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Pipeline run

f1c93235-9db8-47c4-8add-ce6266b93de6

Pipeline LLM cost (USD)
API 1: $0.0105 API 2: $0.0002 API 3: $0.0000 Total: $0.0106

Client output enrichment

v2 Skill cluster · Nature of work · AI index · Tech stack maturity · Evidence · KRA description
SPARSE JD sources · ai_index: jd · nature_of_work: jd · tech_stack_maturity: jd
Nature of work · Application Support / Production Support
Keeps highly critical active/active applications stable by supporting 24x7 incidents, troubleshooting deployment and performance issues, and coordinating fixes with security, ops, dev, and vendors. Also maintains CI/CD pipelines and applies automation to improve support and maintenance.
""Responsible for providing 24X7 Application Support across multiple visa applications.""
Tech stack maturity
Mainstream Modern cache hit
CI/CD is a widely adopted modern DevOps capability that typically fits mainstream cloud-enabled engineering practices without implying bleeding-edge AI or legacy-only constraints.
AI index (0 = no AI use, 5 = totally AI-dependent · v2.1)
0.00 / 5
· Title match
· Has AI skill
· AI skill (primary)
· AI skill (secondary)
· On AI team
· Builds AI products
vocab breakdown (legacy)
Assistants (×1):
Frameworks (×2):
Models / concepts (×3):
Evidence — skills matched in JD (4)
CI/CD Active/Active Automation SOX
Skill cluster (2 dimension groups, role-scoped)
CI/CD Pipeline Platforms
CI/CD
Cross-cutting / unaligned
Active/Active Automation SOX
Show KRA description ↓
Responsible for supporting and ensuring stability for Highly Critical Risk Applications which are on high availability on active/active environments.Responsible for continuous delivery pipeline for build & deployment.Responsible for working with Security, Operations, Development, testing team and other teams to understand changes to the existing production environment on an ongoing basis and for environment support.Responsible for owning a specific deployment problem and provide active coordination between various groups including internal and external vendor support groups in resolving a specific problemResponsible for providing 24X7 Application Support across multiple visa applications.Responsible for applying code and operation break fixes and other proactive maintenance activities to keep the services up and running.Responsible for managing the performance and tuning of several Visa applications.Interface with external software vendors for product issue troubleshooting and resolution; initiating Vendor Service Requests as necessary, as well as SRs with other 3rd Party Vendors.Work with cross functional, geographically distributed teams to provide 24X7 support across multiple non-production environments.Adhere to defined support policies, procedures, and service levels with an understanding of SOX related IT controls.Expected to critically evaluate customer service requests and incidents to prioritize own workload, determine potential global and/or cross-modular impacts, determine temporary procedural work-around where feasible and communicate to the broader group of impacted parties.Proactively identify, evaluate, and communicate ideas for process improvements and training needs both for applications usage by customers as well as for internal processes and skills enhancementProvide support to strategic initiatives as assigned including, but not limited to, system configuration testing of applications and process enhancements, upgrades and new solutions, ensuring sound knowledge transfer to assume post-implementation support role.Excellent analytical and problem-solving skills with a strong automation mind-set.

Signals

Skill ml-engineer
0.33
Alias devops-engineer
1.00
KRA backend-engineer
0.52

Post-classification

Centroidupdated · n=111
Alias collision log
New-role queue
New skills captured3
New KRA captured

Captured for admin review

Active/Active primary DevOps Engineer pending
SOX DevOps Engineer pending
Automation primary DevOps Engineer pending
Status: completed Created: 2026-05-27T17:41:29.445203Z Updated: 2026-06-07T08:00:53.368956Z API 3 duration: 2546 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

DevOps Engineer

Production Engineer

sub-role · 0.93 domain · DevOps & Platform CASE DOMAIN

slug: devops-engineer · id: 10 · source: db · sub-role slug: production-engineer

Domain=DevOps & Platform → sub-role production-engineer; The JD centers on CI/CD, production support, environment stability, deployment coordination, automation, and cross-functional operations, which best matches DevOps Engineer.

Matched skills

continuous delivery pipelinebuild & deploymentactive/active environments24X7 Application SupportSOX related IT controlsautomationperformance and tuningsystem configuration testing

Matched dimensions

CI/CD and deployment operationsProduction support and environment stabilityIncident coordination and vendor managementApplication performance tuningCross-functional support operationsProcess improvement and automation

Matched KRAs

supporting and ensuring stability for Highly Critical Risk ApplicationsResponsible for continuous delivery pipeline for build & deploymentprovide active coordination between various groupsproviding 24X7 Application Support across multiple visa applicationsapplying code and operation break fixesmanaging the performance and tuning of several Visa applicationsInterface with external software vendorsAdhere to defined support policies, procedures, and service levelscritically evaluate customer service requests and incidentsidentify, evaluate, and communicate ideas for process improvements

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
0
Skipped

Job description

Company Description

Visa is a world leader in digital payments, facilitating more than 215 billion payments transactions between consumers, merchants, financial institutions and government entities across more than 200 countries and territories each year. Our mission is to connect the world through the most innovative, convenient, reliable and secure payments network, enabling individuals, businesses and economies to thrive.

When you join Visa, you join a culture of purpose and belonging – where your growth is priority, your identity is embraced, and the work you do matters. We believe that economies that include everyone everywhere, uplift everyone everywhere. Your work will have a direct impact on billions of people around the world – helping unlock financial access to enable the future of money movement.

Join Visa: A Network Working for Everyone.

Job Description

Project Description

Corporate Tools and Application Support provides technical and functional support across Visa Corporate Production Applications majorly in domain areas of Corporate Finance, Financial Planning, Payment systems and Risk, Corporate Analytics, Legal Risk and Compliance, Project Portfolio management, IT Service management, Human resources, and Learning Management. We ensure all the production applications are up and running and are available for the users to do their daily business activities. Our top priority is to handle Incident, Request, Problem management and co-ordinate Changes in the production applications.

Our area of expertise includes building new tools, Automations, Upgrades and Service Analytics.

DevOps Support – End user technical and functional Support activities, Emergency Bug fix, Production Migration, Application Upgrade Support, Handling batch Jobs, Job monitoring and status reporting aligning to CORE CRE principles of Agility, Analytics, Automation, Resilience and Monitoring.

Key Responsibilities
Responsible for supporting and ensuring stability for Highly Critical Risk Applications which are on high availability on active/active environments.Responsible for continuous delivery pipeline for build & deployment.Responsible for working with Security, Operations, Development, testing team and other teams to understand changes to the existing production environment on an ongoing basis and for environment support.Responsible for owning a specific deployment problem and provide active coordination between various groups including internal and external vendor support groups in resolving a specific problemResponsible for providing 24X7 Application Support across multiple visa applications.Responsible for applying code and operation break fixes and other proactive maintenance activities to keep the services up and running.Responsible for managing the performance and tuning of several Visa applications.Interface with external software vendors for product issue troubleshooting and resolution; initiating Vendor Service Requests as necessary, as well as SRs with other 3rd Party Vendors.Work with cross functional, geographically distributed teams to provide 24X7 support across multiple non-production environments.Adhere to defined support policies, procedures, and service levels with an understanding of SOX related IT controls.Expected to critically evaluate customer service requests and incidents to prioritize own workload, determine potential global and/or cross-modular impacts, determine temporary procedural work-around where feasible and communicate to the broader group of impacted parties.Proactively identify, evaluate, and communicate ideas for process improvements and training needs both for applications usage by customers as well as for internal processes and skills enhancementProvide support to strategic initiatives as assigned including, but not limited to, system configuration testing of applications and process enhancements, upgrades and new solutions, ensuring sound knowledge transfer to assume post-implementation support role.Excellent analytical and problem-solving skills with a strong automation mind-set.
This is a hybrid position. Hybrid employees can alternate time between both remote and office. Employees in hybrid roles are expected to work from the office two days a week, Tuesdays and Wednesdays with a general guidepost of being in the office 50% of the time based on business needs.

Qualifications
Minimum 3 years’ experience in Production support working in a globally distributed team. Experience in supporting Java applications that run in Apache Tomcat, JWS, or similar containers.Excellent analytical and problem-solving skills with a strong automation mind-setGood ITIL knowledge in Change Requests, Incidents, Problem Managements and worked on any Ticketing systems such as ServiceNow, Remedy or any equivalent.Experience In Planning, Deploying, and reviewing changes for critical applications.Experience with Continuous Integration Continuous Deployment (CICD) systems such as Jenkins, Ansible or equivalentExperience with log analysis tools such as Splunk or equivalentExperience troubleshooting and resolving incidents and conducting Root Cause Analysis.Experience supporting distributed systems or microservicesExperience with web services such as SOAP, REST or equivalent and web service testing tools such as SoapUI, Postman or equivalent.Unix operating system commands (to a high level)Hands-On Experience with UNIX/Linux operating system and BASH scripting.Experience with relational databases such as Oracle, PostGreS or equivalent.Excellent ability to communicate effectively with technical and non-technical stakeholdersKnowledge of networking concepts and protocols such as DNS, HTTP, TCP/IP, PKI, SSL,TLS, Digital Certificates, Security Scanning or equivalent.Experience working with schedulers like Control-M, D-series, Tuber Etc.Process oriented with strong analytical and problem-solving skillsWork independently with minimal supervisionShould be able to work on weekends to support the application and infrastructure maintenance activities.Strong interpersonal, facilitation, and effective communication skills (both written and verbal) and the ability to present complex ideas in a clear, concise way.Excellent analytical and problem-solving skills with a strong automation and customer mindset.Present solutions to key stakeholders and demonstrate working software to leads and management.
Additional Information

Visa has adopted a COVID-19 vaccination policy. As a condition of employment, all employees based in the country where this job is located are required to be fully vaccinated for COVID-19, unless a reasonable accommodation is approved or as otherwise required by law.

Skills from this JD

Each row merges API 1 extraction, API 2 library match / v3 orchestration (dimensions + locked dims), and API 3 persistence tags.

CI/CD Primary Library skill API 3: existing canonical (in_db) Existing skill (matched library)
Canonical: CI/CD id=1190 · ci-cd

Aliases — catalog

  • CI/CD (CANONICAL)

Context tags (catalog)

Ansible CircleCI Docker GitLab CI Jenkins Kubernetes Terraform Travis CI automated testing build automation continuous deployment continuous integration deployment pipelines monitoring version control

Stored enrichment (catalog DB)

Category
Methodology
Sub-category
Ci Cd Process
Confidence
0.93
Version strategy
NOT_APPLICABLE

Maturity reasoning: CI/CD appears in a large share of software engineering JDs and is a standard requirement across DevOps, platform, and backend roles; major vendors like GitHub, GitLab, and AWS all center product roadmaps on CI/CD pipelines.

Skill profile (library / DB)

Skill nature
METHODOLOGY
Volatility
STABLE
Typical lifespan
EVERGREEN
Category id
8
Sub-category id
900
Extractable
True
Also category
False

Dimensions (API 2 worklist)

  • CI/CD Pipeline Platforms Catalog dimension db id 150

    Library dimension (catalog)

    Roles linked in library: DevOps Engineer

  • CI/CD for Machine Learning Catalog dimension db id 56

    Library dimension (catalog)

    Roles linked in library: ML Engineer

API 3 link attempts (this skill)

Dimension Skill↔dim Role↔dim Outcome
CI/CD Pipeline Platforms
ci-cd-pipeline-platforms
Existing dimension (library) · Role↔dimension saved
CI/CD for Machine Learning
ci-cd-for-machine-learning
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Active/Active 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
SOX 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
CREDENTIALS
Sub-category
general
Skill nature
CREDENTIAL
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
Automation 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

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
CI/CD in_db
CI/CD Pipeline Platforms
ci-cd-pipeline-platforms
Existing dimension (library) · Role↔dimension saved
CI/CD in_db
CI/CD for Machine Learning
ci-cd-for-machine-learning
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)

Library artifacts (this run)

Kind Detail DB id
canonical_skill_proposed Active/Active | type=Concepts subtype=general nature=CONCEPT lifespan=MULTI_YEAR
canonical_skill_proposed SOX | type=CREDENTIALS subtype=general nature=CREDENTIAL lifespan=MULTI_YEAR
canonical_skill_proposed Automation | type=Practices subtype=general nature=PRACTICE lifespan=MULTI_YEAR
nano JD Parser — gpt-4.1-nano click to toggle
RoleDevOps Support
CompanyVisa
ExperienceMinimum 3 years’ experience in Production support
DomainFinancial Services
Location(hybrid)
JD type pass
Show raw JSON
{
  "JD_type": "pass",
  "about_company": {
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      "last_5_words": "individuals, businesses and economies to thrive."
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    "text": "Visa is a world leader in digital payments, facilitating more than 215 billion payments transactions between consumers, merchants, financial institutions and government entities across more than 200 countries and territories each year. Our mission is to connect the world through the most innovative, convenient, reliable and secure payments network, enabling individuals, businesses and economies to thrive.",
    "word_count": 64
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  "certifications": [],
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  "domain": {
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  "role": "DevOps Support",
  "role_aliases": [
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  "role_archetype": "DevOps",
  "roles_and_responsibilities": [
    {
      "bullet_count": 0,
      "heading": "Key Responsibilities",
      "heading_was_present": true,
      "source_marker": {
        "first_5_words": "Responsible for supporting and ensuring",
        "last_5_words": "automation mind-set."
      },
      "text": "Responsible for supporting and ensuring stability for Highly Critical Risk Applications which are on high availability on active/active environments.Responsible for continuous delivery pipeline for build \u0026 deployment.Responsible for working with Security, Operations, Development, testing team and other teams to understand changes to the existing production environment on an ongoing basis and for environment support.Responsible for owning a specific deployment problem and provide active coordination between various groups including internal and external vendor support groups in resolving a specific problemResponsible for providing 24X7 Application Support across multiple visa applications.Responsible for applying code and operation break fixes and other proactive maintenance activities to keep the services up and running.Responsible for managing the performance and tuning of several Visa applications.Interface with external software vendors for product issue troubleshooting and resolution; initiating Vendor Service Requests as necessary, as well as SRs with other 3rd Party Vendors.Work with cross functional, geographically distributed teams to provide 24X7 support across multiple non-production environments.Adhere to defined support policies, procedures, and service levels with an understanding of SOX related IT controls.Expected to critically evaluate customer service requests and incidents to prioritize own workload, determine potential global and/or cross-modular impacts, determine temporary procedural work-around where feasible and communicate to the broader group of impacted parties.Proactively identify, evaluate, and communicate ideas for process improvements and training needs both for applications usage by customers as well as for internal processes and skills enhancementProvide support to strategic initiatives as assigned including, but not limited to, system configuration testing of applications and process enhancements, upgrades and new solutions, ensuring sound knowledge transfer to assume post-implementation support role.Excellent analytical and problem-solving skills with a strong automation mind-set.",
      "word_count": 309
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  ],
  "urls": []
}
API 1 — extract-from-jd click to toggle
{
  "final_skills": [
    {
      "is_primary": true,
      "skill_name": "CI/CD"
    },
    {
      "is_primary": true,
      "skill_name": "Active/Active"
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    },
    {
      "is_primary": true,
      "skill_name": "Automation"
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  "jd_role": {
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  "nano_parsed": {
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      "word_count": 64
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    "certifications": [],
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    },
    "education": [],
    "experience": {
      "max": null,
      "min": 3,
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    "job_locations": [
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        "aliases": [],
        "city": null,
        "country": null,
        "state": null,
        "work_mode": "hybrid"
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    ],
    "role": "DevOps Support",
    "role_aliases": [
      "DevOps Engineer",
      "DevOps Specialist",
      "Site Reliability Engineer"
    ],
    "role_archetype": "DevOps",
    "roles_and_responsibilities": [
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        "bullet_count": 0,
        "heading": "Key Responsibilities",
        "heading_was_present": true,
        "source_marker": {
          "first_5_words": "Responsible for supporting and ensuring",
          "last_5_words": "automation mind-set."
        },
        "text": "Responsible for supporting and ensuring stability for Highly Critical Risk Applications which are on high availability on active/active environments.Responsible for continuous delivery pipeline for build \u0026 deployment.Responsible for working with Security, Operations, Development, testing team and other teams to understand changes to the existing production environment on an ongoing basis and for environment support.Responsible for owning a specific deployment problem and provide active coordination between various groups including internal and external vendor support groups in resolving a specific problemResponsible for providing 24X7 Application Support across multiple visa applications.Responsible for applying code and operation break fixes and other proactive maintenance activities to keep the services up and running.Responsible for managing the performance and tuning of several Visa applications.Interface with external software vendors for product issue troubleshooting and resolution; initiating Vendor Service Requests as necessary, as well as SRs with other 3rd Party Vendors.Work with cross functional, geographically distributed teams to provide 24X7 support across multiple non-production environments.Adhere to defined support policies, procedures, and service levels with an understanding of SOX related IT controls.Expected to critically evaluate customer service requests and incidents to prioritize own workload, determine potential global and/or cross-modular impacts, determine temporary procedural work-around where feasible and communicate to the broader group of impacted parties.Proactively identify, evaluate, and communicate ideas for process improvements and training needs both for applications usage by customers as well as for internal processes and skills enhancementProvide support to strategic initiatives as assigned including, but not limited to, system configuration testing of applications and process enhancements, upgrades and new solutions, ensuring sound knowledge transfer to assume post-implementation support role.Excellent analytical and problem-solving skills with a strong automation mind-set.",
        "word_count": 309
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  "rejected": false,
  "rejection_reason": null,
  "run_id": "f1c93235-9db8-47c4-8add-ce6266b93de6",
  "stage3_signals": {
    "alias_found": true,
    "alias_match_roles": [
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        "display_name": "DevOps Engineer",
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        "role_id": 10,
        "score": 1.0,
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        "display_name": "Site Reliability Engineer",
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        "matched_skills": null,
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    "kra_match_roles": [
      {
        "display_name": "Backend Developer",
        "kra_matches": [
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        "kra_matches": [
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            "sentence": "Responsible for supporting and ensuring stability for Highly Critical Risk Applications which are on high availability on active/active environments.Responsible for continuous delivery pipeline for build \u0026 deployment.Responsible for working with Security, Operations, Development, testing team and other teams to understand changes to the existing production environment on an ongoing basis and for environment support.Responsible for owning a specific deployment problem and provide active coordination between various groups including internal and external vendor support groups in resolving a specific problemResponsible for providing 24X7 Application Support across multiple visa applications.Responsible for applying code and operation break fixes and other proactive maintenance activities to keep the services up and running.Responsible for managing the performance and tuning of several Visa applications.Interface with external software vendors for product issue troubleshooting and resolution; initiating Vendor Service Requests as necessary, as well as SRs with other 3rd Party Vendors.Work with cross functional, geographically distributed teams to provide 24X7 support across multiple non-production environments.Adhere to defined support policies, procedures, and service levels with an understanding of SOX related IT controls.Expected to critically evaluate customer service requests and incidents to prioritize own workload, determine potential global and/or cross-modular impacts, determine temporary procedural work-around where feasible and communicate to the broader group of impacted parties.Proactively identify, evaluate, and communicate ideas for process improvements and training needs both for applications usage by customers as well as for internal processes and skills enhancementProvide support to strategic initiatives as assigned including, but not limited to, system configuration testing of applications and process enhancements, upgrades and new solutions, ensuring sound knowledge transfer to assume post-implementation support role.Excellent analytical and problem-solving skills with a strong automation mind-set.",
            "similarity": 0.4958
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        "matched_count": null,
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        "slug": "devops-engineer",
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      },
      {
        "display_name": "MLOps Engineer",
        "kra_matches": [
          {
            "kra_text": "Maintains ML platform runbooks, on-call escalation playbooks, and deployment procedure documentation for production operations teams.",
            "sentence": "Responsible for supporting and ensuring stability for Highly Critical Risk Applications which are on high availability on active/active environments.Responsible for continuous delivery pipeline for build \u0026 deployment.Responsible for working with Security, Operations, Development, testing team and other teams to understand changes to the existing production environment on an ongoing basis and for environment support.Responsible for owning a specific deployment problem and provide active coordination between various groups including internal and external vendor support groups in resolving a specific problemResponsible for providing 24X7 Application Support across multiple visa applications.Responsible for applying code and operation break fixes and other proactive maintenance activities to keep the services up and running.Responsible for managing the performance and tuning of several Visa applications.Interface with external software vendors for product issue troubleshooting and resolution; initiating Vendor Service Requests as necessary, as well as SRs with other 3rd Party Vendors.Work with cross functional, geographically distributed teams to provide 24X7 support across multiple non-production environments.Adhere to defined support policies, procedures, and service levels with an understanding of SOX related IT controls.Expected to critically evaluate customer service requests and incidents to prioritize own workload, determine potential global and/or cross-modular impacts, determine temporary procedural work-around where feasible and communicate to the broader group of impacted parties.Proactively identify, evaluate, and communicate ideas for process improvements and training needs both for applications usage by customers as well as for internal processes and skills enhancementProvide support to strategic initiatives as assigned including, but not limited to, system configuration testing of applications and process enhancements, upgrades and new solutions, ensuring sound knowledge transfer to assume post-implementation support role.Excellent analytical and problem-solving skills with a strong automation mind-set.",
            "similarity": 0.4956
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 16,
        "score": 0.4956,
        "slug": "ml-ops-engineer",
        "total_count": null
      },
      {
        "display_name": "Data Engineer",
        "kra_matches": [
          {
            "kra_text": "Monitors pipeline health, SLA breach alerts, and job failure notifications, and performs root cause analysis for data pipeline incidents.",
            "sentence": "Responsible for supporting and ensuring stability for Highly Critical Risk Applications which are on high availability on active/active environments.Responsible for continuous delivery pipeline for build \u0026 deployment.Responsible for working with Security, Operations, Development, testing team and other teams to understand changes to the existing production environment on an ongoing basis and for environment support.Responsible for owning a specific deployment problem and provide active coordination between various groups including internal and external vendor support groups in resolving a specific problemResponsible for providing 24X7 Application Support across multiple visa applications.Responsible for applying code and operation break fixes and other proactive maintenance activities to keep the services up and running.Responsible for managing the performance and tuning of several Visa applications.Interface with external software vendors for product issue troubleshooting and resolution; initiating Vendor Service Requests as necessary, as well as SRs with other 3rd Party Vendors.Work with cross functional, geographically distributed teams to provide 24X7 support across multiple non-production environments.Adhere to defined support policies, procedures, and service levels with an understanding of SOX related IT controls.Expected to critically evaluate customer service requests and incidents to prioritize own workload, determine potential global and/or cross-modular impacts, determine temporary procedural work-around where feasible and communicate to the broader group of impacted parties.Proactively identify, evaluate, and communicate ideas for process improvements and training needs both for applications usage by customers as well as for internal processes and skills enhancementProvide support to strategic initiatives as assigned including, but not limited to, system configuration testing of applications and process enhancements, upgrades and new solutions, ensuring sound knowledge transfer to assume post-implementation support role.Excellent analytical and problem-solving skills with a strong automation mind-set.",
            "similarity": 0.4609
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 2,
        "score": 0.4609,
        "slug": "data-engineer",
        "total_count": null
      }
    ],
    "skill_match_roles": [
      {
        "display_name": "ML Engineer",
        "kra_matches": null,
        "matched_count": 1,
        "matched_skills": [
          "CI/CD"
        ],
        "role_id": 3,
        "score": 0.3333,
        "slug": "ml-engineer",
        "total_count": 3
      },
      {
        "display_name": "DevOps Engineer",
        "kra_matches": null,
        "matched_count": 1,
        "matched_skills": [
          "CI/CD"
        ],
        "role_id": 10,
        "score": 0.3333,
        "slug": "devops-engineer",
        "total_count": 3
      }
    ]
  },
  "stage4_decision": {
    "alias_collision_detected": false,
    "case": "DOMAIN",
    "chosen_role": {
      "display_name": "DevOps Engineer",
      "kra_matches": null,
      "matched_count": null,
      "matched_skills": null,
      "role_id": 10,
      "score": 0.95,
      "slug": "devops-engineer",
      "total_count": null
    },
    "confidence": 0.95,
    "is_new_role": false,
    "llm2_fired": false,
    "llm2_reasoning": null,
    "matched_dimensions": [
      "CI/CD and deployment operations",
      "Production support and environment stability",
      "Incident coordination and vendor management",
      "Application performance tuning",
      "Cross-functional support operations",
      "Process improvement and automation"
    ],
    "matched_kras": [
      "supporting and ensuring stability for Highly Critical Risk Applications",
      "Responsible for continuous delivery pipeline for build \u0026 deployment",
      "provide active coordination between various groups",
      "providing 24X7 Application Support across multiple visa applications",
      "applying code and operation break fixes",
      "managing the performance and tuning of several Visa applications",
      "Interface with external software vendors",
      "Adhere to defined support policies, procedures, and service levels",
      "critically evaluate customer service requests and incidents",
      "identify, evaluate, and communicate ideas for process improvements"
    ],
    "matched_skills": [
      "continuous delivery pipeline",
      "build \u0026 deployment",
      "active/active environments",
      "24X7 Application Support",
      "SOX related IT controls",
      "automation",
      "performance and tuning",
      "system configuration testing"
    ],
    "new_role_display_name": null,
    "new_role_slug": null,
    "queued": false,
    "reasoning": "Domain=DevOps \u0026 Platform \u2192 sub-role production-engineer; The JD centers on CI/CD, production support, environment stability, deployment coordination, automation, and cross-functional operations, which best matches DevOps Engineer.",
    "sub_role": {
      "confidence": 0.93,
      "display_name": "Production Engineer",
      "reasoning": "The JD is dominated by 24x7 application support, production stability, incident/problem resolution, and active coordination for live environments, which best matches Production Engineer.",
      "role_id": 372,
      "slug": "production-engineer"
    }
  },
  "stage5_updates": {
    "centroid_n_after": 111,
    "centroid_updated": true,
    "collision_log_id": null,
    "new_kra_attached": null,
    "new_skills_attached": [
      {
        "is_primary": true,
        "queue_id": 25476,
        "role_display_name": "DevOps Engineer",
        "role_slug": "devops-engineer",
        "skill_name": "Active/Active",
        "status": "pending"
      },
      {
        "is_primary": false,
        "queue_id": 25477,
        "role_display_name": "DevOps Engineer",
        "role_slug": "devops-engineer",
        "skill_name": "SOX",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 25478,
        "role_display_name": "DevOps Engineer",
        "role_slug": "devops-engineer",
        "skill_name": "Automation",
        "status": "pending"
      }
    ],
    "queue_entry_id": null,
    "v3_pipeline_triggered": false,
    "v3_role_slug": null,
    "v3_run_id": null
  }
}
API 2 — extract-details
{
  "alias_matches": [
    {
      "alias_persist_skipped_reason": "alias_text already exists for this canonical skill",
      "alias_persisted": false,
      "existing_alias_id": 1826,
      "existing_alias_text": "CI/CD",
      "input_term": "CI/CD",
      "matched_canonical": {
        "category_id": 8,
        "display_name": "CI/CD",
        "id": 1190,
        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "METHODOLOGY",
        "slug": "ci-cd",
        "sub_category_id": 900,
        "typical_lifespan": "EVERGREEN",
        "volatility": "STABLE"
      },
      "matched_via": "alias"
    }
  ],
  "candidate_roles": [
    {
      "display_name": "DevOps Engineer",
      "id": 10,
      "rationale": null,
      "role_archetype": null,
      "slug": "devops-engineer",
      "source": "db"
    },
    {
      "display_name": "ML Engineer",
      "id": 3,
      "rationale": null,
      "role_archetype": null,
      "slug": "ml-engineer",
      "source": "db"
    }
  ],
  "chosen_role": {
    "display_name": "DevOps Engineer",
    "id": 10,
    "rationale": "Domain=DevOps \u0026 Platform \u2192 sub-role production-engineer; The JD centers on CI/CD, production support, environment stability, deployment coordination, automation, and cross-functional operations, which best matches DevOps Engineer.",
    "role_archetype": null,
    "slug": "devops-engineer",
    "source": "db"
  },
  "dimensions": [
    {
      "dimension": {
        "difficulty_hint": "well_known",
        "display_name": "CI/CD Pipeline Platforms",
        "id": 150,
        "rationale": "Systems used to define, run, and maintain automated build and deployment workflows. This cluster is coherent because the role owns delivery automation end to end, including pipeline reliability and promotion logic.",
        "slug": "ci-cd-pipeline-platforms",
        "source": "db"
      },
      "input_skill": "CI/CD",
      "llm_role": null,
      "roles_from_db": [
        {
          "display_name": "DevOps Engineer",
          "id": 10,
          "rationale": null,
          "role_archetype": null,
          "slug": "devops-engineer",
          "source": "db"
        }
      ]
    },
    {
      "dimension": {
        "difficulty_hint": "well_known",
        "display_name": "CI/CD for Machine Learning",
        "id": 56,
        "rationale": "Tools and platforms for automating ML model integration, testing, and deployment pipelines.",
        "slug": "ci-cd-for-machine-learning",
        "source": "db"
      },
      "input_skill": "CI/CD",
      "llm_role": null,
      "roles_from_db": [
        {
          "display_name": "ML Engineer",
          "id": 3,
          "rationale": null,
          "role_archetype": null,
          "slug": "ml-engineer",
          "source": "db"
        }
      ]
    }
  ],
  "input_final_skills": [
    "CI/CD",
    "Active/Active",
    "SOX",
    "Automation"
  ],
  "input_llm_skills": [
    "CI/CD",
    "Active/Active",
    "SOX",
    "Automation"
  ],
  "new_aliases_persisted": 0,
  "run_id": "f1c93235-9db8-47c4-8add-ce6266b93de6",
  "skills_detail": [
    {
      "aliases_in_db": [
        {
          "alias_text": "CI/CD",
          "alias_type": "CANONICAL",
          "id": 1826,
          "is_primary": false,
          "match_strategy": "CASE_INSENSITIVE"
        }
      ],
      "canonical": {
        "category_id": 8,
        "display_name": "CI/CD",
        "id": 1190,
        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "METHODOLOGY",
        "slug": "ci-cd",
        "sub_category_id": 900,
        "typical_lifespan": "EVERGREEN",
        "volatility": "STABLE"
      },
      "dimensions": [
        {
          "dimension": {
            "difficulty_hint": "well_known",
            "display_name": "CI/CD Pipeline Platforms",
            "id": 150,
            "rationale": "Systems used to define, run, and maintain automated build and deployment workflows. This cluster is coherent because the role owns delivery automation end to end, including pipeline reliability and promotion logic.",
            "slug": "ci-cd-pipeline-platforms",
            "source": "db"
          },
          "input_skill": "CI/CD",
          "llm_role": null,
          "roles_from_db": [
            {
              "display_name": "DevOps Engineer",
              "id": 10,
              "rationale": null,
              "role_archetype": null,
              "slug": "devops-engineer",
              "source": "db"
            }
          ]
        },
        {
          "dimension": {
            "difficulty_hint": "well_known",
            "display_name": "CI/CD for Machine Learning",
            "id": 56,
            "rationale": "Tools and platforms for automating ML model integration, testing, and deployment pipelines.",
            "slug": "ci-cd-for-machine-learning",
            "source": "db"
          },
          "input_skill": "CI/CD",
          "llm_role": null,
          "roles_from_db": [
            {
              "display_name": "ML Engineer",
              "id": 3,
              "rationale": null,
              "role_archetype": null,
              "slug": "ml-engineer",
              "source": "db"
            }
          ]
        }
      ],
      "input_skill": "CI/CD",
      "matched_via": "alias",
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": null,
      "source_tag": "db",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "Active/Active",
      "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": "active-active",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "SOX",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "CREDENTIALS",
          "skill_nature": "CREDENTIAL",
          "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": "sox",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "Automation",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "Practices",
          "skill_nature": "PRACTICE",
          "sub_category": "general",
          "typical_lifespan": "MULTI_YEAR",
          "version_strategy": "UNVERSIONED",
          "volatility": "MEDIUM"
        },
        "enrichment": null,
        "keep_log": [],
        "locked_dimensions": [],
        "merge_log": [],
        "placed": null,
        "relationships": null,
        "skill_id": "automation",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    }
  ],
  "unmatched_skills": [
    "Active/Active",
    "SOX",
    "Automation"
  ]
}
API 3 — final-role-output
{
  "chosen_role": {
    "display_name": "DevOps Engineer",
    "id": 10,
    "rationale": "Domain=DevOps \u0026 Platform \u2192 sub-role production-engineer; The JD centers on CI/CD, production support, environment stability, deployment coordination, automation, and cross-functional operations, which best matches DevOps Engineer.",
    "role_archetype": null,
    "slug": "devops-engineer",
    "source": "db"
  },
  "chosen_role_resolution": "in_db",
  "final_input_skills": [
    {
      "skill": "CI/CD",
      "tag": "in_db"
    },
    {
      "skill": "Active/Active",
      "tag": "new"
    },
    {
      "skill": "SOX",
      "tag": "new"
    },
    {
      "skill": "Automation",
      "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": 10,
        "dimension": {
          "difficulty_hint": "well_known",
          "display_name": "CI/CD Pipeline Platforms",
          "id": 150,
          "rationale": "Systems used to define, run, and maintain automated build and deployment workflows. This cluster is coherent because the role owns delivery automation end to end, including pipeline reliability and promotion logic.",
          "slug": "ci-cd-pipeline-platforms",
          "source": "db"
        },
        "dimension_id": 150,
        "input_skill": "CI/CD",
        "llm_role": null,
        "matched_chosen_role": true,
        "outcome_line": "Existing dimension (library) \u00b7 Role\u2194dimension saved",
        "role_dimension_saved": true,
        "roles_from_db": [
          {
            "display_name": "DevOps Engineer",
            "id": 10,
            "rationale": null,
            "role_archetype": null,
            "slug": "devops-engineer",
            "source": "db"
          }
        ],
        "skill_dimension_saved": true,
        "skill_id": 1190,
        "skill_tag": "in_db",
        "skipped_reason": null
      },
      {
        "chosen_role_id": 10,
        "dimension": {
          "difficulty_hint": "well_known",
          "display_name": "CI/CD for Machine Learning",
          "id": 56,
          "rationale": "Tools and platforms for automating ML model integration, testing, and deployment pipelines.",
          "slug": "ci-cd-for-machine-learning",
          "source": "db"
        },
        "dimension_id": 56,
        "input_skill": "CI/CD",
        "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": "ML Engineer",
            "id": 3,
            "rationale": null,
            "role_archetype": null,
            "slug": "ml-engineer",
            "source": "db"
          }
        ],
        "skill_dimension_saved": true,
        "skill_id": 1190,
        "skill_tag": "in_db",
        "skipped_reason": null
      }
    ],
    "new_skills_created": 0,
    "role_dimension_saved": 0,
    "skill_dimension_saved": 0,
    "skipped": 0
  },
  "planner_output": null,
  "run_id": "f1c93235-9db8-47c4-8add-ce6266b93de6"
}