Pipeline run
121ee76d-57a7-4ae0-b8ba-eeab0d8867e8
Client output enrichment
v2 Skill cluster · Nature of work · AI index · Tech stack maturity · Evidence · KRA descriptionvocab breakdown (legacy)
Signals
Post-classification
Captured for admin review
Product Vision & Strategy: Demonstrated ability to align and work towards a clear product vision and long-term roadmap that aligns with business goals. Proven experience in supporting the development …
1 POST /skills/extract-from-jd
2 POST /skills/extract-details
3 POST /skills/final-role-output
Technical Product Manager
domain · Tech-Adjacent CASE DOMAINslug: technical-product-manager · id: 116 · source: db
Domain=Tech-Adjacent; The JD centers on product vision, technical product strategy, API/service design, Agile backlog management, UAT, and cross-functional delivery, which best matches a Technical Product Manager.
Matched skills
Matched dimensions
Matched KRAs
Resolution:
in_db
— role exists in library; skill↔dim and role↔dim links saved when applicable.
Job description
Line of Service
Advisory
Industry/Sector
Not Applicable
Specialism
SAP
Management Level
Manager
Job Description & Summary
At PwC, our people in software and product innovation focus on developing cutting-edge software solutions and driving product innovation to meet the evolving needs of clients. These individuals combine technical experience with creative thinking to deliver innovative software products and solutions.
Those in software engineering at PwC will focus on developing innovative software solutions to drive digital transformation and enhance business performance. In this field, you will use your knowledge to design, code, and test cutting-edge applications that revolutionise industries and deliver exceptional user experiences.
*Why PWC
At PwC, you will be part of a vibrant community of solvers that leads with trust and creates distinctive outcomes for our clients and communities. This purpose-led and values-driven work, powered by technology in an environment that drives innovation, will enable you to make a tangible impact in the real world. We reward your contributions, support your wellbeing, and offer inclusive benefits, flexibility programmes and mentorship that will help you thrive in work and life. Together, we grow, learn, care, collaborate, and create a future of infinite experiences for each other. Learn more about us.
At PwC, we believe in providing equal employment opportunities, without any discrimination on the grounds of gender, ethnic background, age, disability, marital status, sexual orientation, pregnancy, gender identity or expression, religion or other beliefs, perceived differences and status protected by law. We strive to create an environment where each one of our people can bring their true selves and contribute to their personal growth and the firm’s growth. To enable this, we have zero tolerance for any discrimination and harassment based on the above considerations. "
We’re seeking a Technical Product Manager who shall be part of the Risk & Compliance / Technology – Cards Payment business in Bangalore
This team coordinates technology development, compliance requirements, and product enablement. As a technical product manager, you shall facilitate collaboration between technology, product, and business groups. Primary responsibilities include developing features for existing and new platforms, leading integrations with new businesses, and ensuring that AML & Sanctions requirements meet regulatory obligations while supporting business enablement.
This role requires interest in payment innovation, technology, and product management, attention to detail, and the ability to achieve results within a complex setting. Technical competence in database queries, supporting large-scale platforms, troubleshooting incidents, conducting data analysis, and participating in technical and functional solution development is necessary.
Responsibilities:
· Product Vision & Strategy: Demonstrated ability to align and work towards a clear product vision and long-term roadmap that aligns with business goals. Proven experience in supporting the development and articulation of strategic plans with leaders for new product development initiatives, along with improvement, and innovation at scale.
· Cross-Functional Collaboration: Skilled at collaborating across multiple teams including engineering, operations, compliance, product, analytics, and business units to deliver value. The ability to collaborate and drive initiatives in a highly matrixed environment. Guide multi-functional teams through strategic and tactical decisions, recognizing dependencies, risks, and solutions.
· Agile Product Management: Well-versed in Agile methodologies (Scrum, Kanban, Lean, SAFe, Design Thinking), with hands-on experience managing backlogs (user stories, epics, features), facilitating sprint planning, and utilizing tools such as JIRA and JIRA Align.
· Technical Expertise: Strong technical background, including experience with planning API/service design and integration, SQL, and data querying (SQL Developer, Postgres SQL), and management of large-scale, data-driven platforms. Ability to engage in technical solutioning and brainstorming discussions with architects, engineers, and QA teams, ensuring robust and scalable solutions. Ability to translate business requirements into product features and ensure adherence
throughout the product lifecycle. Demonstrates strong technical expertise and can turn capabilities into long term product strategies and vision for Technology Teams.
· Data Analysis & Problem Solving: Advanced skills in data analysis, process mapping, impact/gap/root cause analysis, and supporting stakeholders with complex data requests. Experience in extracting actionable insights from large datasets to finalize product decisions and drive enhancements.
· User Acceptance Testing: Conduct thorough UAT for client integrations and new features (frontend and backend/API) in pre- and post-production by defining objectives and scope, creating timelines, developing and executing test cases, validating results, tracking defects until resolved, and supporting stakeholders throughout the process.
· Wireframing & UX Design: Experience in creating detailed wireframes and mockups, collaborating with stakeholders to refine user experience and interface design.
· User and Client Centric Mindset: Enthusiastic about improving user experience, supporting product demos, gathering feedback, and ensuring that solutions meet user needs and compliance standards.
· Communication Skills: Exceptional written and verbal communication abilities, capable of presenting complex topics to diverse audiences, including leaders, partners, and technical stakeholders. Strong interpersonal skills for effective partner management and alignment at all organizational levels.
· Incident & Issue Management: Proficiency in rapid assessment and communication of application issues, incident reporting, and coordination with development and operations to resolve incidents and minimize impact.
· Prioritization & Time Management: Strong organizational abilities to prioritize critical tasks, manage multiple initiatives, and coordinate deliverables across global teams and different time zones.
· Monitoring & Analytics: Partnering with operations and analytics to develop platform health metrics, monitor performance, and drive data-driven decision making.
· Adaptability & Initiative: Proactive, self-driven, and solutions-oriented—capable of thriving in fast-paced, ambiguous, and evolving environments while driving progress and innovation.
· Continuous Learning: Commitment to staying current with industry trends, technology advancements, and best practices in product management, compliance, and payments.
Preferred Qualifications:
Education & Experience: 8 or more years of relevant work experience with a bachelor’s degree or at least 6 years of experience with an Advanced Degree (e.g., Masters, MBA, JD, MD) or a minimum of 2 years of work experience with a PhD. Experience with Compliance systems and strong analytical skills.
Understanding of payment processing payment ecosystem, a plus
Mandatory Skill Sets:
Candidates with experience in Compliance, Anti-Money Laundering (AML), Sanction Screening and end-to-end Case/Alert Management are preferred.
· Demonstrated experience with Artificial Intelligence and Machine Learning solutions is considered a significant asset, highlighting the ability to innovate and enhance business processes through advanced technologies.
· A strong understanding of ISO 8583 and ISO 20022 standards is highly desirable, reflecting proficiency in industry protocols necessary for secure and efficient financial messaging and transactions.
· Support Product leadership by skillfully conducting user demonstrations, providing clear insights into product capabilities while ensuring clients’ needs and feedback are effectively addressed.
· Prepare and help deliver comprehensive status reports to monitor progress across multiple concurrent workstreams, facilitating transparent communication and strategic decision-making.
· Solid technical background: API/service design and integration, SQL (Postgres, SQL Developer), large-scale data platforms.
· Advanced data analysis and problem-solving skills.
· Excellent written and verbal communication; experience presenting to leaders and cross-functional teams.
· Customer- and client-centric mindset with attention to UX, wireframing and UAT.
· Comfortable working in a fast-paced, matrixed environment across time zones.
Preferred Skill Sets:
Candidates with experience in Compliance, Anti-Money Laundering (AML), Sanction Screening and end-to-end Case/Alert Management are preferred.
· Demonstrated experience with Artificial Intelligence and Machine Learning solutions is considered a significant asset, highlighting the ability to innovate and enhance business processes through advanced technologies.
· A strong understanding of ISO 8583 and ISO 20022 standards is highly desirable, reflecting proficiency in industry protocols necessary for secure and efficient financial messaging and transactions.
· Support Product leadership by skillfully conducting user demonstrations, providing clear insights into product capabilities while ensuring clients’ needs and feedback are effectively addressed.
· Prepare and help deliver comprehensive status reports to monitor progress across multiple concurrent workstreams, facilitating transparent communication and strategic decision-making.
· Solid technical background: API/service design and integration, SQL (Postgres, SQL Developer), large-scale data platforms.
· Advanced data analysis and problem-solving skills.
· Excellent written and verbal communication; experience presenting to leaders and cross-functional teams.
· Customer- and client-centric mindset with attention to UX, wireframing and UAT.
· Comfortable working in a fast-paced, matrixed environment across time zones.
Years of Experience required:
8-13
Education Qualification:
Btech MCA
Education (if blank, degree and/or field of study not specified)
Degrees/Field of Study required: Bachelor of Technology
Degrees/Field of Study preferred:
Certifications (if blank, certifications not specified)
Required Skills
Project Management
Optional Skills
Acceptance Test Driven Development (ATDD), Acceptance Test Driven Development (ATDD), Accepting Feedback, Active Listening, Analytical Thinking, Android, API Management, Appian (Platform), Application Development, Application Frameworks, Application Lifecycle Management, Application Software, Business Process Improvement, Business Process Management (BPM), Business Requirements Analysis, C#.NET, C++ Programming Language, Client Management, Coaching and Feedback, Code Review, Coding Standards, Communication, Computer Engineering, Computer Science, Continuous Integration/Continuous Delivery (CI/CD) {+ 51 more}
Desired Languages (If blank, desired languages not specified)
Travel Requirements
Not Specified
Available for Work Visa Sponsorship?
No
Government Clearance Required?
No
Job Posting End Date
Skills from this JD
Each row merges API 1 extraction, API 2 library match / v3 orchestration (dimensions + locked dims), and API 3 persistence tags.
Aliases — catalog
- Agile (CANONICAL) primary
Context tags (catalog)
Stored enrichment (catalog DB)
- Category
- Methodology
- Sub-category
- Agile
- Confidence
- 0.99
- Version strategy
- NOT_APPLICABLE
Maturity reasoning: Agile appears in a large share of software job descriptions and is a standard hiring-pipeline requirement; Scrum/Kanban are commonly listed alongside it, showing broad market adoption.
Skill profile (library / DB)
- Skill nature
- METHODOLOGY
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Category id
- 8
- Sub-category id
- 367
- Extractable
- True
- Also category
- False
Dimensions (API 2 worklist)
-
React Frontend Development Catalog dimension db id 96
Library dimension (catalog)
API 3 link attempts (this skill)
| Dimension | Skill↔dim | Role↔dim | Outcome |
|---|---|---|---|
|
React Frontend Development
d_init_01
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
Aliases — catalog
- Scrum (CANONICAL) primary
Context tags (catalog)
Stored enrichment (catalog DB)
- Category
- Methodology
- Sub-category
- Scrum
- Confidence
- 0.99
- Version strategy
- NOT_APPLICABLE
Maturity reasoning: Scrum appears in a large share of agile project-management and product-owner job descriptions, and Scrum Alliance/PSM certifications are widely requested in hiring pipelines.
Skill profile (library / DB)
- Skill nature
- METHODOLOGY
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Category id
- 8
- Sub-category id
- 921
- Extractable
- True
- Also category
- False
Dimensions (API 2 worklist)
-
React Frontend Development Catalog dimension db id 96
Library dimension (catalog)
API 3 link attempts (this skill)
| Dimension | Skill↔dim | Role↔dim | Outcome |
|---|---|---|---|
|
React Frontend Development
d_init_01
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
Skill enrichment (orchestrator / LLM)
No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).
- Category
- Practices
- Sub-category
- general
- Skill nature
- PRACTICE
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
Skill enrichment (orchestrator / LLM)
No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).
- Category
- Practices
- Sub-category
- general
- Skill nature
- PRACTICE
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
Skill enrichment (orchestrator / LLM)
No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).
- Category
- Practices
- Sub-category
- general
- Skill nature
- PRACTICE
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
Skill enrichment (orchestrator / LLM)
No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).
- Category
- Practices
- Sub-category
- general
- Skill nature
- PRACTICE
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
Skill enrichment (orchestrator / LLM)
No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).
- Category
- Tools
- Sub-category
- general
- Skill nature
- TOOL
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
Skill enrichment (orchestrator / LLM)
No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).
- Category
- Tools
- Sub-category
- general
- Skill nature
- TOOL
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
Aliases — catalog
- API (CANONICAL)
Context tags (catalog)
Stored enrichment (catalog DB)
- Category
- Concept
- Sub-category
- Application Programming Interface
- Confidence
- 0.93
- Version strategy
- NOT_APPLICABLE
Maturity reasoning: APIs are a core requirement in most software engineering JDs and underpin common integrations across cloud, mobile, and web stacks; major vendors like AWS, Stripe, and Google Cloud center products on API-first usage.
Skill profile (library / DB)
- Skill nature
- CONCEPT
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Category id
- 2
- Sub-category id
- 1174
- Extractable
- True
- Also category
- False
Dimensions (API 2 worklist)
-
API Integration and Data Fetching Catalog dimension db id 127
Library dimension (catalog)
Roles linked in library: Angular Frontend Developer, Frontend Developer, Fullstack Developer, React Frontend Developer, Svelte Frontend Developer, Vue Frontend Developer, Web Developer
API 3 link attempts (this skill)
| Dimension | Skill↔dim | Role↔dim | Outcome |
|---|---|---|---|
|
API Integration and Data Fetching
api-integration-and-data-fetching
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
Aliases — catalog
- SQL (CANONICAL) primary
Context tags (catalog)
Stored enrichment (catalog DB)
- Category
- Language
- Sub-category
- Query Language
- Vendor
- ANSI
- License
- unknown
- Year introduced
- 1974
- Confidence
- 0.99
- Version strategy
- NOT_APPLICABLE
Maturity reasoning: SQL appears in a large share of data, backend, and analytics job descriptions and remains the default query language for PostgreSQL, MySQL, and cloud warehouses like Snowflake/BigQuery.
Skill profile (library / DB)
- Skill nature
- LANGUAGE
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Category id
- 6
- Sub-category id
- 97
- Extractable
- True
- Also category
- False
Dimensions (API 2 worklist)
-
Pega Programming Languages & DSLs Catalog dimension db id 267
Library dimension (catalog)
Roles linked in library: Pega Developer
-
Programming Languages for Data Work Catalog dimension db id 21
Library dimension (catalog)
Roles linked in library: Data Engineer
API 3 link attempts (this skill)
| Dimension | Skill↔dim | Role↔dim | Outcome |
|---|---|---|---|
|
Pega Programming Languages & DSLs
pega-programming-languages-dsls
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
|
Programming Languages for Data Work
programming-languages-for-data-work
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
Aliases — catalog
- PostgreSQL (CANONICAL) primary
- PG 13 (VERSION)
- PG 14 (VERSION)
- PG 15 (VERSION)
- PG 16 (VERSION)
- PostgreSQL 13 (VERSION)
- PostgreSQL 14 (VERSION)
- PostgreSQL 15 (VERSION)
- PostgreSQL 16 (VERSION)
- Postgres 13 (VERSION)
- Postgres 14 (VERSION)
- Postgres 15 (VERSION)
- Postgres 16 (VERSION)
- pg10 (VERSION)
- pg11 (VERSION)
- pg12 (VERSION)
- pg13 (VERSION)
- pg14 (VERSION)
- pg15 (VERSION)
- pg16 (VERSION)
- postgres (VERSION)
- postgresql 10 (VERSION)
- postgresql 11 (VERSION)
- postgresql 12 (VERSION)
- postgresql 13 (VERSION)
- postgresql 14 (VERSION)
- postgresql 15 (VERSION)
- postgresql 16 (VERSION)
- postgresql-16 (VERSION)
- postgresql10 (VERSION)
- postgresql11 (VERSION)
- postgresql12 (VERSION)
- postgresql13 (VERSION)
- postgresql14 (VERSION)
- postgresql15 (VERSION)
- postgresql16 (VERSION)
Context tags (catalog)
Stored enrichment (catalog DB)
- Category
- Datastore
- Sub-category
- Relational Database
- Vendor
- PostgreSQL Global Development Group
- License
- other_open
- Year introduced
- 1996
- Confidence
- 0.99
- Version strategy
- NOT_APPLICABLE
Maturity reasoning: PostgreSQL appears in a large share of backend/data engineering job postings and is a default managed option across AWS RDS, GCP Cloud SQL, and Azure Database, indicating broad hiring-pipeline adoption.
Skill profile (library / DB)
- Skill nature
- TOOL
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Category id
- 3
- Sub-category id
- 29
- Extractable
- True
- Also category
- False
Dimensions (API 2 worklist)
-
Relational Data Modeling Catalog dimension db id 216
Library dimension (catalog)
Roles linked in library: Fullstack Developer, Fullstack Developer, PHP Backend Developer
-
Relational Database Design Catalog dimension db id 4
Library dimension (catalog)
Roles linked in library: .NET Backend Developer, Backend Developer, Kotlin Backend Developer, Node.js Backend Developer, Python Backend Developer, Ruby Backend Developer, Scala Backend Developer
-
Relational Database Usage Catalog dimension db id 371
Library dimension (catalog)
Roles linked in library: Go Backend Developer
API 3 link attempts (this skill)
| Dimension | Skill↔dim | Role↔dim | Outcome |
|---|---|---|---|
|
Relational Data Modeling
relational-data-modeling
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
|
Relational Database Design
relational-database-design
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
|
Relational Database Usage
relational-database-usage
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
Skill enrichment (orchestrator / LLM)
No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).
- Category
- Concepts
- Sub-category
- general
- Skill nature
- CONCEPT
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
Aliases — catalog
- Payload Mapping (CANONICAL) primary
- payload mapping (CANONICAL)
Context tags (catalog)
Stored enrichment (catalog DB)
- Category
- Concept
- Sub-category
- Payload Mapping
- Confidence
- 0.90
- Version strategy
- NOT_APPLICABLE
Maturity reasoning: “Payload mapping” appears in some integration/iPaaS and API docs, but JD volume is low and usually folded into broader ETL, integration, or data transformation roles rather than listed as a standalone skill.
Skill profile (library / DB)
- Skill nature
- CONCEPT
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Category id
- 2
- Sub-category id
- 3058
- Extractable
- True
- Also category
- False
Dimensions (API 2 worklist)
-
External System Integrations Catalog dimension db id 14
Library dimension (catalog)
Roles linked in library: .NET Backend Developer, Backend Developer, Drupal Dev, Java Backend Developer, Kotlin Backend Developer, Node.js Backend Developer, PHP Backend Developer, Python Backend Developer, Ruby Backend Developer, Scala Backend Developer
API 3 link attempts (this skill)
| Dimension | Skill↔dim | Role↔dim | Outcome |
|---|---|---|---|
|
External System Integrations
external-system-integrations
|
— | — |
Skipped — no persistable v3 meta for new skill
skill_not_in_db_v3_proposed
|
Aliases — catalog
- root cause analysis (CANONICAL) primary
- root-cause analysis (CANONICAL)
Context tags (catalog)
Stored enrichment (catalog DB)
- Category
- Methodology
- Sub-category
- Root Cause Analysis Methodology
- Confidence
- 0.96
- Version strategy
- NOT_APPLICABLE
Maturity reasoning: Root cause analysis is a standard incident/postmortem skill in SRE, ITIL, and quality roles; it appears broadly in job descriptions for operations, QA, and manufacturing, not as a niche tool.
Skill profile (library / DB)
- Skill nature
- METHODOLOGY
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Category id
- 8
- Sub-category id
- 3301
- Extractable
- True
- Also category
- False
Dimensions (API 2 worklist)
-
Observability and Diagnostics Catalog dimension db id 287
Library dimension (catalog)
Roles linked in library: Go Backend Developer, Java Backend Developer, Python Backend Developer
-
Site Troubleshooting and Debugging Catalog dimension db id 353
Library dimension (catalog)
Roles linked in library: Drupal Dev
-
Sitecore Troubleshooting and Maintenance Catalog dimension db id 447
Library dimension (catalog)
Roles linked in library: Sitecore Dev
API 3 link attempts (this skill)
| Dimension | Skill↔dim | Role↔dim | Outcome |
|---|---|---|---|
|
Observability and Diagnostics
observability-and-diagnostics
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
|
Site Troubleshooting and Debugging
site-troubleshooting-and-debugging
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
|
Sitecore Troubleshooting and Maintenance
sitecore-troubleshooting-and-maintenance
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
Skill enrichment (orchestrator / LLM)
No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).
- Category
- Practices
- Sub-category
- general
- Skill nature
- PRACTICE
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
Skill enrichment (orchestrator / LLM)
No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).
- Category
- Practices
- Sub-category
- general
- Skill nature
- PRACTICE
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
Skill enrichment (orchestrator / LLM)
No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).
- Category
- Practices
- Sub-category
- general
- Skill nature
- PRACTICE
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
Skill enrichment (orchestrator / LLM)
No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).
- Category
- Practices
- Sub-category
- general
- Skill nature
- PRACTICE
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
Skill enrichment (orchestrator / LLM)
No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).
- Category
- Concepts
- Sub-category
- general
- Skill nature
- CONCEPT
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
Skill enrichment (orchestrator / LLM)
No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).
- Category
- Concepts
- Sub-category
- general
- Skill nature
- CONCEPT
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
All API 3 persistence rows
Same grid as the skill-extractor “Persistence items” table: one row per (skill × dimension) work item.
| Skill | Tag | Dimension | Skill↔dim | Role↔dim | Outcome | Notes |
|---|---|---|---|---|---|---|
| Agile | in_db |
React Frontend Development
d_init_01
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| Scrum | in_db |
React Frontend Development
d_init_01
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| API | in_db |
API Integration and Data Fetching
api-integration-and-data-fetching
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| SQL | in_db |
Pega Programming Languages & DSLs
pega-programming-languages-dsls
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| SQL | in_db |
Programming Languages for Data Work
programming-languages-for-data-work
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| PostgreSQL | in_db |
Relational Data Modeling
relational-data-modeling
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| PostgreSQL | in_db |
Relational Database Design
relational-database-design
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| PostgreSQL | in_db |
Relational Database Usage
relational-database-usage
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| Process Mapping | new |
External System Integrations
external-system-integrations
|
— | — | Skipped — no persistable v3 meta for new skill | skill_not_in_db_v3_proposed |
| Root Cause Analysis | in_db |
Observability and Diagnostics
observability-and-diagnostics
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| Root Cause Analysis | in_db |
Site Troubleshooting and Debugging
site-troubleshooting-and-debugging
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| Root Cause Analysis | in_db |
Sitecore Troubleshooting and Maintenance
sitecore-troubleshooting-and-maintenance
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
Library artifacts (this run)
| Kind | Detail | DB id |
|---|---|---|
| canonical_skill_proposed | Kanban | type=Practices subtype=general nature=PRACTICE lifespan=MULTI_YEAR | |
| canonical_skill_proposed | Lean | type=Practices subtype=general nature=PRACTICE lifespan=MULTI_YEAR | |
| canonical_skill_proposed | SAFe | type=Practices subtype=general nature=PRACTICE lifespan=MULTI_YEAR | |
| canonical_skill_proposed | Design Thinking | type=Practices subtype=general nature=PRACTICE lifespan=MULTI_YEAR | |
| canonical_skill_proposed | JIRA | type=Tools subtype=general nature=TOOL lifespan=MULTI_YEAR | |
| canonical_skill_proposed | JIRA Align | type=Tools subtype=general nature=TOOL lifespan=MULTI_YEAR | |
| canonical_skill_proposed | Data Analysis | type=Concepts subtype=general nature=CONCEPT lifespan=MULTI_YEAR | |
| canonical_skill_proposed | User Acceptance Testing | type=Practices subtype=general nature=PRACTICE lifespan=MULTI_YEAR | |
| canonical_skill_proposed | Wireframing | type=Practices subtype=general nature=PRACTICE lifespan=MULTI_YEAR | |
| canonical_skill_proposed | Mockups | type=Practices subtype=general nature=PRACTICE lifespan=MULTI_YEAR | |
| canonical_skill_proposed | UX Design | type=Practices subtype=general nature=PRACTICE lifespan=MULTI_YEAR | |
| canonical_skill_proposed | Compliance | type=Concepts subtype=general nature=CONCEPT lifespan=MULTI_YEAR | |
| canonical_skill_proposed | Payments | type=Concepts subtype=general nature=CONCEPT lifespan=MULTI_YEAR | |
| dimension_skill_link_proposed | Process Mapping ↔ External System Integrations |
nano JD Parser — gpt-4.1-nano click to toggle
Show raw JSON
{
"JD_type": "pass",
"about_company": {
"source_marker": {
"first_5_words": "At PwC, our people in",
"last_5_words": "innovative software products and solutions."
},
"text": "At PwC, our people in software and product innovation focus on developing cutting-edge software solutions and driving product innovation to meet the evolving needs of clients. These individuals combine technical experience with creative thinking to deliver innovative software products and solutions.",
"word_count": 42
},
"archetype_override_applied": true,
"archetype_override_reason": "tech-adjacent title + tech-context body",
"certifications": [],
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"domain": {
"primary": {
"aliases": [
"ITES",
"BPO",
"Tech Consulting"
],
"domain": "IT Services \u0026 Consulting"
},
"secondary": null
},
"education": [
{
"level": "Bachelor\u0027s",
"qualification": "BTECH - Technology",
"raw": "Bachelor of Technology",
"requirement": "required"
}
],
"experience": {
"max": 13,
"min": 8,
"raw": "8-13"
},
"job_locations": [
{
"aliases": [
"Bengaluru"
],
"city": "Bangalore",
"country": "India",
"state": null,
"work_mode": null
}
],
"role": "Technical Product Manager",
"role_aliases": [
"Product Manager",
"Technical PM",
"TPM"
],
"role_archetype": "Engineering",
"roles_and_responsibilities": [
{
"bullet_count": 0,
"heading": "Responsibilities",
"heading_was_present": true,
"source_marker": {
"first_5_words": "Product Vision \u0026 Strategy: Demonstrated",
"last_5_words": "and payments."
},
"text": "Product Vision \u0026 Strategy: Demonstrated ability to align and work towards a clear product vision and long-term roadmap that aligns with business goals. Proven experience in supporting the development and articulation of strategic plans with leaders for new product development initiatives, along with improvement, and innovation at scale.\n\nCross-Functional Collaboration: Skilled at collaborating across multiple teams including engineering, operations, compliance, product, analytics, and business units to deliver value. The ability to collaborate and drive initiatives in a highly matrixed environment. Guide multi-functional teams through strategic and tactical decisions, recognizing dependencies, risks, and solutions.\n\nAgile Product Management: Well-versed in Agile methodologies (Scrum, Kanban, Lean, SAFe, Design Thinking), with hands-on experience managing backlogs (user stories, epics, features), facilitating sprint planning, and utilizing tools such as JIRA and JIRA Align.\n\nTechnical Expertise: Strong technical background, including experience with planning API/service design and integration, SQL, and data querying (SQL Developer, Postgres SQL), and management of large-scale, data-driven platforms. Ability to engage in technical solutioning and brainstorming discussions with architects, engineers, and QA teams, ensuring robust and scalable solutions. Ability to translate business requirements into product features and ensure adherence throughout the product lifecycle. Demonstrates strong technical expertise and can turn capabilities into long term product strategies and vision for Technology Teams.\n\nData Analysis \u0026 Problem Solving: Advanced skills in data analysis, process mapping, impact/gap/root cause analysis, and supporting stakeholders with complex data requests. Experience in extracting actionable insights from large datasets to finalize product decisions and drive enhancements.\n\nUser Acceptance Testing: Conduct thorough UAT for client integrations and new features (frontend and backend/API) in pre- and post-production by defining objectives and scope, creating timelines, developing and executing test cases, validating results, tracking defects until resolved, and supporting stakeholders throughout the process.\n\nWireframing \u0026 UX Design: Experience in creating detailed wireframes and mockups, collaborating with stakeholders to refine user experience and interface design.\n\nUser and Client Centric Mindset: Enthusiastic about improving user experience, supporting product demos, gathering feedback, and ensuring that solutions meet user needs and compliance standards.\n\nCommunication Skills: Exceptional written and verbal communication abilities, capable of presenting complex topics to diverse audiences, including leaders, partners, and technical stakeholders. Strong interpersonal skills for effective partner management and alignment at all organizational levels.\n\nIncident \u0026 Issue Management: Proficiency in rapid assessment and communication of application issues, incident reporting, and coordination with development and operations to resolve incidents and minimize impact.\n\nPrioritization \u0026 Time Management: Strong organizational abilities to prioritize critical tasks, manage multiple initiatives, and coordinate deliverables across global teams and different time zones.\n\nMonitoring \u0026 Analytics: Partnering with operations and analytics to develop platform health metrics, monitor performance, and drive data-driven decision making.\n\nAdaptability \u0026 Initiative: Proactive, self-driven, and solutions-oriented\u2014capable of thriving in fast-paced, ambiguous, and evolving environments while driving progress and innovation.\n\nContinuous Learning: Commitment to staying current with industry trends, technology advancements, and best practices in product management, compliance, and payments.",
"word_count": 706
}
],
"urls": []
}
API 1 — extract-from-jd click to toggle
{
"final_skills": [
{
"is_primary": true,
"skill_name": "Agile"
},
{
"is_primary": true,
"skill_name": "Scrum"
},
{
"is_primary": true,
"skill_name": "Kanban"
},
{
"is_primary": true,
"skill_name": "Lean"
},
{
"is_primary": true,
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},
{
"is_primary": true,
"skill_name": "Design Thinking"
},
{
"is_primary": true,
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},
{
"is_primary": true,
"skill_name": "JIRA Align"
},
{
"is_primary": true,
"skill_name": "API"
},
{
"is_primary": true,
"skill_name": "SQL"
},
{
"is_primary": true,
"skill_name": "PostgreSQL"
},
{
"is_primary": true,
"skill_name": "Data Analysis"
},
{
"is_primary": true,
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},
{
"is_primary": true,
"skill_name": "Root Cause Analysis"
},
{
"is_primary": true,
"skill_name": "User Acceptance Testing"
},
{
"is_primary": true,
"skill_name": "Wireframing"
},
{
"is_primary": true,
"skill_name": "Mockups"
},
{
"is_primary": true,
"skill_name": "UX Design"
},
{
"is_primary": false,
"skill_name": "Compliance"
},
{
"is_primary": false,
"skill_name": "Payments"
}
],
"jd_role": {
"display_name": "Technical Product Manager",
"rationale": null,
"role_aliases": [
"Product Manager",
"Technical PM",
"TPM"
],
"role_archetype": "Engineering",
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},
"nano_parsed": {
"JD_type": "pass",
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"first_5_words": "At PwC, our people in",
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},
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"word_count": 42
},
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}
],
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],
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"first_5_words": "Product Vision \u0026 Strategy: Demonstrated",
"last_5_words": "and payments."
},
"text": "Product Vision \u0026 Strategy: Demonstrated ability to align and work towards a clear product vision and long-term roadmap that aligns with business goals. Proven experience in supporting the development and articulation of strategic plans with leaders for new product development initiatives, along with improvement, and innovation at scale.\n\nCross-Functional Collaboration: Skilled at collaborating across multiple teams including engineering, operations, compliance, product, analytics, and business units to deliver value. The ability to collaborate and drive initiatives in a highly matrixed environment. Guide multi-functional teams through strategic and tactical decisions, recognizing dependencies, risks, and solutions.\n\nAgile Product Management: Well-versed in Agile methodologies (Scrum, Kanban, Lean, SAFe, Design Thinking), with hands-on experience managing backlogs (user stories, epics, features), facilitating sprint planning, and utilizing tools such as JIRA and JIRA Align.\n\nTechnical Expertise: Strong technical background, including experience with planning API/service design and integration, SQL, and data querying (SQL Developer, Postgres SQL), and management of large-scale, data-driven platforms. Ability to engage in technical solutioning and brainstorming discussions with architects, engineers, and QA teams, ensuring robust and scalable solutions. Ability to translate business requirements into product features and ensure adherence throughout the product lifecycle. Demonstrates strong technical expertise and can turn capabilities into long term product strategies and vision for Technology Teams.\n\nData Analysis \u0026 Problem Solving: Advanced skills in data analysis, process mapping, impact/gap/root cause analysis, and supporting stakeholders with complex data requests. Experience in extracting actionable insights from large datasets to finalize product decisions and drive enhancements.\n\nUser Acceptance Testing: Conduct thorough UAT for client integrations and new features (frontend and backend/API) in pre- and post-production by defining objectives and scope, creating timelines, developing and executing test cases, validating results, tracking defects until resolved, and supporting stakeholders throughout the process.\n\nWireframing \u0026 UX Design: Experience in creating detailed wireframes and mockups, collaborating with stakeholders to refine user experience and interface design.\n\nUser and Client Centric Mindset: Enthusiastic about improving user experience, supporting product demos, gathering feedback, and ensuring that solutions meet user needs and compliance standards.\n\nCommunication Skills: Exceptional written and verbal communication abilities, capable of presenting complex topics to diverse audiences, including leaders, partners, and technical stakeholders. Strong interpersonal skills for effective partner management and alignment at all organizational levels.\n\nIncident \u0026 Issue Management: Proficiency in rapid assessment and communication of application issues, incident reporting, and coordination with development and operations to resolve incidents and minimize impact.\n\nPrioritization \u0026 Time Management: Strong organizational abilities to prioritize critical tasks, manage multiple initiatives, and coordinate deliverables across global teams and different time zones.\n\nMonitoring \u0026 Analytics: Partnering with operations and analytics to develop platform health metrics, monitor performance, and drive data-driven decision making.\n\nAdaptability \u0026 Initiative: Proactive, self-driven, and solutions-oriented\u2014capable of thriving in fast-paced, ambiguous, and evolving environments while driving progress and innovation.\n\nContinuous Learning: Commitment to staying current with industry trends, technology advancements, and best practices in product management, compliance, and payments.",
"word_count": 706
}
],
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},
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"stage3_signals": {
"alias_found": true,
"alias_match_roles": [
{
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{
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],
"kra_match_roles": [
{
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{
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},
{
"display_name": "Flutter Developer",
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},
{
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},
{
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],
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},
{
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{
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],
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{
"display_name": "Pega Developer",
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{
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],
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},
{
"display_name": "Data Engineer",
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{
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"similarity": 0.5652
},
{
"kra_text": "Monitors pipeline health, SLA breach alerts, and job failure notifications, and performs root cause analysis for data pipeline incidents.",
"sentence": "Monitoring \u0026 Analytics: Partnering with operations and analytics to develop platform health metrics, monitor performance, and drive data-driven decision making.",
"similarity": 0.5231
},
{
"kra_text": "Works with data analysts, data scientists, and business stakeholders to define data models, ingestion schedules, and data delivery requirements.",
"sentence": "Technical Expertise: Strong technical background, including experience with planning API/service design and integration, SQL, and data querying (SQL Developer, Postgres SQL), and management of large-scale, data-driven platforms.",
"similarity": 0.5031
}
],
"matched_count": null,
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"role_id": 2,
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}
],
"skill_match_roles": [
{
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],
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},
{
"display_name": "Go Backend Developer",
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],
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},
{
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],
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},
{
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],
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},
{
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"matched_skills": [
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],
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}
]
},
"stage4_decision": {
"alias_collision_detected": false,
"case": "DOMAIN",
"chosen_role": {
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"confidence": 0.99,
"is_new_role": false,
"llm2_fired": false,
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"matched_dimensions": [
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"queued": false,
"reasoning": "Domain=Tech-Adjacent; The JD centers on product vision, technical product strategy, API/service design, Agile backlog management, UAT, and cross-functional delivery, which best matches a Technical Product Manager.",
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{
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},
{
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},
{
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},
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},
{
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},
{
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},
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},
{
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},
{
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"role_slug": "technical-product-manager",
"skill_name": "UX Design",
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},
{
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"role_display_name": "Technical Product Manager",
"role_slug": "technical-product-manager",
"skill_name": "Compliance",
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},
{
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"role_display_name": "Technical Product Manager",
"role_slug": "technical-product-manager",
"skill_name": "Payments",
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}
],
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"v3_role_slug": null,
"v3_run_id": null
}
}
API 2 — extract-details
{
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{
"alias_persist_skipped_reason": "alias_text already exists for this canonical skill",
"alias_persisted": false,
"existing_alias_id": 868,
"existing_alias_text": "Agile",
"input_term": "Agile",
"matched_canonical": {
"category_id": 8,
"display_name": "Agile",
"id": 520,
"is_also_category": false,
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"slug": "backend-engineer",
"source": "db"
},
{
"display_name": "Drupal Dev",
"id": 228,
"rationale": null,
"role_archetype": "Engineering",
"slug": "drupal-dev",
"source": "db"
},
{
"display_name": "Java Backend Developer",
"id": 79,
"rationale": null,
"role_archetype": "Engineering",
"slug": "java-backend-developer",
"source": "db"
},
{
"display_name": "Kotlin Backend Developer",
"id": 84,
"rationale": null,
"role_archetype": "Engineering",
"slug": "kotlin-server-backend-developer",
"source": "db"
},
{
"display_name": "Node.js Backend Developer",
"id": 82,
"rationale": null,
"role_archetype": "Engineering",
"slug": "node-backend-developer",
"source": "db"
},
{
"display_name": "PHP Backend Developer",
"id": 86,
"rationale": null,
"role_archetype": "Engineering",
"slug": "php-backend-developer",
"source": "db"
},
{
"display_name": "Python Backend Developer",
"id": 80,
"rationale": null,
"role_archetype": "Engineering",
"slug": "python-backend-developer",
"source": "db"
},
{
"display_name": "Ruby Backend Developer",
"id": 85,
"rationale": null,
"role_archetype": "Engineering",
"slug": "ruby-backend-developer",
"source": "db"
},
{
"display_name": "Scala Backend Developer",
"id": 87,
"rationale": null,
"role_archetype": "Engineering",
"slug": "scala-backend-developer",
"source": "db"
}
]
}
],
"input_skill": "Process Mapping",
"matched_via": "embedding_alias",
"new_alias_persisted": false,
"new_alias_text": null,
"new_skill_meta": null,
"source_tag": "db",
"was_in_llm_skills": true
},
{
"aliases_in_db": [
{
"alias_text": "root cause analysis",
"alias_type": "CANONICAL",
"id": 3688,
"is_primary": true,
"match_strategy": "CASE_INSENSITIVE"
},
{
"alias_text": "root-cause analysis",
"alias_type": "CANONICAL",
"id": 4634,
"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
}
],
"canonical": {
"category_id": 8,
"display_name": "root cause analysis",
"id": 2392,
"is_also_category": false,
"is_extractable": true,
"skill_nature": "METHODOLOGY",
"slug": "root-cause-analysis",
"sub_category_id": 3301,
"typical_lifespan": "EVERGREEN",
"volatility": "STABLE"
},
"dimensions": [
{
"dimension": {
"difficulty_hint": "well_known",
"display_name": "Observability and Diagnostics",
"id": 287,
"rationale": "Instrumentation and troubleshooting practices used to understand Java service behavior in production and lower environments. This cluster covers logs, metrics, traces, correlation IDs, and root-cause analysis from service telemetry.",
"slug": "observability-and-diagnostics",
"source": "db"
},
"input_skill": "Root Cause Analysis",
"llm_role": null,
"roles_from_db": [
{
"display_name": "Go Backend Developer",
"id": 81,
"rationale": null,
"role_archetype": "Engineering",
"slug": "go-backend-developer",
"source": "db"
},
{
"display_name": "Java Backend Developer",
"id": 79,
"rationale": null,
"role_archetype": "Engineering",
"slug": "java-backend-developer",
"source": "db"
},
{
"display_name": "Python Backend Developer",
"id": 80,
"rationale": null,
"role_archetype": "Engineering",
"slug": "python-backend-developer",
"source": "db"
}
]
},
{
"dimension": {
"difficulty_hint": "well_known",
"display_name": "Site Troubleshooting and Debugging",
"id": 353,
"rationale": "Diagnosing and fixing Drupal site defects across custom code, configuration, and runtime behavior. This is a coherent cluster because Drupal developers are expected to trace issues from symptoms back to modules, templates, or config.",
"slug": "site-troubleshooting-and-debugging",
"source": "db"
},
"input_skill": "Root Cause Analysis",
"llm_role": null,
"roles_from_db": [
{
"display_name": "Drupal Dev",
"id": 228,
"rationale": null,
"role_archetype": "Engineering",
"slug": "drupal-dev",
"source": "db"
}
]
},
{
"dimension": {
"difficulty_hint": "well_known",
"display_name": "Sitecore Troubleshooting and Maintenance",
"id": 447,
"rationale": "Diagnosing defects, regressions, and maintainability issues across Sitecore code, configuration, and content behavior. This is a coherent cluster because the role is expected to stabilize the site experience over time.",
"slug": "sitecore-troubleshooting-and-maintenance",
"source": "db"
},
"input_skill": "Root Cause Analysis",
"llm_role": null,
"roles_from_db": [
{
"display_name": "Sitecore Dev",
"id": 233,
"rationale": null,
"role_archetype": "Engineering",
"slug": "sitecore-dev",
"source": "db"
}
]
}
],
"input_skill": "Root Cause Analysis",
"matched_via": "alias",
"new_alias_persisted": false,
"new_alias_text": null,
"new_skill_meta": null,
"source_tag": "db",
"was_in_llm_skills": true
},
{
"aliases_in_db": [],
"canonical": null,
"dimensions": [],
"input_skill": "User Acceptance Testing",
"matched_via": null,
"new_alias_persisted": false,
"new_alias_text": null,
"new_skill_meta": {
"derived": {
"category": "Practices",
"skill_nature": "PRACTICE",
"sub_category": "general",
"typical_lifespan": "MULTI_YEAR",
"version_strategy": "UNVERSIONED",
"volatility": "MEDIUM"
},
"enrichment": null,
"keep_log": [],
"locked_dimensions": [],
"merge_log": [],
"placed": null,
"relationships": null,
"skill_id": "user-acceptance-testing",
"split_log": [],
"typed": null,
"warnings": []
},
"source_tag": "llm",
"was_in_llm_skills": true
},
{
"aliases_in_db": [],
"canonical": null,
"dimensions": [],
"input_skill": "Wireframing",
"matched_via": null,
"new_alias_persisted": false,
"new_alias_text": null,
"new_skill_meta": {
"derived": {
"category": "Practices",
"skill_nature": "PRACTICE",
"sub_category": "general",
"typical_lifespan": "MULTI_YEAR",
"version_strategy": "UNVERSIONED",
"volatility": "MEDIUM"
},
"enrichment": null,
"keep_log": [],
"locked_dimensions": [],
"merge_log": [],
"placed": null,
"relationships": null,
"skill_id": "wireframing",
"split_log": [],
"typed": null,
"warnings": []
},
"source_tag": "llm",
"was_in_llm_skills": true
},
{
"aliases_in_db": [],
"canonical": null,
"dimensions": [],
"input_skill": "Mockups",
"matched_via": null,
"new_alias_persisted": false,
"new_alias_text": null,
"new_skill_meta": {
"derived": {
"category": "Practices",
"skill_nature": "PRACTICE",
"sub_category": "general",
"typical_lifespan": "MULTI_YEAR",
"version_strategy": "UNVERSIONED",
"volatility": "MEDIUM"
},
"enrichment": null,
"keep_log": [],
"locked_dimensions": [],
"merge_log": [],
"placed": null,
"relationships": null,
"skill_id": "mockups",
"split_log": [],
"typed": null,
"warnings": []
},
"source_tag": "llm",
"was_in_llm_skills": true
},
{
"aliases_in_db": [],
"canonical": null,
"dimensions": [],
"input_skill": "UX Design",
"matched_via": null,
"new_alias_persisted": false,
"new_alias_text": null,
"new_skill_meta": {
"derived": {
"category": "Practices",
"skill_nature": "PRACTICE",
"sub_category": "general",
"typical_lifespan": "MULTI_YEAR",
"version_strategy": "UNVERSIONED",
"volatility": "MEDIUM"
},
"enrichment": null,
"keep_log": [],
"locked_dimensions": [],
"merge_log": [],
"placed": null,
"relationships": null,
"skill_id": "ux-design",
"split_log": [],
"typed": null,
"warnings": []
},
"source_tag": "llm",
"was_in_llm_skills": true
},
{
"aliases_in_db": [],
"canonical": null,
"dimensions": [],
"input_skill": "Compliance",
"matched_via": null,
"new_alias_persisted": false,
"new_alias_text": null,
"new_skill_meta": {
"derived": {
"category": "Concepts",
"skill_nature": "CONCEPT",
"sub_category": "general",
"typical_lifespan": "MULTI_YEAR",
"version_strategy": "UNVERSIONED",
"volatility": "MEDIUM"
},
"enrichment": null,
"keep_log": [],
"locked_dimensions": [],
"merge_log": [],
"placed": null,
"relationships": null,
"skill_id": "compliance",
"split_log": [],
"typed": null,
"warnings": []
},
"source_tag": "llm",
"was_in_llm_skills": true
},
{
"aliases_in_db": [],
"canonical": null,
"dimensions": [],
"input_skill": "Payments",
"matched_via": null,
"new_alias_persisted": false,
"new_alias_text": null,
"new_skill_meta": {
"derived": {
"category": "Concepts",
"skill_nature": "CONCEPT",
"sub_category": "general",
"typical_lifespan": "MULTI_YEAR",
"version_strategy": "UNVERSIONED",
"volatility": "MEDIUM"
},
"enrichment": null,
"keep_log": [],
"locked_dimensions": [],
"merge_log": [],
"placed": null,
"relationships": null,
"skill_id": "payments",
"split_log": [],
"typed": null,
"warnings": []
},
"source_tag": "llm",
"was_in_llm_skills": true
}
],
"unmatched_skills": [
"Kanban",
"Lean",
"SAFe",
"Design Thinking",
"JIRA",
"JIRA Align",
"Data Analysis",
"User Acceptance Testing",
"Wireframing",
"Mockups",
"UX Design",
"Compliance",
"Payments"
]
}
API 3 — final-role-output
{
"chosen_role": {
"display_name": "Technical Product Manager",
"id": 116,
"rationale": "Domain=Tech-Adjacent; The JD centers on product vision, technical product strategy, API/service design, Agile backlog management, UAT, and cross-functional delivery, which best matches a Technical Product Manager.",
"role_archetype": null,
"slug": "technical-product-manager",
"source": "db"
},
"chosen_role_resolution": "in_db",
"final_input_skills": [
{
"skill": "Agile",
"tag": "in_db"
},
{
"skill": "Scrum",
"tag": "in_db"
},
{
"skill": "Kanban",
"tag": "new"
},
{
"skill": "Lean",
"tag": "new"
},
{
"skill": "SAFe",
"tag": "new"
},
{
"skill": "Design Thinking",
"tag": "new"
},
{
"skill": "JIRA",
"tag": "new"
},
{
"skill": "JIRA Align",
"tag": "new"
},
{
"skill": "API",
"tag": "in_db"
},
{
"skill": "SQL",
"tag": "in_db"
},
{
"skill": "PostgreSQL",
"tag": "in_db"
},
{
"skill": "Data Analysis",
"tag": "new"
},
{
"skill": "Process Mapping",
"tag": "in_db"
},
{
"skill": "Root Cause Analysis",
"tag": "in_db"
},
{
"skill": "User Acceptance Testing",
"tag": "new"
},
{
"skill": "Wireframing",
"tag": "new"
},
{
"skill": "Mockups",
"tag": "new"
},
{
"skill": "UX Design",
"tag": "new"
},
{
"skill": "Compliance",
"tag": "new"
},
{
"skill": "Payments",
"tag": "new"
}
],
"llm_cost_api1_usd": null,
"llm_cost_api2_usd": null,
"llm_cost_api3_usd": null,
"llm_cost_total_usd": null,
"persistence": {
"items": [
{
"chosen_role_id": 116,
"dimension": {
"difficulty_hint": "well_known",
"display_name": "React Frontend Development",
"id": 96,
"rationale": "Building interactive web user interfaces with React.js, including component composition, state management, hooks, and rendering patterns. React.js belongs here because it is a core library for client-side UI development in modern web applications.",
"slug": "d_init_01",
"source": "db"
},
"dimension_id": 96,
"input_skill": "Agile",
"llm_role": null,
"matched_chosen_role": false,
"outcome_line": "Existing dimension (library) \u00b7 Role\u2194dimension skipped (dimension not under chosen role)",
"role_dimension_saved": false,
"roles_from_db": [],
"skill_dimension_saved": true,
"skill_id": 520,
"skill_tag": "in_db",
"skipped_reason": null
},
{
"chosen_role_id": 116,
"dimension": {
"difficulty_hint": "well_known",
"display_name": "React Frontend Development",
"id": 96,
"rationale": "Building interactive web user interfaces with React.js, including component composition, state management, hooks, and rendering patterns. React.js belongs here because it is a core library for client-side UI development in modern web applications.",
"slug": "d_init_01",
"source": "db"
},
"dimension_id": 96,
"input_skill": "Scrum",
"llm_role": null,
"matched_chosen_role": false,
"outcome_line": "Existing dimension (library) \u00b7 Role\u2194dimension skipped (dimension not under chosen role)",
"role_dimension_saved": false,
"roles_from_db": [],
"skill_dimension_saved": true,
"skill_id": 1215,
"skill_tag": "in_db",
"skipped_reason": null
},
{
"chosen_role_id": 116,
"dimension": {
"difficulty_hint": "well_known",
"display_name": "API Integration and Data Fetching",
"id": 127,
"rationale": "Client-side integration with backend endpoints and third-party services, including request shaping, response handling, and synchronization with UI state. This is central to frontend work because most screens depend on remote data.",
"slug": "api-integration-and-data-fetching",
"source": "db"
},
"dimension_id": 127,
"input_skill": "API",
"llm_role": null,
"matched_chosen_role": false,
"outcome_line": "Existing dimension (library) \u00b7 Role\u2194dimension skipped (dimension not under chosen role)",
"role_dimension_saved": false,
"roles_from_db": [
{
"display_name": "Angular Frontend Developer",
"id": 90,
"rationale": null,
"role_archetype": "Engineering",
"slug": "angular-frontend-developer",
"source": "db"
},
{
"display_name": "Frontend Developer",
"id": 7,
"rationale": null,
"role_archetype": null,
"slug": "frontend-engineer",
"source": "db"
},
{
"display_name": "Fullstack Developer",
"id": 15,
"rationale": null,
"role_archetype": null,
"slug": "full-stack-engineer",
"source": "db"
},
{
"display_name": "React Frontend Developer",
"id": 89,
"rationale": null,
"role_archetype": "Engineering",
"slug": "react-frontend-developer",
"source": "db"
},
{
"display_name": "Svelte Frontend Developer",
"id": 92,
"rationale": null,
"role_archetype": "Engineering",
"slug": "svelte-frontend-developer",
"source": "db"
},
{
"display_name": "Vue Frontend Developer",
"id": 91,
"rationale": null,
"role_archetype": "Engineering",
"slug": "vue-frontend-developer",
"source": "db"
},
{
"display_name": "Web Developer",
"id": 25,
"rationale": null,
"role_archetype": null,
"slug": "web-developer",
"source": "db"
}
],
"skill_dimension_saved": true,
"skill_id": 1568,
"skill_tag": "in_db",
"skipped_reason": null
},
{
"chosen_role_id": 116,
"dimension": {
"difficulty_hint": "well_known",
"display_name": "Pega Programming Languages \u0026 DSLs",
"id": 267,
"rationale": "Programming languages and domain-specific languages used in Pega development.",
"slug": "pega-programming-languages-dsls",
"source": "db"
},
"dimension_id": 267,
"input_skill": "SQL",
"llm_role": null,
"matched_chosen_role": false,
"outcome_line": "Existing dimension (library) \u00b7 Role\u2194dimension skipped (dimension not under chosen role)",
"role_dimension_saved": false,
"roles_from_db": [
{
"display_name": "Pega Developer",
"id": 24,
"rationale": null,
"role_archetype": null,
"slug": "pega-developer",
"source": "db"
}
],
"skill_dimension_saved": true,
"skill_id": 101,
"skill_tag": "in_db",
"skipped_reason": null
},
{
"chosen_role_id": 116,
"dimension": {
"difficulty_hint": "well_known",
"display_name": "Programming Languages for Data Work",
"id": 21,
"rationale": "Languages used to implement data pipelines, transformations, and operational glue. This is the primary coding surface for building ingestion, enrichment, and automation logic in data engineering.",
"slug": "programming-languages-for-data-work",
"source": "db"
},
"dimension_id": 21,
"input_skill": "SQL",
"llm_role": null,
"matched_chosen_role": false,
"outcome_line": "Existing dimension (library) \u00b7 Role\u2194dimension skipped (dimension not under chosen role)",
"role_dimension_saved": false,
"roles_from_db": [
{
"display_name": "Data Engineer",
"id": 2,
"rationale": null,
"role_archetype": null,
"slug": "data-engineer",
"source": "db"
}
],
"skill_dimension_saved": true,
"skill_id": 101,
"skill_tag": "in_db",
"skipped_reason": null
},
{
"chosen_role_id": 116,
"dimension": {
"difficulty_hint": "well_known",
"display_name": "Relational Data Modeling",
"id": 216,
"rationale": "Modeling and tuning relational persistence for backend features. PHP backend developers need this to shape schemas, indexes, transactions, and query-aware data structures that support application behavior.",
"slug": "relational-data-modeling",
"source": "db"
},
"dimension_id": 216,
"input_skill": "PostgreSQL",
"llm_role": null,
"matched_chosen_role": false,
"outcome_line": "Existing dimension (library) \u00b7 Role\u2194dimension skipped (dimension not under chosen role)",
"role_dimension_saved": false,
"roles_from_db": [
{
"display_name": "Fullstack Developer",
"id": 15,
"rationale": null,
"role_archetype": null,
"slug": "full-stack-engineer",
"source": "db"
},
{
"display_name": "Fullstack Developer",
"id": 435,
"rationale": null,
"role_archetype": "Engineering",
"slug": "fullstack-developer",
"source": "db"
},
{
"display_name": "PHP Backend Developer",
"id": 86,
"rationale": null,
"role_archetype": "Engineering",
"slug": "php-backend-developer",
"source": "db"
}
],
"skill_dimension_saved": true,
"skill_id": 16,
"skill_tag": "in_db",
"skipped_reason": null
},
{
"chosen_role_id": 116,
"dimension": {
"difficulty_hint": "well_known",
"display_name": "Relational Database Design",
"id": 4,
"rationale": "Modeling and operating relational persistence for backend services. Includes schema design, normalization, indexing, transactions, and query tuning for operational data stores.",
"slug": "relational-database-design",
"source": "db"
},
"dimension_id": 4,
"input_skill": "PostgreSQL",
"llm_role": null,
"matched_chosen_role": false,
"outcome_line": "Existing dimension (library) \u00b7 Role\u2194dimension skipped (dimension not under chosen role)",
"role_dimension_saved": false,
"roles_from_db": [
{
"display_name": ".NET Backend Developer",
"id": 83,
"rationale": null,
"role_archetype": "Engineering",
"slug": "dotnet-backend-developer",
"source": "db"
},
{
"display_name": "Backend Developer",
"id": 1,
"rationale": null,
"role_archetype": "A Backend Engineer designs, builds, and maintains the server-side logic and data handling that power applications and services. They focus on implementing reliable business functionality, integrating with other systems, and ensuring the backend is scalable, maintainable, and observable.",
"slug": "backend-engineer",
"source": "db"
},
{
"display_name": "Kotlin Backend Developer",
"id": 84,
"rationale": null,
"role_archetype": "Engineering",
"slug": "kotlin-server-backend-developer",
"source": "db"
},
{
"display_name": "Node.js Backend Developer",
"id": 82,
"rationale": null,
"role_archetype": "Engineering",
"slug": "node-backend-developer",
"source": "db"
},
{
"display_name": "Python Backend Developer",
"id": 80,
"rationale": null,
"role_archetype": "Engineering",
"slug": "python-backend-developer",
"source": "db"
},
{
"display_name": "Ruby Backend Developer",
"id": 85,
"rationale": null,
"role_archetype": "Engineering",
"slug": "ruby-backend-developer",
"source": "db"
},
{
"display_name": "Scala Backend Developer",
"id": 87,
"rationale": null,
"role_archetype": "Engineering",
"slug": "scala-backend-developer",
"source": "db"
}
],
"skill_dimension_saved": true,
"skill_id": 16,
"skill_tag": "in_db",
"skipped_reason": null
},
{
"chosen_role_id": 116,
"dimension": {
"difficulty_hint": "well_known",
"display_name": "Relational Database Usage",
"id": 371,
"rationale": "Working effectively with operational relational databases from Go backend services. This includes schema-aware querying, indexing awareness, transactions, and understanding how service code interacts with PostgreSQL or similar systems.",
"slug": "relational-database-usage",
"source": "db"
},
"dimension_id": 371,
"input_skill": "PostgreSQL",
"llm_role": null,
"matched_chosen_role": false,
"outcome_line": "Existing dimension (library) \u00b7 Role\u2194dimension skipped (dimension not under chosen role)",
"role_dimension_saved": false,
"roles_from_db": [
{
"display_name": "Go Backend Developer",
"id": 81,
"rationale": null,
"role_archetype": "Engineering",
"slug": "go-backend-developer",
"source": "db"
}
],
"skill_dimension_saved": true,
"skill_id": 16,
"skill_tag": "in_db",
"skipped_reason": null
},
{
"chosen_role_id": 116,
"dimension": {
"difficulty_hint": "well_known",
"display_name": "External System Integrations",
"id": 14,
"rationale": "Connecting backend services to third-party APIs and internal enterprise systems. This includes client libraries, webhooks, retries, data mapping, and integration failure handling.",
"slug": "external-system-integrations",
"source": "db"
},
"dimension_id": 14,
"input_skill": "Process Mapping",
"llm_role": null,
"matched_chosen_role": false,
"outcome_line": "Skipped \u2014 no persistable v3 meta for new skill",
"role_dimension_saved": false,
"roles_from_db": [
{
"display_name": ".NET Backend Developer",
"id": 83,
"rationale": null,
"role_archetype": "Engineering",
"slug": "dotnet-backend-developer",
"source": "db"
},
{
"display_name": "Backend Developer",
"id": 1,
"rationale": null,
"role_archetype": "A Backend Engineer designs, builds, and maintains the server-side logic and data handling that power applications and services. They focus on implementing reliable business functionality, integrating with other systems, and ensuring the backend is scalable, maintainable, and observable.",
"slug": "backend-engineer",
"source": "db"
},
{
"display_name": "Drupal Dev",
"id": 228,
"rationale": null,
"role_archetype": "Engineering",
"slug": "drupal-dev",
"source": "db"
},
{
"display_name": "Java Backend Developer",
"id": 79,
"rationale": null,
"role_archetype": "Engineering",
"slug": "java-backend-developer",
"source": "db"
},
{
"display_name": "Kotlin Backend Developer",
"id": 84,
"rationale": null,
"role_archetype": "Engineering",
"slug": "kotlin-server-backend-developer",
"source": "db"
},
{
"display_name": "Node.js Backend Developer",
"id": 82,
"rationale": null,
"role_archetype": "Engineering",
"slug": "node-backend-developer",
"source": "db"
},
{
"display_name": "PHP Backend Developer",
"id": 86,
"rationale": null,
"role_archetype": "Engineering",
"slug": "php-backend-developer",
"source": "db"
},
{
"display_name": "Python Backend Developer",
"id": 80,
"rationale": null,
"role_archetype": "Engineering",
"slug": "python-backend-developer",
"source": "db"
},
{
"display_name": "Ruby Backend Developer",
"id": 85,
"rationale": null,
"role_archetype": "Engineering",
"slug": "ruby-backend-developer",
"source": "db"
},
{
"display_name": "Scala Backend Developer",
"id": 87,
"rationale": null,
"role_archetype": "Engineering",
"slug": "scala-backend-developer",
"source": "db"
}
],
"skill_dimension_saved": false,
"skill_id": null,
"skill_tag": "new",
"skipped_reason": "skill_not_in_db_v3_proposed"
},
{
"chosen_role_id": 116,
"dimension": {
"difficulty_hint": "well_known",
"display_name": "Observability and Diagnostics",
"id": 287,
"rationale": "Instrumentation and troubleshooting practices used to understand Java service behavior in production and lower environments. This cluster covers logs, metrics, traces, correlation IDs, and root-cause analysis from service telemetry.",
"slug": "observability-and-diagnostics",
"source": "db"
},
"dimension_id": 287,
"input_skill": "Root Cause Analysis",
"llm_role": null,
"matched_chosen_role": false,
"outcome_line": "Existing dimension (library) \u00b7 Role\u2194dimension skipped (dimension not under chosen role)",
"role_dimension_saved": false,
"roles_from_db": [
{
"display_name": "Go Backend Developer",
"id": 81,
"rationale": null,
"role_archetype": "Engineering",
"slug": "go-backend-developer",
"source": "db"
},
{
"display_name": "Java Backend Developer",
"id": 79,
"rationale": null,
"role_archetype": "Engineering",
"slug": "java-backend-developer",
"source": "db"
},
{
"display_name": "Python Backend Developer",
"id": 80,
"rationale": null,
"role_archetype": "Engineering",
"slug": "python-backend-developer",
"source": "db"
}
],
"skill_dimension_saved": true,
"skill_id": 2392,
"skill_tag": "in_db",
"skipped_reason": null
},
{
"chosen_role_id": 116,
"dimension": {
"difficulty_hint": "well_known",
"display_name": "Site Troubleshooting and Debugging",
"id": 353,
"rationale": "Diagnosing and fixing Drupal site defects across custom code, configuration, and runtime behavior. This is a coherent cluster because Drupal developers are expected to trace issues from symptoms back to modules, templates, or config.",
"slug": "site-troubleshooting-and-debugging",
"source": "db"
},
"dimension_id": 353,
"input_skill": "Root Cause Analysis",
"llm_role": null,
"matched_chosen_role": false,
"outcome_line": "Existing dimension (library) \u00b7 Role\u2194dimension skipped (dimension not under chosen role)",
"role_dimension_saved": false,
"roles_from_db": [
{
"display_name": "Drupal Dev",
"id": 228,
"rationale": null,
"role_archetype": "Engineering",
"slug": "drupal-dev",
"source": "db"
}
],
"skill_dimension_saved": true,
"skill_id": 2392,
"skill_tag": "in_db",
"skipped_reason": null
},
{
"chosen_role_id": 116,
"dimension": {
"difficulty_hint": "well_known",
"display_name": "Sitecore Troubleshooting and Maintenance",
"id": 447,
"rationale": "Diagnosing defects, regressions, and maintainability issues across Sitecore code, configuration, and content behavior. This is a coherent cluster because the role is expected to stabilize the site experience over time.",
"slug": "sitecore-troubleshooting-and-maintenance",
"source": "db"
},
"dimension_id": 447,
"input_skill": "Root Cause Analysis",
"llm_role": null,
"matched_chosen_role": false,
"outcome_line": "Existing dimension (library) \u00b7 Role\u2194dimension skipped (dimension not under chosen role)",
"role_dimension_saved": false,
"roles_from_db": [
{
"display_name": "Sitecore Dev",
"id": 233,
"rationale": null,
"role_archetype": "Engineering",
"slug": "sitecore-dev",
"source": "db"
}
],
"skill_dimension_saved": true,
"skill_id": 2392,
"skill_tag": "in_db",
"skipped_reason": null
}
],
"new_skills_created": 0,
"role_dimension_saved": 0,
"skill_dimension_saved": 0,
"skipped": 1
},
"planner_output": null,
"run_id": "121ee76d-57a7-4ae0-b8ba-eeab0d8867e8"
}
LLM Calls
Every model call made for this run, in pipeline order. Click a card to see the model's response.