Pipeline run
06bcee47-6868-4c15-8b97-73f88c45bf66
Pipeline LLM cost (USD)
API 1: $0.0107
API 2: $0.0000
API 3: $0.0000
Total: $0.0107
Client output enrichment
v2 Skill cluster · Nature of work · AI index · Tech stack maturity · Evidence · KRA description
SPARSE JD
role baseline loaded
sources · ai_index: role_baseline · nature_of_work: jd · tech_stack_maturity: role_baseline
Nature of work
· Integration and event handling
Develop and maintain a cloud-enabled centralized loans settlement platform, integrating existing components, coding complex solutions, and running functional/non-functional tests. Also support mission-critical production systems and work closely with product and business analysts to deliver to schedule.
"Integrate existing software into new or modified systems or operating environments, to include Cloud technologies."
Tech stack maturity
Modern Cloud Native
Backend development today is typically built around cloud-hosted services, containers, CI/CD, and distributed systems, but AI is usually only an optional integration rather than the core of the role.
AI index (0 = no AI use, 5 = totally AI-dependent · v2.1)
1.80 / 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 (1)
Cloud
Skill cluster (1 dimension groups, role-scoped)
Cloud Platforms
Cloud
Show KRA description ↓
We are looking for an experienced technologist to become a member of the MarkitClear development team based in Gurgaon, India. This person will work closely with existing team members in this dynamic and challenging industry to develop and maintain innovative solutions for state-of-the-art centralized loans settlement platform, with emphasis on test ability, and leveraging existing components to accomplish timely delivery of software products according to the business schedule.
This position will suit candidates who enjoy both the technical and business aspects of developing, testing, and deploying software to a schedule in an environment of high visibility and transparency around deliverables, business needs, and customer value.
Integrate existing software into new or modified systems or operating environments, to include Cloud technologies.
Ensure consistent implementation of company software development processes and standards.
Ensure system capacity, performance and failure recovery architecture including design and execution of both functional and non-functional tests.
Tight collaboration with product managers and expert business analysts. Comprehension of business specifications and an ability to implement well designed solutions based off the defined requirements.
Apply knowledge of industry trends and developments to improve service to our clients.
Design and code complex programs.
Evaluate complex business requirements and processes.
Provide production support for several mission critical systems.
Conducts analysis of organizational needs and goals for the development and implementation of application systems.
Work with highly innovative and dynamic development team.
Take initiative and work independently on certain projects, while contributing to a large team on others.
Signals
Skill
data-engineer
1.00
Alias
—
—
KRA
pega-developer
0.54
Post-classification
Centroidupdated · n=115
Alias collision log—
New-role queue—
New skills captured0
New KRA capturedyes
Captured for admin review
R&R fragment (sim 0.00)
↔
Backend Developer
pending
We are looking for an experienced technologist to become a member of the MarkitClear development team based in Gurgaon, India. This person will work closely with existing team members in this dynamic …
Status:
completed
Created: 2026-05-27T13:40:59.021256Z
Updated: 2026-05-27T13:41:26.619915Z
API 3 duration: 4780 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
Backend Developer
domain · Software Engineering CASE DOMAINslug: backend-engineer · id: 1 · source: db
Domain=Software Engineering; The JD focuses on developing, integrating, testing, deploying, and supporting mission-critical software and cloud-based systems, which best matches backend engineering responsibilities.
Matched skills
Cloud technologiesfunctional testsnon-functional testsproduction supportsoftware development processessystem capacityperformancefailure recovery architecturebusiness specificationsapplication systems
Matched dimensions
Backend Software DevelopmentSystem IntegrationQuality Engineering and TestingPerformance and Resilience EngineeringProduction SupportBusiness Requirements TranslationCloud Integration
Matched KRAs
develop and maintain innovative solutionsintegrate existing software into new or modified systemsensure consistent implementation of software development processes and standardsensure system capacity, performance and failure recovery architecturedesign and execution of both functional and non-functional testsimplement well designed solutions based off requirementsprovide production support for several mission critical systemsconducts analysis of organizational needs and goals
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
Department Overview Loan Settlement forming the industry standard web-based loan trade processing platform dedicated to efficiently settling primary and secondary par and distressed loan trades in both the US and European markets. The Markit Clear platform simplifies trade settlement by providing an integrated, collaborative, real-time platform for buyers, sellers, counsel and agent banks to capture acknowledge and settle primary and secondary market loan trades. The platform is designed to improve liquidity and efficiency in the par and distressed loan markets, facilitate trading and provide real-time reporting based on the status of open and historical trades. Markit Clear provides access to real-time agency bank data along with the integration of client systems to accommodate the straight through processing of loan trades. The MarkitClear team is split over 2 locations, New York and Delhi and covers Product Management, Development, Sales, Account Management and Operations. We are looking for candidates to contribute to the design and development process. Position Summary We are looking for an experienced technologist to become a member of the MarkitClear development team based in Gurgaon, India. This person will work closely with existing team members in this dynamic and challenging industry to develop and maintain innovative solutions for state-of-the-art centralized loans settlement platform, with emphasis on test ability, and leveraging existing components to accomplish timely delivery of software products according to the business schedule. Being chiefly responsible for ongoing UI development with .Net technologies, this individual will interface with various business units in the planning of major functionality, analyzing business functional requirements to determine the scope of work, evaluating available application alternatives to support business needs, and managing resource planning/constraints. Education And Experience BS or MS degree in Computer Science, related field, or equivalent experienceExpertise with programming languages, programming techniques, web development technologies and use of databasesExpertise UI technologies like Angular JS and/or ReactJS and J Query with HTML, JavaScript.Expertise with relational database concepts, Graphical User Interface, and service-oriented architectureExperience with Devops CI/CD is desiredExperience with developing Cloud Native (AWS) application is a plusExperience creating architectural approaches for software design and implementation is a plusExcellent interpersonal skills – must be able to work effectively as part of a project/program team and foster team cooperationMust be able to effectively communicate technical information to both technical and non-technical personnel In addition, the following skills are helpful .NET CoreDocker, KubernetesAWS experience Commercial awareness Experience working in the financial sector, particularly in Loans of Fixed Income, would be an advantage. Duties & Accountabilities This position will suit candidates who enjoy both the technical and business aspects of developing, testing, and deploying software to a schedule in an environment of high visibility and transparency around deliverables, business needs, and customer value. Application Design Integrate existing software into new or modified systems or operating environments, to include Cloud technologies.Ensure consistent implementation of company software development processes and standards.Ensure system capacity, performance and failure recovery architecture including design and execution of both functional and non-functional tests.Tight collaboration with product managers and expert business analysts. Comprehension of business specifications and an ability to implement well designed solutions based off the defined requirements.Apply knowledge of industry trends and developments to improve service to our clients. Application Development Design and code complex programs.Evaluate complex business requirements and processes.Provide production support for several mission critical systems.Conducts analysis of organizational needs and goals for the development and implementation of application systems.Work with highly innovative and dynamic development team.Take initiative and work independently on certain projects, while contributing to a large team on others. Equal Opportunity Employer S&P Global is an equal opportunity employer and all qualified candidates will receive consideration for employment without regard to race/ethnicity, color, religion, sex, sexual orientation, gender identity, national origin, age, disability, marital status, military veteran status, unemployment status, or any other status protected by law. Only electronic job submissions will be considered for employment. If you need an accommodation during the application process due to a disability, please send an email to:EEO.Compliance@spglobal.com and your request will be forwarded to the appropriate person. US Candidates Only The EEO is the Law Poster http://www.dol.gov/ofccp/regs/compliance/posters/pdf/eeopost.pdf describes discrimination protections under federal 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.
Cloud
Primary
Library skill
API 3: existing canonical (in_db)
Existing skill (matched library)
Canonical: Cloud
id=1572
· cloud
Aliases — catalog
- Cloud (CANONICAL)
Context tags (catalog)
AWS
Azure
DevOps
Docker
Google Cloud
IaaS
Kubernetes
PaaS
SaaS
cloud migration
cloud security
hybrid cloud
microservices
multi-cloud
serverless
Stored enrichment (catalog DB)
- Category
- Domain
- Sub-category
- Cloud Computing
- Confidence
- 0.93
- Version strategy
- NOT_APPLICABLE
Maturity reasoning: Cloud is a hiring-pipeline staple: AWS, Azure, and GCP appear in a large share of modern infrastructure JDs, and major vendors continue expanding cloud services rather than sunsetting them.
Skill profile (library / DB)
- Skill nature
- CONCEPT
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Category id
- 37
- Sub-category id
- 1177
- Extractable
- True
- Also category
- False
Dimensions (API 2 worklist)
-
Cloud Platforms Catalog dimension db id 20
Library dimension (catalog)
Roles linked in library: .NET Backend Developer, Backend Developer, Cyber Security Engineer, Data Engineer, DevOps Engineer, Fullstack Developer, Go Backend Developer, Java Backend Developer, Kotlin Backend Developer, ML Engineer, MLOps Engineer, Node.js Backend Developer, Python Backend Developer, Scala Backend Developer
API 3 link attempts (this skill)
| Dimension | Skill↔dim | Role↔dim | Outcome |
|---|---|---|---|
|
Cloud Platforms
cloud-platforms
|
✓ | ✓ | Existing dimension (library) · Role↔dimension saved |
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 |
|---|---|---|---|---|---|---|
| Cloud | in_db |
Cloud Platforms
cloud-platforms
|
✓ | ✓ | Existing dimension (library) · Role↔dimension saved |
Library artifacts (this run)
No artifact rows for this run.
nano JD Parser — gpt-4.1-nano click to toggle
RoleSoftware Developer
CompanyS&P Global
DomainFinancial Services
Location
Gurgaon, India
(onsite)
JD type
pass
Show raw JSON
{
"JD_type": "pass",
"about_company": null,
"certifications": [],
"company_name": "S\u0026P Global",
"ctc": null,
"domain": {
"primary": {
"aliases": [
"FinTech",
"Loans"
],
"domain": "Financial Services"
},
"secondary": null
},
"education": [
{
"level": "Bachelor\u0027s",
"qualification": "BTECH/BE - Computer Science (or related)",
"raw": "BS or MS degree in Computer Science, related field, or equivalent experience",
"requirement": "required"
}
],
"experience": {
"max": null,
"min": null,
"raw": null
},
"job_locations": [
{
"aliases": [
"Gurugram"
],
"city": "Gurgaon",
"country": "India",
"state": "Haryana",
"work_mode": "onsite"
}
],
"role": "Software Developer",
"role_aliases": [
"Developer",
"Software Engineer",
"Programmer"
],
"role_archetype": "Engineering",
"roles_and_responsibilities": [
{
"bullet_count": 0,
"heading": "Position Summary",
"heading_was_present": true,
"source_marker": {
"first_5_words": "We are looking for an",
"last_5_words": "according to the business schedule."
},
"text": "We are looking for an experienced technologist to become a member of the MarkitClear development team based in Gurgaon, India. This person will work closely with existing team members in this dynamic and challenging industry to develop and maintain innovative solutions for state-of-the-art centralized loans settlement platform, with emphasis on test ability, and leveraging existing components to accomplish timely delivery of software products according to the business schedule.",
"word_count": 63
},
{
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"heading": "Duties \u0026 Accountabilities",
"heading_was_present": true,
"source_marker": {
"first_5_words": "This position will suit candidates",
"last_5_words": "around deliverables, business needs, and customer value."
},
"text": "This position will suit candidates who enjoy both the technical and business aspects of developing, testing, and deploying software to a schedule in an environment of high visibility and transparency around deliverables, business needs, and customer value.",
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},
{
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"source_marker": {
"first_5_words": "Integrate existing software into new",
"last_5_words": "service to our clients."
},
"text": "Integrate existing software into new or modified systems or operating environments, to include Cloud technologies.\nEnsure consistent implementation of company software development processes and standards.\nEnsure system capacity, performance and failure recovery architecture including design and execution of both functional and non-functional tests.\nTight collaboration with product managers and expert business analysts. Comprehension of business specifications and an ability to implement well designed solutions based off the defined requirements.\nApply knowledge of industry trends and developments to improve service to our clients.",
"word_count": 83
},
{
"bullet_count": 6,
"heading": "Application Development",
"heading_was_present": true,
"source_marker": {
"first_5_words": "Design and code complex programs.",
"last_5_words": "to a large team on others."
},
"text": "Design and code complex programs.\nEvaluate complex business requirements and processes.\nProvide production support for several mission critical systems.\nConducts analysis of organizational needs and goals for the development and implementation of application systems.\nWork with highly innovative and dynamic development team.\nTake initiative and work independently on certain projects, while contributing to a large team on others.",
"word_count": 66
}
],
"urls": [
{
"type": "other",
"url": "http://www.dol.gov/ofccp/regs/compliance/posters/pdf/eeopost.pdf"
}
]
}
API 1 — extract-from-jd click to toggle
{
"final_skills": [
{
"is_primary": true,
"skill_name": "Cloud"
}
],
"jd_role": {
"display_name": "Software Developer",
"rationale": null,
"role_aliases": [
"Developer",
"Software Engineer",
"Programmer"
],
"role_archetype": "Engineering",
"slug": ""
},
"nano_parsed": {
"JD_type": "pass",
"about_company": null,
"certifications": [],
"company_name": "S\u0026P Global",
"ctc": null,
"domain": {
"primary": {
"aliases": [
"FinTech",
"Loans"
],
"domain": "Financial Services"
},
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},
"education": [
{
"level": "Bachelor\u0027s",
"qualification": "BTECH/BE - Computer Science (or related)",
"raw": "BS or MS degree in Computer Science, related field, or equivalent experience",
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}
],
"experience": {
"max": null,
"min": null,
"raw": null
},
"job_locations": [
{
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],
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],
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"role_aliases": [
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"roles_and_responsibilities": [
{
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"heading": "Position Summary",
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"source_marker": {
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{
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},
{
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"heading_was_present": true,
"source_marker": {
"first_5_words": "Integrate existing software into new",
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},
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},
{
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"heading": "Application Development",
"heading_was_present": true,
"source_marker": {
"first_5_words": "Design and code complex programs.",
"last_5_words": "to a large team on others."
},
"text": "Design and code complex programs.\nEvaluate complex business requirements and processes.\nProvide production support for several mission critical systems.\nConducts analysis of organizational needs and goals for the development and implementation of application systems.\nWork with highly innovative and dynamic development team.\nTake initiative and work independently on certain projects, while contributing to a large team on others.",
"word_count": 66
}
],
"urls": [
{
"type": "other",
"url": "http://www.dol.gov/ofccp/regs/compliance/posters/pdf/eeopost.pdf"
}
]
},
"rejected": false,
"rejection_reason": null,
"run_id": "06bcee47-6868-4c15-8b97-73f88c45bf66",
"stage3_signals": {
"alias_found": false,
"alias_match_roles": [],
"kra_match_roles": [
{
"display_name": "Pega Developer",
"kra_matches": [
{
"kra_text": "Requirements analysis and process translation",
"sentence": "Evaluate complex business requirements and processes.",
"similarity": 0.5834
},
{
"kra_text": "external system integration implementation",
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},
{
"kra_text": "Requirements analysis and process translation",
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],
"matched_count": null,
"matched_skills": null,
"role_id": 24,
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"slug": "pega-developer",
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},
{
"display_name": "MLOps Engineer",
"kra_matches": [
{
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"sentence": "Provide production support for several mission critical systems.",
"similarity": 0.5635
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{
"kra_text": "Validates model performance benchmarks, data schema contracts, and system integration health before signing off on production release readiness.",
"sentence": "Ensure system capacity, performance and failure recovery architecture including design and execution of both functional and non-functional tests.",
"similarity": 0.5308
},
{
"kra_text": "Coordinates model promotion workflows across development, staging, and production environments including integration testing and data contract validation.",
"sentence": "Ensure consistent implementation of company software development processes and standards.",
"similarity": 0.4765
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 16,
"score": 0.5236,
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},
{
"display_name": "Fullstack Developer",
"kra_matches": [
{
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"sentence": "Tight collaboration with product managers and expert business analysts.",
"similarity": 0.5942
},
{
"kra_text": "Works closely with product managers and UX designers to translate requirements and wireframes into working software features through iterative development.",
"sentence": "Work with highly innovative and dynamic development team.",
"similarity": 0.4843
},
{
"kra_text": "Works closely with product managers and UX designers to translate requirements and wireframes into working software features through iterative development.",
"sentence": "This position will suit candidates who enjoy both the technical and business aspects of developing, testing, and deploying software to a schedule in an environment of high visibility and transparency around deliverables, business needs, and customer value.",
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}
],
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"role_id": 15,
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},
{
"display_name": "Cyber Security Engineer",
"kra_matches": [
{
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{
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},
{
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}
],
"matched_count": null,
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},
{
"display_name": "Flutter Developer",
"kra_matches": [
{
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{
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"sentence": "Integrate existing software into new or modified systems or operating environments, to include Cloud technologies.",
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{
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}
],
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}
],
"skill_match_roles": [
{
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],
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"score": 1.0,
"slug": "data-engineer",
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},
{
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"kra_matches": null,
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"matched_skills": [
"Cloud"
],
"role_id": 3,
"score": 1.0,
"slug": "ml-engineer",
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},
{
"display_name": "Cyber Security Engineer",
"kra_matches": null,
"matched_count": 1,
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"Cloud"
],
"role_id": 5,
"score": 1.0,
"slug": "cybersecurity-engineer",
"total_count": 1
},
{
"display_name": "DevOps Engineer",
"kra_matches": null,
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"matched_skills": [
"Cloud"
],
"role_id": 10,
"score": 1.0,
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"total_count": 1
},
{
"display_name": "Backend Developer",
"kra_matches": null,
"matched_count": 1,
"matched_skills": [
"Cloud"
],
"role_id": 1,
"score": 1.0,
"slug": "backend-engineer",
"total_count": 1
}
]
},
"stage4_decision": {
"alias_collision_detected": false,
"case": "DOMAIN",
"chosen_role": {
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"kra_matches": null,
"matched_count": null,
"matched_skills": null,
"role_id": 1,
"score": 0.92,
"slug": "backend-engineer",
"total_count": null
},
"confidence": 0.92,
"is_new_role": false,
"llm2_fired": false,
"llm2_reasoning": null,
"matched_dimensions": [
"Backend Software Development",
"System Integration",
"Quality Engineering and Testing",
"Performance and Resilience Engineering",
"Production Support",
"Business Requirements Translation",
"Cloud Integration"
],
"matched_kras": [
"develop and maintain innovative solutions",
"integrate existing software into new or modified systems",
"ensure consistent implementation of software development processes and standards",
"ensure system capacity, performance and failure recovery architecture",
"design and execution of both functional and non-functional tests",
"implement well designed solutions based off requirements",
"provide production support for several mission critical systems",
"conducts analysis of organizational needs and goals"
],
"matched_skills": [
"Cloud technologies",
"functional tests",
"non-functional tests",
"production support",
"software development processes",
"system capacity",
"performance",
"failure recovery architecture",
"business specifications",
"application systems"
],
"new_role_display_name": null,
"new_role_slug": null,
"queued": false,
"reasoning": "Domain=Software Engineering; The JD focuses on developing, integrating, testing, deploying, and supporting mission-critical software and cloud-based systems, which best matches backend engineering responsibilities.",
"sub_role": null
},
"stage5_updates": {
"centroid_n_after": 115,
"centroid_updated": true,
"collision_log_id": null,
"new_kra_attached": {
"best_kra_similarity": 0.0,
"queue_id": 157,
"r_and_r_preview": "We are looking for an experienced technologist to become a member of the MarkitClear development team based in Gurgaon, India. This person will work closely with existing team members in this dynamic ",
"role_display_name": "Backend Developer",
"role_slug": "backend-engineer",
"status": "pending"
},
"new_skills_attached": [],
"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": 2518,
"existing_alias_text": "Cloud",
"input_term": "Cloud",
"matched_canonical": {
"category_id": 37,
"display_name": "Cloud",
"id": 1572,
"is_also_category": false,
"is_extractable": true,
"skill_nature": "CONCEPT",
"slug": "cloud",
"sub_category_id": 1177,
"typical_lifespan": "EVERGREEN",
"volatility": "STABLE"
},
"matched_via": "alias"
}
],
"candidate_roles": [
{
"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": "Cyber Security Engineer",
"id": 5,
"rationale": null,
"role_archetype": null,
"slug": "cybersecurity-engineer",
"source": "db"
},
{
"display_name": "Data Engineer",
"id": 2,
"rationale": null,
"role_archetype": null,
"slug": "data-engineer",
"source": "db"
},
{
"display_name": "DevOps Engineer",
"id": 10,
"rationale": null,
"role_archetype": null,
"slug": "devops-engineer",
"source": "db"
},
{
"display_name": "Fullstack Developer",
"id": 15,
"rationale": null,
"role_archetype": null,
"slug": "full-stack-engineer",
"source": "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": "Kotlin Backend Developer",
"id": 84,
"rationale": null,
"role_archetype": "Engineering",
"slug": "kotlin-server-backend-developer",
"source": "db"
},
{
"display_name": "ML Engineer",
"id": 3,
"rationale": null,
"role_archetype": null,
"slug": "ml-engineer",
"source": "db"
},
{
"display_name": "MLOps Engineer",
"id": 16,
"rationale": null,
"role_archetype": null,
"slug": "ml-ops-engineer",
"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": "Scala Backend Developer",
"id": 87,
"rationale": null,
"role_archetype": "Engineering",
"slug": "scala-backend-developer",
"source": "db"
}
],
"chosen_role": {
"display_name": "Backend Developer",
"id": 1,
"rationale": "Domain=Software Engineering; The JD focuses on developing, integrating, testing, deploying, and supporting mission-critical software and cloud-based systems, which best matches backend engineering responsibilities.",
"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"
},
"dimensions": [
{
"dimension": {
"difficulty_hint": "well_known",
"display_name": "Cloud Platforms",
"id": 20,
"rationale": "Underlying cloud providers that host the managed services or infrastructure used by the role, such as AWS, Azure, and GCP.",
"slug": "cloud-platforms",
"source": "db"
},
"input_skill": "Cloud",
"llm_role": null,
"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": "Cyber Security Engineer",
"id": 5,
"rationale": null,
"role_archetype": null,
"slug": "cybersecurity-engineer",
"source": "db"
},
{
"display_name": "Data Engineer",
"id": 2,
"rationale": null,
"role_archetype": null,
"slug": "data-engineer",
"source": "db"
},
{
"display_name": "DevOps Engineer",
"id": 10,
"rationale": null,
"role_archetype": null,
"slug": "devops-engineer",
"source": "db"
},
{
"display_name": "Fullstack Developer",
"id": 15,
"rationale": null,
"role_archetype": null,
"slug": "full-stack-engineer",
"source": "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": "Kotlin Backend Developer",
"id": 84,
"rationale": null,
"role_archetype": "Engineering",
"slug": "kotlin-server-backend-developer",
"source": "db"
},
{
"display_name": "ML Engineer",
"id": 3,
"rationale": null,
"role_archetype": null,
"slug": "ml-engineer",
"source": "db"
},
{
"display_name": "MLOps Engineer",
"id": 16,
"rationale": null,
"role_archetype": null,
"slug": "ml-ops-engineer",
"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": "Scala Backend Developer",
"id": 87,
"rationale": null,
"role_archetype": "Engineering",
"slug": "scala-backend-developer",
"source": "db"
}
]
}
],
"input_final_skills": [
"Cloud"
],
"input_llm_skills": [
"Cloud"
],
"new_aliases_persisted": 0,
"run_id": "06bcee47-6868-4c15-8b97-73f88c45bf66",
"skills_detail": [
{
"aliases_in_db": [
{
"alias_text": "Cloud",
"alias_type": "CANONICAL",
"id": 2518,
"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
}
],
"canonical": {
"category_id": 37,
"display_name": "Cloud",
"id": 1572,
"is_also_category": false,
"is_extractable": true,
"skill_nature": "CONCEPT",
"slug": "cloud",
"sub_category_id": 1177,
"typical_lifespan": "EVERGREEN",
"volatility": "STABLE"
},
"dimensions": [
{
"dimension": {
"difficulty_hint": "well_known",
"display_name": "Cloud Platforms",
"id": 20,
"rationale": "Underlying cloud providers that host the managed services or infrastructure used by the role, such as AWS, Azure, and GCP.",
"slug": "cloud-platforms",
"source": "db"
},
"input_skill": "Cloud",
"llm_role": null,
"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": "Cyber Security Engineer",
"id": 5,
"rationale": null,
"role_archetype": null,
"slug": "cybersecurity-engineer",
"source": "db"
},
{
"display_name": "Data Engineer",
"id": 2,
"rationale": null,
"role_archetype": null,
"slug": "data-engineer",
"source": "db"
},
{
"display_name": "DevOps Engineer",
"id": 10,
"rationale": null,
"role_archetype": null,
"slug": "devops-engineer",
"source": "db"
},
{
"display_name": "Fullstack Developer",
"id": 15,
"rationale": null,
"role_archetype": null,
"slug": "full-stack-engineer",
"source": "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": "Kotlin Backend Developer",
"id": 84,
"rationale": null,
"role_archetype": "Engineering",
"slug": "kotlin-server-backend-developer",
"source": "db"
},
{
"display_name": "ML Engineer",
"id": 3,
"rationale": null,
"role_archetype": null,
"slug": "ml-engineer",
"source": "db"
},
{
"display_name": "MLOps Engineer",
"id": 16,
"rationale": null,
"role_archetype": null,
"slug": "ml-ops-engineer",
"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": "Scala Backend Developer",
"id": 87,
"rationale": null,
"role_archetype": "Engineering",
"slug": "scala-backend-developer",
"source": "db"
}
]
}
],
"input_skill": "Cloud",
"matched_via": "alias",
"new_alias_persisted": false,
"new_alias_text": null,
"new_skill_meta": null,
"source_tag": "db",
"was_in_llm_skills": true
}
],
"unmatched_skills": []
}
API 3 — final-role-output
{
"chosen_role": {
"display_name": "Backend Developer",
"id": 1,
"rationale": "Domain=Software Engineering; The JD focuses on developing, integrating, testing, deploying, and supporting mission-critical software and cloud-based systems, which best matches backend engineering responsibilities.",
"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"
},
"chosen_role_resolution": "in_db",
"final_input_skills": [
{
"skill": "Cloud",
"tag": "in_db"
}
],
"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": 1,
"dimension": {
"difficulty_hint": "well_known",
"display_name": "Cloud Platforms",
"id": 20,
"rationale": "Underlying cloud providers that host the managed services or infrastructure used by the role, such as AWS, Azure, and GCP.",
"slug": "cloud-platforms",
"source": "db"
},
"dimension_id": 20,
"input_skill": "Cloud",
"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": ".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": "Cyber Security Engineer",
"id": 5,
"rationale": null,
"role_archetype": null,
"slug": "cybersecurity-engineer",
"source": "db"
},
{
"display_name": "Data Engineer",
"id": 2,
"rationale": null,
"role_archetype": null,
"slug": "data-engineer",
"source": "db"
},
{
"display_name": "DevOps Engineer",
"id": 10,
"rationale": null,
"role_archetype": null,
"slug": "devops-engineer",
"source": "db"
},
{
"display_name": "Fullstack Developer",
"id": 15,
"rationale": null,
"role_archetype": null,
"slug": "full-stack-engineer",
"source": "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": "Kotlin Backend Developer",
"id": 84,
"rationale": null,
"role_archetype": "Engineering",
"slug": "kotlin-server-backend-developer",
"source": "db"
},
{
"display_name": "ML Engineer",
"id": 3,
"rationale": null,
"role_archetype": null,
"slug": "ml-engineer",
"source": "db"
},
{
"display_name": "MLOps Engineer",
"id": 16,
"rationale": null,
"role_archetype": null,
"slug": "ml-ops-engineer",
"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": "Scala Backend Developer",
"id": 87,
"rationale": null,
"role_archetype": "Engineering",
"slug": "scala-backend-developer",
"source": "db"
}
],
"skill_dimension_saved": true,
"skill_id": 1572,
"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": "06bcee47-6868-4c15-8b97-73f88c45bf66"
}
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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