Pipeline run
b5e61fa2-f11f-4019-9efd-27b91a18f4a0
Pipeline LLM cost (USD)
API 1: $0.0124
API 2: $0.0000
API 3: $0.0000
Total: $0.0124
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
· API and service implementation
Leads platform-layer Teamcenter architecture and design, translating customer needs into complex software solutions, then guiding implementation, testing, and delivery across web/client framework, cloud, and integration technologies.
""Design and lead the development of solutions at the platform layer of the Teamcenter PLM system""
Tech stack maturity
Mainstream Modern
The skill mix centers on Java, JavaScript, AWS, containers, and microservices, which aligns with a mainstream modern backend stack rather than legacy or bleeding-edge tech.
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 (15)
Teamcenter
PLM
Web Services
Database Design
GWT
HTML5
CSS
JavaScript
Java
Client Framework
Cloud Development
Containers
Microservices
AWS
C++
Skill cluster (5 dimension groups, role-scoped)
Programming Languages
JavaScript
Java
C++
Cloud Platforms
AWS
Microservices and Distributed Systems
Microservices
Styling and Responsive Layout
CSS
Cross-cutting / unaligned
Teamcenter
PLM
Web Services
Database Design
GWT
HTML5
Client Framework
Cloud Development
Containers
Show KRA description ↓
The Teamcenter Foundation Design Office is a team of senior architects working together to define the direction of the Teamcenter platform. DO team members define architecture, lead other foundation developers and consult with application developers in the development of complex software solutions.
Design and lead the development of solutions at the platform layer of the Teamcenter PLM system with a focus on surpassing customer expectations, on achieving high quality and on-time delivery.
Ability to understand complex products, solutions, and problems.
Creates, documents, and oversees the execution of software designs that may involve complicated workflows or multiple product areas.
Provides input to the technical direction of the platform layer to ensure efficient implementation of end-user applications
Consults with customers to gather requirements for future features and solutions
Able to solve complex technical problems.
Provides specialized expertise within multiple systems, software disciplines, as well as general knowledge of related disciplines, applications implications, and customer areas.
Works with minimal supervision on complex projects with wide latitude for independent judgment.
Bachelor’s degree in Computer Science or Computer Engineering or equivalent is required.
Master’s or Doctorate, or 5+ years of experience are required.
Excellent communication skills (verbal and written)
2+ years leading others in the design and implementation of commercial software
Fluency in C++ is desirable.
Experience with platform technologies including web services, DB design, modular design techniques
3+ years experience with GWT, HTML5, CSS, JavaScript, Java, and other web technologies
Minimum 5 years experience working with and designing/implementing client framework solutions
Experience in Cloud development, containers, microservices, Amazon AWS.
Job Family Responsibilities:
Leads the most complex design, maintenance, enhancement, testing, implementation, and support of software. Leads and designs the development of software test requirements for the most complex modules under development, executes most complex test specifications. Leads and designs estimates for the most complex modules under development, and estimates own work. Leads reviews of the most complex customers' standards specification and other documentation to determine software engineering requirements. Designs presentations of the most complex technical findings and developments. Leads the software quality process through the execution of the most complex module, subsystem, and system test procedures.
Demonstrates extensive knowledge in the field of specialization or multiple disciplines to the successful completion of complex assignments. Successfully serves as a point of authority and/or source of technical/scientific knowledge for area of expertise. Demonstrates comprehensive knowledge of organization's business practices and issues faced and contribute to problem resolution of those issues. Typically 10+ years of successful experience in related field and successful demonstration of Key Responsibilities and Knowledge as presented above. Advanced degree MAY be substituted for experience, where applicable.
Develops team members through mentoring and coaching in complex subjects.
Acts as advisor to top management and business partners on advanced technical matters. Represents the company as the primary external contact.
Signals
Skill
full-stack-engineer
0.29
Alias
—
—
KRA
full-stack-engineer
0.58
Post-classification
Centroidupdated · n=418
Alias collision log—
New-role queue—
New skills captured7
New KRA capturedyes
Captured for admin review
Teamcenter
primary
↔
Backend Developer
pending
PLM
primary
↔
Backend Developer
pending
Web Services
primary
↔
Backend Developer
pending
Database Design
primary
↔
Backend Developer
pending
GWT
primary
↔
Backend Developer
pending
Client Framework
primary
↔
Backend Developer
pending
Cloud Development
primary
↔
Backend Developer
pending
R&R fragment (sim 0.00)
↔
Backend Developer
pending
The Teamcenter Foundation Design Office is a team of senior architects working together to define the direction of the Teamcenter platform. DO team members define architecture, lead other foundation d…
Status:
extract_from_jd_done
Created: 2026-05-27T14:16:52.050025Z
Updated: 2026-05-27T14:16:55.350002Z
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
Specific Requirements The Teamcenter Foundation Design Office is a team of senior architects working together to define the direction of the Teamcenter platform. DO team members define architecture, lead other foundation developers and consult with application developers in the development of complex software solutions. Design and lead the development of solutions at the platform layer of the Teamcenter PLM system with a focus on surpassing customer expectations, on achieving high quality and on-time delivery. Ability to understand complex products, solutions, and problems. Creates, documents, and oversees the execution of software designs that may involve complicated workflows or multiple product areas. Provides input to the technical direction of the platform layer to ensure efficient implementation of end-user applications Consults with customers to gather requirements for future features and solutions Able to solve complex technical problems. Provides specialized expertise within multiple systems, software disciplines, as well as general knowledge of related disciplines, applications implications, and customer areas. Works with minimal supervision on complex projects with wide latitude for independent judgment. Minimum Requirements: Bachelor’s degree in Computer Science or Computer Engineering or equivalent is required. Master’s or Doctorate, or 5+ years of experience are required. Excellent communication skills (verbal and written) 2+ years leading others in the design and implementation of commercial software Fluency in C++ is desirable. Experience with platform technologies including web services, DB design, modular design techniques 3+ years experience with GWT, HTML5, CSS, JavaScript, Java, and other web technologies Minimum 5 years experience working with and designing/implementing client framework solutions Experience in Cloud development, containers, microservices, Amazon AWS General Requirements Job Family Responsibilities: Leads the most complex design, maintenance, enhancement, testing, implementation, and support of software. Leads and designs the development of software test requirements for the most complex modules under development, executes most complex test specifications. Leads and designs estimates for the most complex modules under development, and estimates own work. Leads reviews of the most complex customers' standards specification and other documentation to determine software engineering requirements. Designs presentations of the most complex technical findings and developments. Leads the software quality process through the execution of the most complex module, subsystem, and system test procedures. Education: BS/BA in a related discipline, or advanced degree, where required, or equivalent combination of education and experience. Certification may be required in some areas. Knowledge and Experience: Demonstrates extensive knowledge in the field of specialization or multiple disciplines to the successful completion of complex assignments. Successfully serves as a point of authority and/or source of technical/scientific knowledge for area of expertise. Demonstrates comprehensive knowledge of organization's business practices and issues faced and contribute to problem resolution of those issues. Typically 10+ years of successful experience in related field and successful demonstration of Key Responsibilities and Knowledge as presented above. Advanced degree MAY be substituted for experience, where applicable. The direction of Others: Develops team members through mentoring and coaching in complex subjects. Key Working Relationships: Acts as advisor to top management and business partners on advanced technical matters. Represents the company as the primary external contact. Offer of employment with Siemens is conditioned upon the successful completion of a background check and drug screen, subject to applicable laws and regulations. Equal Employment Opportunity Statement Siemens is an Equal Opportunity and Affirmative Action Employer encouraging diversity in the workplace. All qualified applicants will receive consideration for employment without regard to their race, color, creed, religion, ancestry, national origin, sex, sexual orientation, gender identity, age, marital status, family responsibilities, pregnancy, genetic information, protected veteran or military status, other categories protected by federal, state, or local law, and regardless of whether the qualified applicants are individuals with disabilities. Organization: Digital Industries Company: Siemens Industry Software (India) Private Limited Experience Level: Experienced Professional Job Type: Full-time
Skills from this JD
Each row merges API 1 extraction, API 2 library match / v3 orchestration (dimensions + locked dims), and API 3 persistence tags.
Teamcenter
Primary
No API 2 row (run stopped after API 1 or history missing)
PLM
Primary
No API 2 row (run stopped after API 1 or history missing)
C++
Secondary
No API 2 row (run stopped after API 1 or history missing)
Web Services
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)
GWT
Primary
No API 2 row (run stopped after API 1 or history missing)
HTML5
Primary
No API 2 row (run stopped after API 1 or history missing)
CSS
Primary
No API 2 row (run stopped after API 1 or history missing)
JavaScript
Primary
No API 2 row (run stopped after API 1 or history missing)
Java
Primary
No API 2 row (run stopped after API 1 or history missing)
Client Framework
Primary
No API 2 row (run stopped after API 1 or history missing)
Cloud Development
Primary
No API 2 row (run stopped after API 1 or history missing)
Containers
Primary
No API 2 row (run stopped after API 1 or history missing)
Microservices
Primary
No API 2 row (run stopped after API 1 or history missing)
AWS
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
RoleSenior Architect
CompanySiemens Industry Software (India) Private Limited
ExperienceTypically 10+ years of successful experience in related field
DomainSoftware & SaaS Products
JD type
pass
Show raw JSON
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API 1 — extract-from-jd click to toggle
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},
{
"kra_text": "Collaborates with development teams to improve build processes, reduce deployment friction, containerize applications, and adopt DevOps best practices.",
"sentence": "Design and lead the development of solutions at the platform layer of the Teamcenter PLM system with a focus on surpassing customer expectations, on achieving high quality and on-time delivery.",
"similarity": 0.4454
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 10,
"score": 0.4812,
"slug": "devops-engineer",
"total_count": null
}
],
"skill_match_roles": [
{
"display_name": "Fullstack Developer",
"kra_matches": null,
"matched_count": 4,
"matched_skills": [
"AWS",
"CSS",
"Java",
"JavaScript"
],
"role_id": 15,
"score": 0.2857,
"slug": "full-stack-engineer",
"total_count": 14
},
{
"display_name": "Backend Developer",
"kra_matches": null,
"matched_count": 4,
"matched_skills": [
"AWS",
"Java",
"JavaScript",
"microservices"
],
"role_id": 1,
"score": 0.2857,
"slug": "backend-engineer",
"total_count": 14
},
{
"display_name": "Fullstack Developer",
"kra_matches": null,
"matched_count": 3,
"matched_skills": [
"CSS",
"Java",
"JavaScript"
],
"role_id": 435,
"score": 0.2143,
"slug": "fullstack-developer",
"total_count": 14
},
{
"display_name": "Scala Backend Developer",
"kra_matches": null,
"matched_count": 3,
"matched_skills": [
"AWS",
"Java",
"microservices"
],
"role_id": 87,
"score": 0.2143,
"slug": "scala-backend-developer",
"total_count": 14
},
{
"display_name": "Node.js Backend Developer",
"kra_matches": null,
"matched_count": 3,
"matched_skills": [
"AWS",
"JavaScript",
"microservices"
],
"role_id": 82,
"score": 0.2143,
"slug": "node-backend-developer",
"total_count": 14
}
]
},
"stage4_decision": {
"alias_collision_detected": false,
"case": "DOMAIN",
"chosen_role": {
"display_name": "Backend Developer",
"kra_matches": null,
"matched_count": null,
"matched_skills": null,
"role_id": 1,
"score": 0.84,
"slug": "backend-engineer",
"total_count": null
},
"confidence": 0.84,
"is_new_role": false,
"llm2_fired": false,
"llm2_reasoning": null,
"matched_dimensions": [
"Platform Architecture",
"Complex Software Design",
"Backend / Platform Engineering",
"Client Framework Development",
"Cloud-Native Development",
"Technical Leadership",
"Customer Requirements Gathering"
],
"matched_kras": [
"define the direction of the Teamcenter platform",
"design and lead the development of solutions",
"creates, documents, and oversees the execution of software designs",
"provide input to the technical direction of the platform layer",
"consults with customers to gather requirements",
"solve complex technical problems",
"work with minimal supervision on complex projects",
"leads the most complex design, maintenance, enhancement, testing, implementation, and support of software"
],
"matched_skills": [
"Teamcenter",
"C++",
"web services",
"DB design",
"modular design techniques",
"GWT",
"HTML5",
"CSS",
"JavaScript",
"Java",
"client framework solutions",
"Cloud development",
"containers",
"microservices",
"Amazon AWS"
],
"new_role_display_name": null,
"new_role_slug": null,
"queued": false,
"reasoning": "Domain=Software Engineering \u2192 sub-role java-backend-developer; The JD is centered on platform-layer software architecture, complex software solutions, web services, DB design, modular design, cloud/microservices, and leading development work, which best matches a backend/platform engineer role.",
"sub_role": {
"confidence": 0.92,
"display_name": "Java Backend Developer",
"reasoning": "The JD explicitly calls out Java, GWT, web technologies, and Teamcenter platform/client framework work, which aligns most strongly with a Java backend/platform role.",
"role_id": 79,
"slug": "java-backend-developer"
}
},
"stage5_updates": {
"centroid_n_after": 418,
"centroid_updated": true,
"collision_log_id": null,
"new_kra_attached": {
"best_kra_similarity": 0.0,
"queue_id": 454,
"r_and_r_preview": "The Teamcenter Foundation Design Office is a team of senior architects working together to define the direction of the Teamcenter platform. DO team members define architecture, lead other foundation d",
"role_display_name": "Backend Developer",
"role_slug": "backend-engineer",
"status": "pending"
},
"new_skills_attached": [
{
"is_primary": true,
"queue_id": 8039,
"role_display_name": "Backend Developer",
"role_slug": "backend-engineer",
"skill_name": "Teamcenter",
"status": "pending"
},
{
"is_primary": true,
"queue_id": 8040,
"role_display_name": "Backend Developer",
"role_slug": "backend-engineer",
"skill_name": "PLM",
"status": "pending"
},
{
"is_primary": true,
"queue_id": 8041,
"role_display_name": "Backend Developer",
"role_slug": "backend-engineer",
"skill_name": "Web Services",
"status": "pending"
},
{
"is_primary": true,
"queue_id": 8042,
"role_display_name": "Backend Developer",
"role_slug": "backend-engineer",
"skill_name": "Database Design",
"status": "pending"
},
{
"is_primary": true,
"queue_id": 8043,
"role_display_name": "Backend Developer",
"role_slug": "backend-engineer",
"skill_name": "GWT",
"status": "pending"
},
{
"is_primary": true,
"queue_id": 8044,
"role_display_name": "Backend Developer",
"role_slug": "backend-engineer",
"skill_name": "Client Framework",
"status": "pending"
},
{
"is_primary": true,
"queue_id": 8045,
"role_display_name": "Backend Developer",
"role_slug": "backend-engineer",
"skill_name": "Cloud Development",
"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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