Pipeline run
4183c5d2-472b-4d86-a66d-a7932012b3b5
Client output enrichment
v2 Skill cluster · Nature of work · AI index · Tech stack maturity · Evidence · KRA descriptionvocab breakdown (legacy)
Signals
1 POST /skills/extract-from-jd
2 POST /skills/extract-details
3 POST /skills/final-role-output
Associate
CASE NEWslug: — · id: — · source: llm
Resolution:
human_review_required
— role not in DB; role↔dimension links may be deferred.
Job description
About the job Responsibilities A day in the life of an Infoscion • As part of the Infosys delivery team, your primary role would be to ensure effective Design, Development, Validation and Support activities, to assure that our clients are satisfied with the high levels of service in the technology domain. • You will gather the requirements and specifications to understand the client requirements in a detailed manner and translate the same into system requirements. • You will play a key role in the overall estimation of work requirements to provide the right information on project estimations to Technology Leads and Project Managers. • You would be a key contributor to building efficient programs/ systems and if you think you fit right in to help our clients navigate their next in their digital transformation journey, this is the place for you! If you think you fit right in to help our clients navigate their next in their digital transformation journey, this is the place for you! Additional Responsibilities: • Knowledge of design principles and fundamentals of architecture • Understanding of performance engineering • Knowledge of quality processes and estimation techniques • Basic understanding of project domain • Ability to translate functional / nonfunctional requirements to systems requirements • Ability to design and code complex programs • Ability to write test cases and scenarios based on the specifications • Good understanding of SDLC and agile methodologies • Awareness of latest technologies and trends • Logical thinking and problem solving skills along with an ability to collaborate Technical and Professional Requirements: • Primary skills:Technology->Automated Testing->Automated Testing - ALL Preferred Skills: Technology->Automated Testing->Automated Testing - ALL->Selenium Seniority Level Associate Industry IT Services and IT Consulting Employment Type Full-time Job Functions Quality Assurance Consulting Engineering Skills Test Automation Selenium Selenium
Skills from this JD
Each row merges API 1 extraction, API 2 library match / v3 orchestration (dimensions + locked dims), and API 3 persistence tags.
Skill enrichment (orchestrator / LLM)
No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).
- Category
- Testing Tools
- Sub-category
- general
- Skill nature
- TOOL
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
Skill enrichment (orchestrator / LLM)
No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).
- Category
- Practices
- Sub-category
- general
- Skill nature
- PRACTICE
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
Library artifacts (this run)
| Kind | Detail | DB id |
|---|---|---|
| canonical_skill_proposed | Selenium | type=Testing Tools subtype=general nature=TOOL lifespan=MULTI_YEAR | |
| canonical_skill_proposed | Test Automation | type=Practices subtype=general nature=PRACTICE lifespan=MULTI_YEAR |
nano JD Parser — gpt-4.1-nano click to toggle
Show raw JSON
{
"JD_type": "pass",
"about_company": null,
"certifications": [],
"company_name": "Infosys",
"ctc": null,
"domain": {
"primary": {
"aliases": [
"IT Consulting",
"Technology Services"
],
"domain": "IT Services \u0026 Consulting"
},
"secondary": null
},
"education": [],
"experience": null,
"job_locations": [],
"role": "Associate",
"role_aliases": [
"Quality Assurance Engineer",
"QA Engineer",
"Test Engineer"
],
"role_archetype": "QA",
"roles_and_responsibilities": [
{
"bullet_count": 0,
"heading": "Responsibilities",
"heading_was_present": true,
"source_marker": {
"first_5_words": "A day in the life",
"last_5_words": "digital transformation journey, this is"
},
"text": "A day in the life of an Infoscion \u2022 As part of the Infosys delivery team, your primary role would be to ensure effective Design, Development, Validation and Support activities, to assure that our clients are satisfied with the high levels of service in the technology domain. \u2022 You will gather the requirements and specifications to understand the client requirements in a detailed manner and translate the same into system requirements. \u2022 You will play a key role in the overall estimation of work requirements to provide the right information on project estimations to Technology Leads and Project Managers. \u2022 You would be a key contributor to building efficient programs/ systems and if you think you fit right in to help our clients navigate their next in their digital transformation journey, this is the place for you! If you think you fit right in to help our clients navigate their next in their digital transformation journey, this is the place for you!",
"word_count": 134
},
{
"bullet_count": 10,
"heading": "Additional Responsibilities",
"heading_was_present": true,
"source_marker": {
"first_5_words": "\u2022 Knowledge of design principles",
"last_5_words": "and an ability to collaborate"
},
"text": "\u2022 Knowledge of design principles and fundamentals of architecture \u2022 Understanding of performance engineering \u2022 Knowledge of quality processes and estimation techniques \u2022 Basic understanding of project domain \u2022 Ability to translate functional / nonfunctional requirements to systems requirements \u2022 Ability to design and code complex programs \u2022 Ability to write test cases and scenarios based on the specifications \u2022 Good understanding of SDLC and agile methodologies \u2022 Awareness of latest technologies and trends \u2022 Logical thinking and problem solving skills along with an ability to collaborate",
"word_count": 83
},
{
"bullet_count": 1,
"heading": "Technical and Professional Requirements",
"heading_was_present": true,
"source_marker": {
"first_5_words": "\u2022 Primary skills:Technology-\u003eAutomated",
"last_5_words": "Testing - ALL"
},
"text": "\u2022 Primary skills:Technology-\u003eAutomated Testing-\u003eAutomated Testing - ALL",
"word_count": 12
},
{
"bullet_count": 0,
"heading": "Preferred Skills",
"heading_was_present": true,
"source_marker": {
"first_5_words": "Technology-\u003eAutomated Testing-\u003eAutomated",
"last_5_words": "Testing - ALL-\u003eSelenium"
},
"text": "Technology-\u003eAutomated Testing-\u003eAutomated Testing - ALL-\u003eSelenium",
"word_count": 10
},
{
"bullet_count": 3,
"heading": "Skills",
"heading_was_present": true,
"source_marker": {
"first_5_words": "Test Automation",
"last_5_words": "Selenium"
},
"text": "Test Automation\nSelenium\nSelenium",
"word_count": 3
}
],
"urls": []
}
API 1 — extract-from-jd click to toggle
{
"final_skills": [
{
"is_primary": true,
"skill_name": "Selenium"
},
{
"is_primary": true,
"skill_name": "Test Automation"
}
],
"jd_role": {
"display_name": "Associate",
"rationale": null,
"role_aliases": [
"Quality Assurance Engineer",
"QA Engineer",
"Test Engineer"
],
"role_archetype": "QA",
"slug": ""
},
"nano_parsed": {
"JD_type": "pass",
"about_company": null,
"certifications": [],
"company_name": "Infosys",
"ctc": null,
"domain": {
"primary": {
"aliases": [
"IT Consulting",
"Technology Services"
],
"domain": "IT Services \u0026 Consulting"
},
"secondary": null
},
"education": [],
"experience": null,
"job_locations": [],
"role": "Associate",
"role_aliases": [
"Quality Assurance Engineer",
"QA Engineer",
"Test Engineer"
],
"role_archetype": "QA",
"roles_and_responsibilities": [
{
"bullet_count": 0,
"heading": "Responsibilities",
"heading_was_present": true,
"source_marker": {
"first_5_words": "A day in the life",
"last_5_words": "digital transformation journey, this is"
},
"text": "A day in the life of an Infoscion \u2022 As part of the Infosys delivery team, your primary role would be to ensure effective Design, Development, Validation and Support activities, to assure that our clients are satisfied with the high levels of service in the technology domain. \u2022 You will gather the requirements and specifications to understand the client requirements in a detailed manner and translate the same into system requirements. \u2022 You will play a key role in the overall estimation of work requirements to provide the right information on project estimations to Technology Leads and Project Managers. \u2022 You would be a key contributor to building efficient programs/ systems and if you think you fit right in to help our clients navigate their next in their digital transformation journey, this is the place for you! If you think you fit right in to help our clients navigate their next in their digital transformation journey, this is the place for you!",
"word_count": 134
},
{
"bullet_count": 10,
"heading": "Additional Responsibilities",
"heading_was_present": true,
"source_marker": {
"first_5_words": "\u2022 Knowledge of design principles",
"last_5_words": "and an ability to collaborate"
},
"text": "\u2022 Knowledge of design principles and fundamentals of architecture \u2022 Understanding of performance engineering \u2022 Knowledge of quality processes and estimation techniques \u2022 Basic understanding of project domain \u2022 Ability to translate functional / nonfunctional requirements to systems requirements \u2022 Ability to design and code complex programs \u2022 Ability to write test cases and scenarios based on the specifications \u2022 Good understanding of SDLC and agile methodologies \u2022 Awareness of latest technologies and trends \u2022 Logical thinking and problem solving skills along with an ability to collaborate",
"word_count": 83
},
{
"bullet_count": 1,
"heading": "Technical and Professional Requirements",
"heading_was_present": true,
"source_marker": {
"first_5_words": "\u2022 Primary skills:Technology-\u003eAutomated",
"last_5_words": "Testing - ALL"
},
"text": "\u2022 Primary skills:Technology-\u003eAutomated Testing-\u003eAutomated Testing - ALL",
"word_count": 12
},
{
"bullet_count": 0,
"heading": "Preferred Skills",
"heading_was_present": true,
"source_marker": {
"first_5_words": "Technology-\u003eAutomated Testing-\u003eAutomated",
"last_5_words": "Testing - ALL-\u003eSelenium"
},
"text": "Technology-\u003eAutomated Testing-\u003eAutomated Testing - ALL-\u003eSelenium",
"word_count": 10
},
{
"bullet_count": 3,
"heading": "Skills",
"heading_was_present": true,
"source_marker": {
"first_5_words": "Test Automation",
"last_5_words": "Selenium"
},
"text": "Test Automation\nSelenium\nSelenium",
"word_count": 3
}
],
"urls": []
},
"rejected": false,
"rejection_reason": null,
"run_id": "4183c5d2-472b-4d86-a66d-a7932012b3b5",
"stage3_signals": {
"alias_found": false,
"alias_match_roles": [],
"kra_match_roles": [
{
"display_name": "Fullstack Developer",
"kra_matches": [
{
"kra_text": "Works closely with product managers and UX designers to translate requirements and wireframes into working software features through iterative development.",
"sentence": "Knowledge of design principles and fundamentals of architecture \u2022 Understanding of performance engineering \u2022 Knowledge of quality processes and estimation techniques \u2022 Basic understanding of project domain \u2022 Ability to translate functional / nonfunctional requirements to systems requirements \u2022 Ability to design and code complex programs \u2022 Ability to write test cases and scenarios based on the specifications \u2022 Good understanding of SDLC and agile methodologies \u2022 Awareness of latest technologies and trends \u2022 Logical thinking and problem solving skills along with an ability to collaborate",
"similarity": 0.4443
},
{
"kra_text": "Delivers features through CI/CD pipelines using automated tests, staged rollouts, feature flags, and incremental deployments.",
"sentence": "Primary skills:Technology-\u003eAutomated Testing-\u003eAutomated Testing - ALL",
"similarity": 0.4057
},
{
"kra_text": "Works closely with product managers and UX designers to translate requirements and wireframes into working software features through iterative development.",
"sentence": "A day in the life of an Infoscion \u2022 As part of the Infosys delivery team, your primary role would be to ensure effective Design, Development, Validation and Support activities, to assure that our clients are satisfied with the high levels of service in the technology domain. \u2022 You will gather the requirements and specifications to understand the client requirements in a detailed manner and translate the same into system requirements. \u2022 You will play a key role in the overall estimation of work requirements to provide the right information on project estimations to Technology Leads and Project Managers. \u2022 You would be a key contributor to building efficient programs/ systems and if you think you fit right in to help our clients navigate their next in their digital transformation journey, this is the place for you! If you think you fit right in to help our clients navigate their next in their digital transformation journey, this is the place for you!",
"similarity": 0.4019
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 15,
"score": 0.4173,
"slug": "full-stack-engineer",
"total_count": null
},
{
"display_name": "Cloud Architect",
"kra_matches": [
{
"kra_text": "Conducts architecture reviews, approves technical design documents, and guides engineering teams through cloud migration and modernization projects.",
"sentence": "Knowledge of design principles and fundamentals of architecture \u2022 Understanding of performance engineering \u2022 Knowledge of quality processes and estimation techniques \u2022 Basic understanding of project domain \u2022 Ability to translate functional / nonfunctional requirements to systems requirements \u2022 Ability to design and code complex programs \u2022 Ability to write test cases and scenarios based on the specifications \u2022 Good understanding of SDLC and agile methodologies \u2022 Awareness of latest technologies and trends \u2022 Logical thinking and problem solving skills along with an ability to collaborate",
"similarity": 0.5139
},
{
"kra_text": "Conducts architecture reviews, approves technical design documents, and guides engineering teams through cloud migration and modernization projects.",
"sentence": "A day in the life of an Infoscion \u2022 As part of the Infosys delivery team, your primary role would be to ensure effective Design, Development, Validation and Support activities, to assure that our clients are satisfied with the high levels of service in the technology domain. \u2022 You will gather the requirements and specifications to understand the client requirements in a detailed manner and translate the same into system requirements. \u2022 You will play a key role in the overall estimation of work requirements to provide the right information on project estimations to Technology Leads and Project Managers. \u2022 You would be a key contributor to building efficient programs/ systems and if you think you fit right in to help our clients navigate their next in their digital transformation journey, this is the place for you! If you think you fit right in to help our clients navigate their next in their digital transformation journey, this is the place for you!",
"similarity": 0.3934
},
{
"kra_text": "Architects blue-green, canary, and immutable infrastructure deployment patterns for zero-downtime releases and fast rollback capabilities.",
"sentence": "Primary skills:Technology-\u003eAutomated Testing-\u003eAutomated Testing - ALL",
"similarity": 0.3123
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 9,
"score": 0.4066,
"slug": "cloud-architect",
"total_count": null
},
{
"display_name": "AI Engineer",
"kra_matches": [
{
"kra_text": "Defines evaluation frameworks, automated test suites, and human feedback loops to measure AI feature quality, accuracy, and consistency.",
"sentence": "Primary skills:Technology-\u003eAutomated Testing-\u003eAutomated Testing - ALL",
"similarity": 0.4439
},
{
"kra_text": "Defines evaluation frameworks, automated test suites, and human feedback loops to measure AI feature quality, accuracy, and consistency.",
"sentence": "Technology-\u003eAutomated Testing-\u003eAutomated Testing - ALL-\u003eSelenium",
"similarity": 0.4006
},
{
"kra_text": "Designs and implements prompt engineering workflows, few-shot examples, chain-of-thought patterns, and structured output parsing for AI feature pipelines.",
"sentence": "Knowledge of design principles and fundamentals of architecture \u2022 Understanding of performance engineering \u2022 Knowledge of quality processes and estimation techniques \u2022 Basic understanding of project domain \u2022 Ability to translate functional / nonfunctional requirements to systems requirements \u2022 Ability to design and code complex programs \u2022 Ability to write test cases and scenarios based on the specifications \u2022 Good understanding of SDLC and agile methodologies \u2022 Awareness of latest technologies and trends \u2022 Logical thinking and problem solving skills along with an ability to collaborate",
"similarity": 0.3516
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 13,
"score": 0.3987,
"slug": "ai-engineer",
"total_count": null
},
{
"display_name": "Cybersecurity Engineer",
"kra_matches": [
{
"kra_text": "Performs threat modeling, security architecture reviews, and quantitative risk analysis for new product features and infrastructure changes.",
"sentence": "Knowledge of design principles and fundamentals of architecture \u2022 Understanding of performance engineering \u2022 Knowledge of quality processes and estimation techniques \u2022 Basic understanding of project domain \u2022 Ability to translate functional / nonfunctional requirements to systems requirements \u2022 Ability to design and code complex programs \u2022 Ability to write test cases and scenarios based on the specifications \u2022 Good understanding of SDLC and agile methodologies \u2022 Awareness of latest technologies and trends \u2022 Logical thinking and problem solving skills along with an ability to collaborate",
"similarity": 0.446
},
{
"kra_text": "Conducts security posture assessments, vulnerability scans, and penetration testing to identify weaknesses and evaluate overall system security.",
"sentence": "Primary skills:Technology-\u003eAutomated Testing-\u003eAutomated Testing - ALL",
"similarity": 0.3593
},
{
"kra_text": "Designs and implements security controls including SIEM integration, endpoint detection and response, identity management, and firewall rule management.",
"sentence": "A day in the life of an Infoscion \u2022 As part of the Infosys delivery team, your primary role would be to ensure effective Design, Development, Validation and Support activities, to assure that our clients are satisfied with the high levels of service in the technology domain. \u2022 You will gather the requirements and specifications to understand the client requirements in a detailed manner and translate the same into system requirements. \u2022 You will play a key role in the overall estimation of work requirements to provide the right information on project estimations to Technology Leads and Project Managers. \u2022 You would be a key contributor to building efficient programs/ systems and if you think you fit right in to help our clients navigate their next in their digital transformation journey, this is the place for you! If you think you fit right in to help our clients navigate their next in their digital transformation journey, this is the place for you!",
"similarity": 0.3567
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 5,
"score": 0.3874,
"slug": "cybersecurity-engineer",
"total_count": null
},
{
"display_name": "DevOps Engineer",
"kra_matches": [
{
"kra_text": "Builds and maintains CI/CD pipelines using Jenkins, GitHub Actions, GitLab CI, or CircleCI to automate build, test, security scanning, and deployment workflows.",
"sentence": "Primary skills:Technology-\u003eAutomated Testing-\u003eAutomated Testing - ALL",
"similarity": 0.4256
},
{
"kra_text": "Builds and maintains CI/CD pipelines using Jenkins, GitHub Actions, GitLab CI, or CircleCI to automate build, test, security scanning, and deployment workflows.",
"sentence": "Technology-\u003eAutomated Testing-\u003eAutomated Testing - ALL-\u003eSelenium",
"similarity": 0.3733
},
{
"kra_text": "Collaborates with development teams to improve build processes, reduce deployment friction, containerize applications, and adopt DevOps best practices.",
"sentence": "Knowledge of design principles and fundamentals of architecture \u2022 Understanding of performance engineering \u2022 Knowledge of quality processes and estimation techniques \u2022 Basic understanding of project domain \u2022 Ability to translate functional / nonfunctional requirements to systems requirements \u2022 Ability to design and code complex programs \u2022 Ability to write test cases and scenarios based on the specifications \u2022 Good understanding of SDLC and agile methodologies \u2022 Awareness of latest technologies and trends \u2022 Logical thinking and problem solving skills along with an ability to collaborate",
"similarity": 0.3484
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 10,
"score": 0.3824,
"slug": "devops-engineer",
"total_count": null
}
],
"skill_match_roles": []
},
"stage4_decision": {
"alias_collision_detected": false,
"case": "NEW",
"chosen_role": {
"display_name": "Associate",
"kra_matches": null,
"matched_count": null,
"matched_skills": null,
"role_id": null,
"score": 0.0,
"slug": "associate",
"total_count": null
},
"confidence": 0.0,
"is_new_role": true,
"llm2_fired": false,
"llm2_reasoning": null,
"new_role_display_name": "Associate",
"new_role_slug": "associate",
"queued": false,
"reasoning": "Stage 1 title \u0027Associate\u0027 not in catalog; KRA inconclusive (0.42) and skill profile too weak to generalize (top_skill=0.00 \u003c 0.20). Finalizing as new role \u0027Associate\u0027; v3 enriches the catalog in the background for future runs."
},
"stage5_updates": null
}
API 2 — extract-details
{
"alias_matches": [],
"candidate_roles": [],
"chosen_role": {
"display_name": "Associate",
"id": null,
"rationale": null,
"role_archetype": "QA",
"slug": "",
"source": "llm"
},
"dimensions": [],
"input_final_skills": [
"Selenium",
"Test Automation"
],
"input_llm_skills": [
"Selenium",
"Test Automation"
],
"new_aliases_persisted": 0,
"run_id": "4183c5d2-472b-4d86-a66d-a7932012b3b5",
"skills_detail": [
{
"aliases_in_db": [],
"canonical": null,
"dimensions": [],
"input_skill": "Selenium",
"matched_via": null,
"new_alias_persisted": false,
"new_alias_text": null,
"new_skill_meta": {
"derived": {
"category": "Testing Tools",
"skill_nature": "TOOL",
"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": "selenium",
"split_log": [],
"typed": null,
"warnings": []
},
"source_tag": "llm",
"was_in_llm_skills": true
},
{
"aliases_in_db": [],
"canonical": null,
"dimensions": [],
"input_skill": "Test 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": "test-automation",
"split_log": [],
"typed": null,
"warnings": []
},
"source_tag": "llm",
"was_in_llm_skills": true
}
],
"unmatched_skills": [
"Selenium",
"Test Automation"
]
}
API 3 — final-role-output
{
"chosen_role": {
"display_name": "Associate",
"id": null,
"rationale": null,
"role_archetype": "QA",
"slug": "",
"source": "llm"
},
"chosen_role_resolution": "human_review_required",
"final_input_skills": [
{
"skill": "Selenium",
"tag": "new"
},
{
"skill": "Test 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": [],
"new_skills_created": 0,
"role_dimension_saved": 0,
"skill_dimension_saved": 0,
"skipped": 0
},
"planner_output": null,
"run_id": "4183c5d2-472b-4d86-a66d-a7932012b3b5"
}
LLM Calls
Every model call made for this run, in pipeline order. Click a card to see the model's response.