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Pipeline run

121ee76d-57a7-4ae0-b8ba-eeab0d8867e8

Pipeline LLM cost (USD)
API 1: $0.0100 API 2: $0.0005 API 3: $0.0000 Total: $0.0105

Client output enrichment

v2 Skill cluster · Nature of work · AI index · Tech stack maturity · Evidence · KRA description
Nature of work · Product Vision & Strategy
Own product roadmap and Agile execution for data-driven platforms: shape strategy with leaders, break work into backlogs/sprints, partner with engineering/ops/compliance on API and SQL-enabled solutions, and use data analysis plus UAT to validate releases and fix issues.
"align and work towards a clear product vision and long-term roadmap"
Tech stack maturity
Mainstream Modern
The listed skills center on common contemporary product and data-management practices—agile, Scrum, APIs, PostgreSQL, SQL, and root-cause analysis—which are widely used in modern software organizations but not uniquely cloud-native or bleeding-edge.
AI index (0 = no AI use, 5 = totally AI-dependent · v2.1)
0.20 / 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): Machine Learning, Artificial Intelligence
Evidence — skills matched in JD (20)
Agile Scrum Kanban Lean SAFe Design Thinking JIRA JIRA Align API SQL PostgreSQL Data Analysis Process Mapping Root Cause Analysis User Acceptance Testing Wireframing Mockups UX Design Compliance Payments
Skill cluster (3 dimension groups, role-scoped)
Relational Database Usage
PostgreSQL
Site Troubleshooting and Debugging
Root Cause Analysis
Cross-cutting / unaligned
Agile Scrum Kanban Lean SAFe Design Thinking JIRA JIRA Align API SQL Data Analysis Process Mapping User Acceptance Testing Wireframing Mockups UX Design Compliance Payments
Show KRA description ↓
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.

Signals

Skill full-stack-engineer
0.11
Alias product-manager
1.00
KRA full-stack-engineer
0.61

Post-classification

Centroidupdated · n=2
Alias collision log
New-role queue
New skills captured14
New KRA capturedyes

Captured for admin review

Kanban primary Technical Product Manager pending
Lean primary Technical Product Manager pending
SAFe primary Technical Product Manager pending
Design Thinking primary Technical Product Manager pending
JIRA primary Technical Product Manager pending
JIRA Align primary Technical Product Manager pending
Data Analysis primary Technical Product Manager pending
Process Mapping primary Technical Product Manager pending
User Acceptance Testing primary Technical Product Manager pending
Wireframing primary Technical Product Manager pending
Mockups primary Technical Product Manager pending
UX Design primary Technical Product Manager pending
Compliance Technical Product Manager pending
Payments Technical Product Manager pending
R&R fragment (sim 0.00) Technical Product Manager pending

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 …

Status: completed Created: 2026-05-27T14:27:10.004032Z Updated: 2026-05-27T14:28:46.567529Z API 3 duration: 27547 ms
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

Technical Product Manager

domain · Tech-Adjacent CASE DOMAIN

slug: 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

AgileScrumKanbanLeanSAFeDesign ThinkingJIRAJIRA AlignSQLPostgres SQLAPI/service design and integrationdata queryingwireframesmockupsUAT

Matched dimensions

Product Vision and StrategyCross-Functional CollaborationAgile Product ManagementTechnical Product StrategyData Analysis and Problem SolvingUser Acceptance TestingWireframing and UX DesignClient-Centric Product Development

Matched KRAs

Align and work towards a clear product visionSupport development and articulation of strategic plansCollaborate across multiple teams to deliver valueGuide multi-functional teams through strategic and tactical decisionsManage backlogs, user stories, epics, featuresFacilitate sprint planningPlan API/service design and integrationTranslate business requirements into product featuresConduct thorough UAT for client integrations and new featuresCreate detailed wireframes and mockups

Resolution: in_db — role exists in library; skill↔dim and role↔dim links saved when applicable.

0
New skills
0
Skill↔dim saved
0
Role↔dim saved
1
Skipped

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.

Agile Primary Library skill API 3: existing canonical (in_db) Existing skill (matched library)
Canonical: Agile id=520 · agile

Aliases — catalog

  • Agile (CANONICAL) primary

Context tags (catalog)

Kanban SAFe Scrum backlog backlog grooming burndown burndown chart continuous delivery continuous improvement cross-functional daily standup epics incremental development iteration iteration planning lean product backlog product owner retrospective sprint sprint planning stand-up story points user stories velocity

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)
Scrum Primary Library skill API 3: existing canonical (in_db) Existing skill (matched library)
Canonical: Scrum id=1215 · scrum

Aliases — catalog

  • Scrum (CANONICAL) primary

Context tags (catalog)

Agile Kanban backlog burndown chart cross-functional team daily standup definition of done increment product owner release planning retrospective scrum framework scrum master sprint story points user stories velocity

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)
Kanban Primary New / orchestrated API 3: new canonical path (new) New / unmatched skill (orchestrated in API 2)

Skill enrichment (orchestrator / LLM)

No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).

Derived legacy fields
Category
Practices
Sub-category
general
Skill nature
PRACTICE
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
Lean Primary New / orchestrated API 3: new canonical path (new) New / unmatched skill (orchestrated in API 2)

Skill enrichment (orchestrator / LLM)

No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).

Derived legacy fields
Category
Practices
Sub-category
general
Skill nature
PRACTICE
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
SAFe Primary New / orchestrated API 3: new canonical path (new) New / unmatched skill (orchestrated in API 2)

Skill enrichment (orchestrator / LLM)

No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).

Derived legacy fields
Category
Practices
Sub-category
general
Skill nature
PRACTICE
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
Design Thinking Primary New / orchestrated API 3: new canonical path (new) New / unmatched skill (orchestrated in API 2)

Skill enrichment (orchestrator / LLM)

No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).

Derived legacy fields
Category
Practices
Sub-category
general
Skill nature
PRACTICE
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
JIRA Primary New / orchestrated API 3: new canonical path (new) New / unmatched skill (orchestrated in API 2)

Skill enrichment (orchestrator / LLM)

No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).

Derived legacy fields
Category
Tools
Sub-category
general
Skill nature
TOOL
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
JIRA Align Primary New / orchestrated API 3: new canonical path (new) New / unmatched skill (orchestrated in API 2)

Skill enrichment (orchestrator / LLM)

No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).

Derived legacy fields
Category
Tools
Sub-category
general
Skill nature
TOOL
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
API Primary Library skill API 3: existing canonical (in_db) Existing skill (matched library)
Canonical: API id=1568 · api

Aliases — catalog

  • API (CANONICAL)

Context tags (catalog)

API gateway GraphQL JSON OAuth REST SDK SOAP XML authentication endpoint microservices rate limiting throttling versioning webhooks

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)
SQL Primary Library skill API 3: existing canonical (in_db) Existing skill (matched library)
Canonical: SQL id=101 · sql

Aliases — catalog

  • SQL (CANONICAL) primary

Context tags (catalog)

ACID CTE DDL DML ETL JOIN MySQL NoSQL OLAP ORM PostgreSQL SQL injection SQLite T-SQL data modeling data warehousing database normalization execution plan indexing joins normalization query optimization stored procedures subquery transaction isolation transaction management window functions

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)
PostgreSQL Primary Library skill API 3: existing canonical (in_db) Existing skill (matched library)
Canonical: PostgreSQL id=16 · postgresql

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)

ACID EXPLAIN JSONB PL/pgSQL PostGIS SQL VACUUM backup data integrity database migration extensions indexes indexing joins migration partitioning performance tuning pgAdmin query optimization replication schema stored procedures table partitioning transaction transactions triggers views

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)
Data Analysis Primary New / orchestrated API 3: new canonical path (new) New / unmatched skill (orchestrated in API 2)

Skill enrichment (orchestrator / LLM)

No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).

Derived legacy fields
Category
Concepts
Sub-category
general
Skill nature
CONCEPT
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
Process Mapping Primary Library skill API 3: existing canonical (in_db) Existing skill (matched library)
Canonical: Payload Mapping id=2358 · payload-mapping

Aliases — catalog

  • Payload Mapping (CANONICAL) primary
  • payload mapping (CANONICAL)

Context tags (catalog)

API integration API payload ETL ETL processes JSON JSON mapping XML data contracts data governance data integration data interchange data lineage data modeling data serialization data transformation event-driven architecture field mapping mapping rules message routing payload structure payload validation schema validation serialization formats

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
Root Cause Analysis Primary Library skill API 3: existing canonical (in_db) Existing skill (matched library)
Canonical: root cause analysis id=2392 · root-cause-analysis

Aliases — catalog

  • root cause analysis (CANONICAL) primary
  • root-cause analysis (CANONICAL)

Context tags (catalog)

5 Whys Continuous improvement Corrective action Corrective actions Data analysis Defect analysis Defect tracking Failure mode effects analysis Fishbone diagram Kaizen Lean methodology Pareto analysis Preventive action Preventive measures Problem-solving Process mapping Quality control Root cause identification Statistical process control continuous improvement corrective actions data collection defect analysis failure mode effects analysis problem-solving process mapping quality management root cause identification systematic approach trend analysis

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)
User Acceptance Testing Primary New / orchestrated API 3: new canonical path (new) New / unmatched skill (orchestrated in API 2)

Skill enrichment (orchestrator / LLM)

No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).

Derived legacy fields
Category
Practices
Sub-category
general
Skill nature
PRACTICE
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
Wireframing Primary New / orchestrated API 3: new canonical path (new) New / unmatched skill (orchestrated in API 2)

Skill enrichment (orchestrator / LLM)

No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).

Derived legacy fields
Category
Practices
Sub-category
general
Skill nature
PRACTICE
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
Mockups Primary New / orchestrated API 3: new canonical path (new) New / unmatched skill (orchestrated in API 2)

Skill enrichment (orchestrator / LLM)

No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).

Derived legacy fields
Category
Practices
Sub-category
general
Skill nature
PRACTICE
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
UX Design Primary New / orchestrated API 3: new canonical path (new) New / unmatched skill (orchestrated in API 2)

Skill enrichment (orchestrator / LLM)

No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).

Derived legacy fields
Category
Practices
Sub-category
general
Skill nature
PRACTICE
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
Compliance Secondary New / orchestrated API 3: new canonical path (new) New / unmatched skill (orchestrated in API 2)

Skill enrichment (orchestrator / LLM)

No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).

Derived legacy fields
Category
Concepts
Sub-category
general
Skill nature
CONCEPT
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
Payments Secondary New / orchestrated API 3: new canonical path (new) New / unmatched skill (orchestrated in API 2)

Skill enrichment (orchestrator / LLM)

No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).

Derived legacy fields
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
RoleTechnical Product Manager
CompanyPwC
Experience8-13
DomainIT Services & Consulting
Location Bangalore, India
JD type pass
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": [],
  "company_name": "PwC",
  "ctc": null,
  "domain": {
    "primary": {
      "aliases": [
        "ITES",
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      ],
      "domain": "IT Services \u0026 Consulting"
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    "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,
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    },
    {
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    },
    {
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    },
    {
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      "skill_name": "Design Thinking"
    },
    {
      "is_primary": true,
      "skill_name": "JIRA"
    },
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      "is_primary": true,
      "skill_name": "JIRA Align"
    },
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      "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,
      "skill_name": "Process Mapping"
    },
    {
      "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": {
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    "rationale": null,
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      "Product Manager",
      "Technical PM",
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    "role_archetype": "Engineering",
    "slug": ""
  },
  "nano_parsed": {
    "JD_type": "pass",
    "about_company": {
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        "first_5_words": "At PwC, our people in",
        "last_5_words": "innovative software products and solutions."
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  "rejected": false,
  "rejection_reason": null,
  "run_id": "121ee76d-57a7-4ae0-b8ba-eeab0d8867e8",
  "stage3_signals": {
    "alias_found": true,
    "alias_match_roles": [
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        "display_name": "Product Manager",
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        "matched_count": null,
        "matched_skills": null,
        "role_id": 115,
        "score": 1.0,
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        "total_count": null
      },
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        "matched_skills": null,
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      }
    ],
    "kra_match_roles": [
      {
        "display_name": "Fullstack Developer",
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            "kra_text": "Works closely with product managers and UX designers to translate requirements and wireframes into working software features through iterative development.",
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          },
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          },
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            "kra_text": "Works closely with product managers and UX designers to translate requirements and wireframes into working software features through iterative development.",
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          }
        ],
        "matched_count": null,
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          },
          {
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          },
          {
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          }
        ],
        "matched_count": null,
        "matched_skills": null,
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        "slug": "flutter-developer",
        "total_count": null
      },
      {
        "display_name": "Frontend Developer",
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          },
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          },
          {
            "kra_text": "Collaborates with UX designers to refine interaction details, animations, responsive breakpoints, and micro-interaction behavior.",
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          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 7,
        "score": 0.5518,
        "slug": "frontend-engineer",
        "total_count": null
      },
      {
        "display_name": "Pega Developer",
        "kra_matches": [
          {
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          },
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          },
          {
            "kra_text": "user interaction design and refinement",
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            "similarity": 0.4723
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 24,
        "score": 0.5427,
        "slug": "pega-developer",
        "total_count": null
      },
      {
        "display_name": "Data Engineer",
        "kra_matches": [
          {
            "kra_text": "Works with data analysts, data scientists, and business stakeholders to define data models, ingestion schedules, and data delivery requirements.",
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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,
        "matched_skills": null,
        "role_id": 2,
        "score": 0.5305,
        "slug": "data-engineer",
        "total_count": null
      }
    ],
    "skill_match_roles": [
      {
        "display_name": "Fullstack Developer",
        "kra_matches": null,
        "matched_count": 2,
        "matched_skills": [
          "API",
          "PostgreSQL"
        ],
        "role_id": 15,
        "score": 0.1111,
        "slug": "full-stack-engineer",
        "total_count": 18
      },
      {
        "display_name": "Go Backend Developer",
        "kra_matches": null,
        "matched_count": 2,
        "matched_skills": [
          "PostgreSQL",
          "root cause analysis"
        ],
        "role_id": 81,
        "score": 0.1111,
        "slug": "go-backend-developer",
        "total_count": 18
      },
      {
        "display_name": "Python Backend Developer",
        "kra_matches": null,
        "matched_count": 2,
        "matched_skills": [
          "PostgreSQL",
          "root cause analysis"
        ],
        "role_id": 80,
        "score": 0.1111,
        "slug": "python-backend-developer",
        "total_count": 18
      },
      {
        "display_name": "Frontend Developer",
        "kra_matches": null,
        "matched_count": 1,
        "matched_skills": [
          "API"
        ],
        "role_id": 7,
        "score": 0.0556,
        "slug": "frontend-engineer",
        "total_count": 18
      },
      {
        "display_name": "Pega Developer",
        "kra_matches": null,
        "matched_count": 1,
        "matched_skills": [
          "SQL"
        ],
        "role_id": 24,
        "score": 0.0556,
        "slug": "pega-developer",
        "total_count": 18
      }
    ]
  },
  "stage4_decision": {
    "alias_collision_detected": false,
    "case": "DOMAIN",
    "chosen_role": {
      "display_name": "Technical Product Manager",
      "kra_matches": null,
      "matched_count": null,
      "matched_skills": null,
      "role_id": 116,
      "score": 0.99,
      "slug": "technical-product-manager",
      "total_count": null
    },
    "confidence": 0.99,
    "is_new_role": false,
    "llm2_fired": false,
    "llm2_reasoning": null,
    "matched_dimensions": [
      "Product Vision and Strategy",
      "Cross-Functional Collaboration",
      "Agile Product Management",
      "Technical Product Strategy",
      "Data Analysis and Problem Solving",
      "User Acceptance Testing",
      "Wireframing and UX Design",
      "Client-Centric Product Development"
    ],
    "matched_kras": [
      "Align and work towards a clear product vision",
      "Support development and articulation of strategic plans",
      "Collaborate across multiple teams to deliver value",
      "Guide multi-functional teams through strategic and tactical decisions",
      "Manage backlogs, user stories, epics, features",
      "Facilitate sprint planning",
      "Plan API/service design and integration",
      "Translate business requirements into product features",
      "Conduct thorough UAT for client integrations and new features",
      "Create detailed wireframes and mockups"
    ],
    "matched_skills": [
      "Agile",
      "Scrum",
      "Kanban",
      "Lean",
      "SAFe",
      "Design Thinking",
      "JIRA",
      "JIRA Align",
      "SQL",
      "Postgres SQL",
      "API/service design and integration",
      "data querying",
      "wireframes",
      "mockups",
      "UAT"
    ],
    "new_role_display_name": null,
    "new_role_slug": null,
    "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.",
    "sub_role": null
  },
  "stage5_updates": {
    "centroid_n_after": 2,
    "centroid_updated": true,
    "collision_log_id": null,
    "new_kra_attached": {
      "best_kra_similarity": 0.0,
      "queue_id": 558,
      "r_and_r_preview": "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 ",
      "role_display_name": "Technical Product Manager",
      "role_slug": "technical-product-manager",
      "status": "pending"
    },
    "new_skills_attached": [
      {
        "is_primary": true,
        "queue_id": 9026,
        "role_display_name": "Technical Product Manager",
        "role_slug": "technical-product-manager",
        "skill_name": "Kanban",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 9027,
        "role_display_name": "Technical Product Manager",
        "role_slug": "technical-product-manager",
        "skill_name": "Lean",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 9028,
        "role_display_name": "Technical Product Manager",
        "role_slug": "technical-product-manager",
        "skill_name": "SAFe",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 9029,
        "role_display_name": "Technical Product Manager",
        "role_slug": "technical-product-manager",
        "skill_name": "Design Thinking",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 9030,
        "role_display_name": "Technical Product Manager",
        "role_slug": "technical-product-manager",
        "skill_name": "JIRA",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 9031,
        "role_display_name": "Technical Product Manager",
        "role_slug": "technical-product-manager",
        "skill_name": "JIRA Align",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 9032,
        "role_display_name": "Technical Product Manager",
        "role_slug": "technical-product-manager",
        "skill_name": "Data Analysis",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 9033,
        "role_display_name": "Technical Product Manager",
        "role_slug": "technical-product-manager",
        "skill_name": "Process Mapping",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 9034,
        "role_display_name": "Technical Product Manager",
        "role_slug": "technical-product-manager",
        "skill_name": "User Acceptance Testing",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 9035,
        "role_display_name": "Technical Product Manager",
        "role_slug": "technical-product-manager",
        "skill_name": "Wireframing",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 9036,
        "role_display_name": "Technical Product Manager",
        "role_slug": "technical-product-manager",
        "skill_name": "Mockups",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 9037,
        "role_display_name": "Technical Product Manager",
        "role_slug": "technical-product-manager",
        "skill_name": "UX Design",
        "status": "pending"
      },
      {
        "is_primary": false,
        "queue_id": 9038,
        "role_display_name": "Technical Product Manager",
        "role_slug": "technical-product-manager",
        "skill_name": "Compliance",
        "status": "pending"
      },
      {
        "is_primary": false,
        "queue_id": 9039,
        "role_display_name": "Technical Product Manager",
        "role_slug": "technical-product-manager",
        "skill_name": "Payments",
        "status": "pending"
      }
    ],
    "queue_entry_id": null,
    "v3_pipeline_triggered": false,
    "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,
        "is_extractable": true,
        "skill_nature": "METHODOLOGY",
        "slug": "agile",
        "sub_category_id": 367,
        "typical_lifespan": "EVERGREEN",
        "volatility": "STABLE"
      },
      "matched_via": "alias"
    },
    {
      "alias_persist_skipped_reason": "alias_text already exists for this canonical skill",
      "alias_persisted": false,
      "existing_alias_id": 1851,
      "existing_alias_text": "Scrum",
      "input_term": "Scrum",
      "matched_canonical": {
        "category_id": 8,
        "display_name": "Scrum",
        "id": 1215,
        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "METHODOLOGY",
        "slug": "scrum",
        "sub_category_id": 921,
        "typical_lifespan": "EVERGREEN",
        "volatility": "STABLE"
      },
      "matched_via": "alias"
    },
    {
      "alias_persist_skipped_reason": "alias_text already exists for this canonical skill",
      "alias_persisted": false,
      "existing_alias_id": 2514,
      "existing_alias_text": "API",
      "input_term": "API",
      "matched_canonical": {
        "category_id": 2,
        "display_name": "API",
        "id": 1568,
        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "CONCEPT",
        "slug": "api",
        "sub_category_id": 1174,
        "typical_lifespan": "EVERGREEN",
        "volatility": "STABLE"
      },
      "matched_via": "alias"
    },
    {
      "alias_persist_skipped_reason": "alias_text already exists for this canonical skill",
      "alias_persisted": false,
      "existing_alias_id": 271,
      "existing_alias_text": "SQL",
      "input_term": "SQL",
      "matched_canonical": {
        "category_id": 6,
        "display_name": "SQL",
        "id": 101,
        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "LANGUAGE",
        "slug": "sql",
        "sub_category_id": 97,
        "typical_lifespan": "EVERGREEN",
        "volatility": "STABLE"
      },
      "matched_via": "alias"
    },
    {
      "alias_persist_skipped_reason": "alias_text already exists for this canonical skill",
      "alias_persisted": false,
      "existing_alias_id": 121,
      "existing_alias_text": "PostgreSQL",
      "input_term": "PostgreSQL",
      "matched_canonical": {
        "category_id": 3,
        "display_name": "PostgreSQL",
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        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "TOOL",
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        "sub_category_id": 29,
        "typical_lifespan": "EVERGREEN",
        "volatility": "STABLE"
      },
      "matched_via": "alias"
    },
    {
      "alias_persist_skipped_reason": "TODO: REMOVE AFTER TESTING \u2014 alias DB write disabled",
      "alias_persisted": false,
      "existing_alias_id": 5620,
      "existing_alias_text": "Payload Mapping",
      "input_term": "Process Mapping",
      "matched_canonical": {
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        "display_name": "Payload Mapping",
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        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "CONCEPT",
        "slug": "payload-mapping",
        "sub_category_id": 3058,
        "typical_lifespan": "EVERGREEN",
        "volatility": "STABLE"
      },
      "matched_via": "embedding_alias"
    },
    {
      "alias_persist_skipped_reason": "alias_text already exists for this canonical skill",
      "alias_persisted": false,
      "existing_alias_id": 3688,
      "existing_alias_text": "root cause analysis",
      "input_term": "Root Cause Analysis",
      "matched_canonical": {
        "category_id": 8,
        "display_name": "root cause analysis",
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        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "METHODOLOGY",
        "slug": "root-cause-analysis",
        "sub_category_id": 3301,
        "typical_lifespan": "EVERGREEN",
        "volatility": "STABLE"
      },
      "matched_via": "alias"
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  ],
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      "rationale": null,
      "role_archetype": "Engineering",
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    },
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      "rationale": null,
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      "slug": "frontend-engineer",
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    },
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      "role_archetype": null,
      "slug": "full-stack-engineer",
      "source": "db"
    },
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      "rationale": null,
      "role_archetype": "Engineering",
      "slug": "react-frontend-developer",
      "source": "db"
    },
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      "id": 92,
      "rationale": null,
      "role_archetype": "Engineering",
      "slug": "svelte-frontend-developer",
      "source": "db"
    },
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      "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"
    },
    {
      "display_name": "Pega Developer",
      "id": 24,
      "rationale": null,
      "role_archetype": null,
      "slug": "pega-developer",
      "source": "db"
    },
    {
      "display_name": "Data Engineer",
      "id": 2,
      "rationale": null,
      "role_archetype": null,
      "slug": "data-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",
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    },
    {
      "display_name": ".NET Backend Developer",
      "id": 83,
      "rationale": null,
      "role_archetype": "Engineering",
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      "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"
    },
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      "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"
    },
    {
      "display_name": "Go Backend Developer",
      "id": 81,
      "rationale": null,
      "role_archetype": "Engineering",
      "slug": "go-backend-developer",
      "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": "Sitecore Dev",
      "id": 233,
      "rationale": null,
      "role_archetype": "Engineering",
      "slug": "sitecore-dev",
      "source": "db"
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  ],
  "chosen_role": {
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    "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.",
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    "slug": "technical-product-manager",
    "source": "db"
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      "dimension": {
        "difficulty_hint": "well_known",
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        "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.",
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        "source": "db"
      },
      "input_skill": "Agile",
      "llm_role": null,
      "roles_from_db": []
    },
    {
      "dimension": {
        "difficulty_hint": "well_known",
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        "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"
      },
      "input_skill": "Scrum",
      "llm_role": null,
      "roles_from_db": []
    },
    {
      "dimension": {
        "difficulty_hint": "well_known",
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        "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.",
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      "input_skill": "API",
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          "rationale": null,
          "role_archetype": "Engineering",
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        {
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          "rationale": null,
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          "slug": "full-stack-engineer",
          "source": "db"
        },
        {
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          "rationale": null,
          "role_archetype": "Engineering",
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          "source": "db"
        },
        {
          "display_name": "Svelte Frontend Developer",
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          "rationale": null,
          "role_archetype": "Engineering",
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          "rationale": null,
          "role_archetype": "Engineering",
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          "source": "db"
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        {
          "display_name": "Web Developer",
          "id": 25,
          "rationale": null,
          "role_archetype": null,
          "slug": "web-developer",
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      ]
    },
    {
      "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.",
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        "source": "db"
      },
      "input_skill": "SQL",
      "llm_role": null,
      "roles_from_db": [
        {
          "display_name": "Pega Developer",
          "id": 24,
          "rationale": null,
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      ]
    },
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        "source": "db"
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      ]
    },
    {
      "dimension": {
        "difficulty_hint": "well_known",
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        "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"
      },
      "input_skill": "PostgreSQL",
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      "roles_from_db": [
        {
          "display_name": "Fullstack Developer",
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          "slug": "full-stack-engineer",
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          "display_name": "Fullstack Developer",
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          "role_archetype": "Engineering",
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          "rationale": null,
          "role_archetype": "Engineering",
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      ]
    },
    {
      "dimension": {
        "difficulty_hint": "well_known",
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        "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"
      },
      "input_skill": "PostgreSQL",
      "llm_role": null,
      "roles_from_db": [
        {
          "display_name": ".NET Backend Developer",
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          "rationale": null,
          "role_archetype": "Engineering",
          "slug": "dotnet-backend-developer",
          "source": "db"
        },
        {
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      "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.

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