quality Assurance
Primary
No API 2 row (run stopped after API 1 or history missing)
Data Modeling
Primary
No API 2 row (run stopped after API 1 or history missing)
Relational Model
Primary
No API 2 row (run stopped after API 1 or history missing)
Client-Server
Primary
No API 2 row (run stopped after API 1 or history missing)
User Interface
Secondary
No API 2 row (run stopped after API 1 or history missing)
Business Application Prototypes
Secondary
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
RoleData Engineer
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": {
"max": null,
"min": null,
"raw": null
},
"job_locations": [],
"role": "Data Engineer",
"role_archetype": "Data",
"roles_and_responsibilities": [
{
"bullet_count": 8,
"heading": "Responsibilities",
"heading_was_present": true,
"source_marker": {
"first_5_words": "\u2022 Establishes database management systems,",
"last_5_words": "fields interact within the tables for"
},
"text": "\u2022 Establishes database management systems, standards, guidelines, and quality assurance for database deliverables, such as conceptual design, logical database, capacity planning, external data interface specification, data loading plan, data maintenance plan and security policy. Documents and communicates database design.\n\u2022 Evaluates and installs database management systems.\n\u2022 Codes complex programs and derives logical processes on technical platforms. Builds windows, screens, and reports. Assists in the design of user interface and business application prototypes.\n\u2022 Participates in quality assurance and develops test application code in client server environment.\n\u2022 Provides expertise in devising, negotiating, and defending the tables and fields provided in the database. Adapts business requirements, developed by modeling/development staff and systems engineers, and develops the data, database specifications, and table and element attributes for an application.\n\u2022 At more experienced levels, helps to develop an understanding of client\u0027s original data and storage mechanisms.\n\u2022 Determines appropriateness of data for storage and optimum storage organization.\n\u2022 Determines how tables relate to each other and how fields interact within the tables for a relational model.",
"word_count": 202
}
],
"urls": []
}
API 1 — extract-from-jd click to toggle
{
"final_skills": [
{
"is_primary": true,
"skill_name": "Database Management Systems"
},
{
"is_primary": true,
"skill_name": "Database Design"
},
{
"is_primary": true,
"skill_name": "Quality Assurance"
},
{
"is_primary": true,
"skill_name": "Data Modeling"
},
{
"is_primary": true,
"skill_name": "Relational Model"
},
{
"is_primary": true,
"skill_name": "Client-Server"
},
{
"is_primary": false,
"skill_name": "User Interface"
},
{
"is_primary": false,
"skill_name": "Business Application Prototypes"
}
],
"jd_role": {
"display_name": "Data Engineer",
"rationale": null,
"role_archetype": "Data",
"slug": ""
},
"nano_parsed": {
"JD_type": "pass",
"about_company": null,
"certifications": [],
"company_name": null,
"ctc": null,
"domain": {
"primary": {
"aliases": [],
"domain": "Other"
},
"secondary": null
},
"education": [],
"experience": {
"max": null,
"min": null,
"raw": null
},
"job_locations": [],
"role": "Data Engineer",
"role_archetype": "Data",
"roles_and_responsibilities": [
{
"bullet_count": 8,
"heading": "Responsibilities",
"heading_was_present": true,
"source_marker": {
"first_5_words": "\u2022 Establishes database management systems,",
"last_5_words": "fields interact within the tables for"
},
"text": "\u2022 Establishes database management systems, standards, guidelines, and quality assurance for database deliverables, such as conceptual design, logical database, capacity planning, external data interface specification, data loading plan, data maintenance plan and security policy. Documents and communicates database design.\n\u2022 Evaluates and installs database management systems.\n\u2022 Codes complex programs and derives logical processes on technical platforms. Builds windows, screens, and reports. Assists in the design of user interface and business application prototypes.\n\u2022 Participates in quality assurance and develops test application code in client server environment.\n\u2022 Provides expertise in devising, negotiating, and defending the tables and fields provided in the database. Adapts business requirements, developed by modeling/development staff and systems engineers, and develops the data, database specifications, and table and element attributes for an application.\n\u2022 At more experienced levels, helps to develop an understanding of client\u0027s original data and storage mechanisms.\n\u2022 Determines appropriateness of data for storage and optimum storage organization.\n\u2022 Determines how tables relate to each other and how fields interact within the tables for a relational model.",
"word_count": 202
}
],
"urls": []
},
"rejected": false,
"rejection_reason": null,
"run_id": "1e79f6ca-70d2-409a-a7d5-716dc08215cf",
"stage3_signals": {
"alias_match_roles": [
{
"display_name": "Data Engineer",
"matched_count": null,
"role_id": 2,
"score": 1.0,
"slug": "data-engineer",
"total_count": null
}
],
"kra_match_roles": [
{
"display_name": "Data Engineer",
"matched_count": null,
"role_id": 2,
"score": 0.424,
"slug": "data-engineer",
"total_count": null
},
{
"display_name": "Cybersecurity Engineer",
"matched_count": null,
"role_id": 5,
"score": 0.4078,
"slug": "cybersecurity-engineer",
"total_count": null
},
{
"display_name": "Android Engineer",
"matched_count": null,
"role_id": 4,
"score": 0.3977,
"slug": "android-engineer",
"total_count": null
},
{
"display_name": "Frontend Engineer",
"matched_count": null,
"role_id": 7,
"score": 0.3911,
"slug": "frontend-engineer",
"total_count": null
},
{
"display_name": "Backend Engineer",
"matched_count": null,
"role_id": 1,
"score": 0.3851,
"slug": "backend-engineer",
"total_count": null
}
],
"skill_match_roles": [],
"stage35_ran": false
},
"stage4_decision": {
"alias_collision_detected": false,
"case": "A",
"chosen_role": {
"display_name": "Data Engineer",
"matched_count": null,
"role_id": 2,
"score": 1.0,
"slug": "data-engineer",
"total_count": null
},
"confidence": 0.424,
"llm2_fired": false,
"llm2_reasoning": null,
"queued": false,
"reasoning": "Stage 1 title \u0027Data Engineer\u0027 (name match); KRA agrees (0.42)"
},
"stage5_updates": {
"centroid_n_after": 6,
"centroid_updated": true,
"collision_log_id": null,
"new_kra_attached": null,
"new_skills_attached": [
{
"is_primary": true,
"queue_id": 131,
"role_display_name": "Data Engineer",
"role_slug": "data-engineer",
"skill_name": "Database Management Systems",
"status": "pending"
},
{
"is_primary": true,
"queue_id": 132,
"role_display_name": "Data Engineer",
"role_slug": "data-engineer",
"skill_name": "Database Design",
"status": "pending"
},
{
"is_primary": true,
"queue_id": 133,
"role_display_name": "Data Engineer",
"role_slug": "data-engineer",
"skill_name": "Quality Assurance",
"status": "pending"
},
{
"is_primary": true,
"queue_id": 134,
"role_display_name": "Data Engineer",
"role_slug": "data-engineer",
"skill_name": "Data Modeling",
"status": "pending"
},
{
"is_primary": true,
"queue_id": 135,
"role_display_name": "Data Engineer",
"role_slug": "data-engineer",
"skill_name": "Relational Model",
"status": "pending"
},
{
"is_primary": true,
"queue_id": 136,
"role_display_name": "Data Engineer",
"role_slug": "data-engineer",
"skill_name": "Client-Server",
"status": "pending"
},
{
"is_primary": false,
"queue_id": 137,
"role_display_name": "Data Engineer",
"role_slug": "data-engineer",
"skill_name": "User Interface",
"status": "pending"
},
{
"is_primary": false,
"queue_id": 138,
"role_display_name": "Data Engineer",
"role_slug": "data-engineer",
"skill_name": "Business Application Prototypes",
"status": "pending"
}
],
"queue_entry_id": null,
"v3_pipeline_triggered": false,
"v3_role_slug": null,
"v3_run_id": null
}
}
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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