Pipeline run
f1c93235-9db8-47c4-8add-ce6266b93de6
Client output enrichment
v2 Skill cluster · Nature of work · AI index · Tech stack maturity · Evidence · KRA descriptionvocab breakdown (legacy)
Signals
Post-classification
Captured for admin review
1 POST /skills/extract-from-jd
2 POST /skills/extract-details
3 POST /skills/final-role-output
DevOps Engineer
→Production Engineer
sub-role · 0.93 domain · DevOps & Platform CASE DOMAINslug: 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
Matched dimensions
Matched KRAs
Resolution:
in_db
— role exists in library; skill↔dim and role↔dim links saved when applicable.
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.
Aliases — catalog
- CI/CD (CANONICAL)
Context tags (catalog)
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) |
Skill enrichment (orchestrator / LLM)
No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).
- Category
- Concepts
- Sub-category
- general
- Skill nature
- CONCEPT
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
Skill enrichment (orchestrator / LLM)
No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).
- Category
- CREDENTIALS
- Sub-category
- general
- Skill nature
- CREDENTIAL
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
Skill enrichment (orchestrator / LLM)
No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).
- Category
- Practices
- Sub-category
- general
- Skill nature
- PRACTICE
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
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
Show raw JSON
{
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"first_5_words": "Visa is a world leader",
"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.",
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"roles_and_responsibilities": [
{
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"heading": "Key Responsibilities",
"heading_was_present": true,
"source_marker": {
"first_5_words": "Responsible for supporting and ensuring",
"last_5_words": "automation mind-set."
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"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
}
],
"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"
},
{
"is_primary": false,
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},
{
"is_primary": true,
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],
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"nano_parsed": {
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],
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"word_count": 309
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"rejection_reason": null,
"run_id": "f1c93235-9db8-47c4-8add-ce6266b93de6",
"stage3_signals": {
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"matched_dimensions": [
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],
"matched_kras": [
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"Interface with external software vendors",
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"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"
}