Pipeline run
c5c86e0a-3d34-4886-941e-f767fda547e4
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, maps business needs into tables/fields and relational models, and evaluates DBMSs while supporting QA and client-server test code/UI prototypes.
""documents and communicates database design""
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
Technical Platforms
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
Technical Platforms
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
Status:
extract_from_jd_done
Created: 2026-05-18T21:01:57.710305Z
Updated: 2026-05-18T21:01:57.710305Z
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)
Technical Platforms
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": "tables for a relational model."
},
"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": "Technical Platforms"
}
],
"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": "tables for a relational model."
},
"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": []
},
"run_id": null,
"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": "F",
"chosen_role": {
"display_name": "Data Engineer",
"matched_count": null,
"role_id": 2,
"score": 0.424,
"slug": "data-engineer",
"total_count": null
},
"confidence": 0.95,
"llm2_fired": true,
"llm2_reasoning": "The job\u2019s focus on database design, installation, schema modeling, and data storage optimization aligns directly with a Data Engineer\u2019s core responsibilities.",
"queued": false,
"reasoning": "LLM2 picked data-engineer (confidence 0.95)"
},
"stage5_updates": 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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