Pipeline run
cdfd4f5d-3e80-45bc-a463-cbf9650f9a9a
Client output enrichment
v2 Skill cluster · Nature of work · AI index · Tech stack maturity · Evidence · KRA descriptionvocab breakdown (legacy)
Signals
Post-classification
1 POST /skills/extract-from-jd
2 POST /skills/extract-details
3 POST /skills/final-role-output
Fullstack Developer
domain · Software Engineering CASE DOMAINslug: full-stack-engineer · id: 15 · source: db
Domain=Software Engineering; The JD describes end-to-end application development, analysis/design, testing, deployment readiness, technical troubleshooting, and stakeholder interaction, which best fits a full stack engineering role.
Matched skills
Matched dimensions
Matched KRAs
Resolution:
in_db
— role exists in library; skill↔dim and role↔dim links saved when applicable.
Job description
Job Description Internal to CITDT only - Administrative Requisition We are looking for a full stack application development engineer with knowledge/experience developing REST based services using .NET Core, Entity Framework, PostgreSQL, React, AWS API Gateway, Lambda, ECS among others. You would be supporting the Software Product Release (SPR) agile team and be part of Intel IT's Order to Cash organization. The Software Product Release team is responsible for the Licensing and Entitlement management domain and own the Intel Registration Center (IRC) application which is used to fulfill, register, download, and activate Intel products. As application development engineer supporting IRC, your main responsibilities include but are not limited to: � Develop and apply software engineering methods, solution of technical problems. � Work with agile persistent team and carry out analysis, design and develop solutions that meet requirements. � Carry out unit/functional testing of his/her own development and sign off on the readiness for deployment to test environments. � Guide the team to solve technical roadblocks and showcase small POC's to buy off on a concept. � Work on support tickets, triaging and providing solutions to the customers. � Work with stakeholders and peer groups as and when needed. � Ensure compliance with all Quality/Process/Security practices in s/w development. The ideal candidate should exhibit the following behavioral traits: � Communication Skills written and verbal. � Analytical and problem solving. � The developer should have techno functional skills to interface with the business efficiently. Qualifications A Bachelor or master's graduate in Computer Science or Electronics Engineering with minimum 6 years of industry experience in Software Development engineering. The candidate must be a self-starter and passionate about DevOps, Agile development processes, exploration, POCs and new solution development. Working in an agile methodology with emphasis on CI/CD. AWS Certification is a plus Knowledge on Integration Capability development, Apigee, Mulesoft will be added advantage. Good communication and interpersonal skills required. Good team player who can influence without authority and collaborate with developers and support team to achieve shared goals. Domain knowledge in Entitlement and License Management would be a plus. Inside this Business Group Intel's Information Technology Group (IT) designs, deploys and supports the information technology architecture and hardware/software applications for Intel. This includes the LAN, WAN, telephony, data centers, client PCs, backup and restore, and enterprise applications. IT is also responsible for e-Commerce development, data hosting and delivery of Web content and services. Posting Statement All qualified applicants will receive consideration for employment without regard to race, color, religion, religious creed, sex, national origin, ancestry, age, physical or mental disability, medical condition, genetic information, military and veteran status, marital status, pregnancy, gender, gender expression, gender identity, sexual orientation, or any other characteristic protected by local law, regulation, or ordinance. Benefits We offer a total compensation package that ranks among the best in the industry. It consists of competitive pay, stock, bonuses, as well as, benefit programs which include health, retirement, and vacation. Find more information about all of our Amazing Benefits here.It has come to our notice that some people have received fake job interview letters ostensibly issued by Intel, inviting them to attend interviews in Intel’s offices for various positions and further requiring them to deposit money to be eligible for the interviews. We wish to bring to your notice that these letters are not issued by Intel or any of its authorized representatives. Hiring at Intel is based purely on merit and Intel does not ask or require candidates to deposit any money. We would urge people interested in working for Intel, to apply directly at https://jobs.intel.com/ and not fall prey to unscrupulous elements. Working Model This role will require an on-site presence.
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
- Agile (CANONICAL) primary
Context tags (catalog)
Stored enrichment (catalog DB)
- Category
- Methodology
- Sub-category
- Agile
- Confidence
- 0.99
- Version strategy
- NOT_APPLICABLE
Maturity reasoning: Agile appears in a large share of software job descriptions and is a standard hiring-pipeline requirement; Scrum/Kanban are commonly listed alongside it, showing broad market adoption.
Skill profile (library / DB)
- Skill nature
- METHODOLOGY
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Category id
- 8
- Sub-category id
- 367
- Extractable
- True
- Also category
- False
Dimensions (API 2 worklist)
-
React Frontend Development Catalog dimension db id 96
Library dimension (catalog)
API 3 link attempts (this skill)
| Dimension | Skill↔dim | Role↔dim | Outcome |
|---|---|---|---|
|
React Frontend Development
d_init_01
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
All API 3 persistence rows
Same grid as the skill-extractor “Persistence items” table: one row per (skill × dimension) work item.
| Skill | Tag | Dimension | Skill↔dim | Role↔dim | Outcome | Notes |
|---|---|---|---|---|---|---|
| Agile | in_db |
React Frontend Development
d_init_01
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
Library artifacts (this run)
nano JD Parser — gpt-4.1-nano click to toggle
Certifications
Show raw JSON
{
"JD_type": "pass",
"about_company": {
"source_marker": {
"first_5_words": "Intel\u0027s Information Technology Group (IT)",
"last_5_words": "delivery of Web content and services."
},
"text": "Intel\u0027s Information Technology Group (IT) designs, deploys and supports the information technology architecture and hardware/software applications for Intel. This includes the LAN, WAN, telephony, data centers, client PCs, backup and restore, and enterprise applications. IT is also responsible for e-Commerce development, data hosting and delivery of Web content and services.",
"word_count": 51
},
"certifications": [
"AWS Certification"
],
"company_name": "Intel",
"ctc": null,
"domain": {
"primary": {
"aliases": [
"Information Technology",
"Tech Consulting"
],
"domain": "IT Services \u0026 Consulting"
},
"secondary": null
},
"education": [
{
"level": "Bachelor\u0027s",
"qualification": "BTECH/BE - Computer Science",
"raw": "A Bachelor or master\u0027s graduate in Computer Science or Electronics Engineering",
"requirement": "required"
}
],
"experience": {
"max": null,
"min": 6,
"raw": "minimum 6 years of industry experience in Software Development engineering"
},
"job_locations": [
{
"aliases": [],
"city": null,
"country": null,
"state": null,
"work_mode": "onsite"
}
],
"role": "full stack application development engineer",
"role_aliases": [
"Full Stack Developer",
"Software Engineer",
"Application Developer"
],
"role_archetype": "Engineering",
"roles_and_responsibilities": [
{
"bullet_count": 7,
"heading": "Responsibilities",
"heading_was_present": true,
"source_marker": {
"first_5_words": "Develop and apply software engineering",
"last_5_words": "practices in s/w development."
},
"text": "Develop and apply software engineering methods, solution of technical problems.\nWork with agile persistent team and carry out analysis, design and develop solutions that meet requirements.\nCarry out unit/functional testing of his/her own development and sign off on the readiness for deployment to test environments.\nGuide the team to solve technical roadblocks and showcase small POC\u0027s to buy off on a concept.\nWork on support tickets, triaging and providing solutions to the customers.\nWork with stakeholders and peer groups as and when needed.\nEnsure compliance with all Quality/Process/Security practices in s/w development.",
"word_count": 91
},
{
"bullet_count": 3,
"heading": "Behavioral Traits",
"heading_was_present": true,
"source_marker": {
"first_5_words": "Communication Skills written and verbal.",
"last_5_words": "interface with the business efficiently."
},
"text": "Communication Skills written and verbal.\nAnalytical and problem solving.\nThe developer should have techno functional skills to interface with the business efficiently.",
"word_count": 27
}
],
"urls": [
{
"type": "careers",
"url": "https://jobs.intel.com/"
}
]
}
API 1 — extract-from-jd click to toggle
{
"final_skills": [
{
"is_primary": true,
"skill_name": "Agile"
}
],
"jd_role": {
"display_name": "full stack application development engineer",
"rationale": null,
"role_aliases": [
"Full Stack Developer",
"Software Engineer",
"Application Developer"
],
"role_archetype": "Engineering",
"slug": ""
},
"nano_parsed": {
"JD_type": "pass",
"about_company": {
"source_marker": {
"first_5_words": "Intel\u0027s Information Technology Group (IT)",
"last_5_words": "delivery of Web content and services."
},
"text": "Intel\u0027s Information Technology Group (IT) designs, deploys and supports the information technology architecture and hardware/software applications for Intel. This includes the LAN, WAN, telephony, data centers, client PCs, backup and restore, and enterprise applications. IT is also responsible for e-Commerce development, data hosting and delivery of Web content and services.",
"word_count": 51
},
"certifications": [
"AWS Certification"
],
"company_name": "Intel",
"ctc": null,
"domain": {
"primary": {
"aliases": [
"Information Technology",
"Tech Consulting"
],
"domain": "IT Services \u0026 Consulting"
},
"secondary": null
},
"education": [
{
"level": "Bachelor\u0027s",
"qualification": "BTECH/BE - Computer Science",
"raw": "A Bachelor or master\u0027s graduate in Computer Science or Electronics Engineering",
"requirement": "required"
}
],
"experience": {
"max": null,
"min": 6,
"raw": "minimum 6 years of industry experience in Software Development engineering"
},
"job_locations": [
{
"aliases": [],
"city": null,
"country": null,
"state": null,
"work_mode": "onsite"
}
],
"role": "full stack application development engineer",
"role_aliases": [
"Full Stack Developer",
"Software Engineer",
"Application Developer"
],
"role_archetype": "Engineering",
"roles_and_responsibilities": [
{
"bullet_count": 7,
"heading": "Responsibilities",
"heading_was_present": true,
"source_marker": {
"first_5_words": "Develop and apply software engineering",
"last_5_words": "practices in s/w development."
},
"text": "Develop and apply software engineering methods, solution of technical problems.\nWork with agile persistent team and carry out analysis, design and develop solutions that meet requirements.\nCarry out unit/functional testing of his/her own development and sign off on the readiness for deployment to test environments.\nGuide the team to solve technical roadblocks and showcase small POC\u0027s to buy off on a concept.\nWork on support tickets, triaging and providing solutions to the customers.\nWork with stakeholders and peer groups as and when needed.\nEnsure compliance with all Quality/Process/Security practices in s/w development.",
"word_count": 91
},
{
"bullet_count": 3,
"heading": "Behavioral Traits",
"heading_was_present": true,
"source_marker": {
"first_5_words": "Communication Skills written and verbal.",
"last_5_words": "interface with the business efficiently."
},
"text": "Communication Skills written and verbal.\nAnalytical and problem solving.\nThe developer should have techno functional skills to interface with the business efficiently.",
"word_count": 27
}
],
"urls": [
{
"type": "careers",
"url": "https://jobs.intel.com/"
}
]
},
"rejected": false,
"rejection_reason": null,
"run_id": "cdfd4f5d-3e80-45bc-a463-cbf9650f9a9a",
"stage3_signals": {
"alias_found": true,
"alias_match_roles": [
{
"display_name": "Backend Developer",
"kra_matches": null,
"matched_count": null,
"matched_skills": null,
"role_id": 1,
"score": 1.0,
"slug": "backend-engineer",
"total_count": null
},
{
"display_name": "Fullstack Developer",
"kra_matches": null,
"matched_count": null,
"matched_skills": null,
"role_id": 15,
"score": 1.0,
"slug": "full-stack-engineer",
"total_count": null
}
],
"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": "Work with agile persistent team and carry out analysis, design and develop solutions that meet requirements.",
"similarity": 0.5596
},
{
"kra_text": "Works closely with product managers and UX designers to translate requirements and wireframes into working software features through iterative development.",
"sentence": "Guide the team to solve technical roadblocks and showcase small POC\u0027s to buy off on a concept.",
"similarity": 0.4872
},
{
"kra_text": "Works closely with product managers and UX designers to translate requirements and wireframes into working software features through iterative development.",
"sentence": "The developer should have techno functional skills to interface with the business efficiently.",
"similarity": 0.4727
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 15,
"score": 0.5065,
"slug": "full-stack-engineer",
"total_count": null
},
{
"display_name": "Cyber Security Engineer",
"kra_matches": [
{
"kra_text": "Defines secure engineering standards, secure coding guidelines, threat intelligence feeds, and compliance requirements for the organization.",
"sentence": "Ensure compliance with all Quality/Process/Security practices in s/w development.",
"similarity": 0.5944
},
{
"kra_text": "Performs threat modeling, security architecture reviews, and quantitative risk analysis for new product features and infrastructure changes.",
"sentence": "Work with agile persistent team and carry out analysis, design and develop solutions that meet requirements.",
"similarity": 0.4494
},
{
"kra_text": "Conducts security posture assessments, vulnerability scans, and penetration testing to identify weaknesses and evaluate overall system security.",
"sentence": "Carry out unit/functional testing of his/her own development and sign off on the readiness for deployment to test environments.",
"similarity": 0.4264
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 5,
"score": 0.4901,
"slug": "cybersecurity-engineer",
"total_count": null
},
{
"display_name": "Flutter Developer",
"kra_matches": [
{
"kra_text": "collaborate with design, product, and backend teams",
"sentence": "Work with agile persistent team and carry out analysis, design and develop solutions that meet requirements.",
"similarity": 0.5064
},
{
"kra_text": "collaborate with design, product, and backend teams",
"sentence": "Guide the team to solve technical roadblocks and showcase small POC\u0027s to buy off on a concept.",
"similarity": 0.4737
},
{
"kra_text": "support release readiness",
"sentence": "Carry out unit/functional testing of his/her own development and sign off on the readiness for deployment to test environments.",
"similarity": 0.4609
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 74,
"score": 0.4803,
"slug": "flutter-developer",
"total_count": null
},
{
"display_name": "Angular Frontend Developer",
"kra_matches": [
{
"kra_text": "collaboration with design and QA",
"sentence": "Work with agile persistent team and carry out analysis, design and develop solutions that meet requirements.",
"similarity": 0.4948
},
{
"kra_text": "collaboration with design and QA",
"sentence": "Ensure compliance with all Quality/Process/Security practices in s/w development.",
"similarity": 0.4799
},
{
"kra_text": "collaboration with design and QA",
"sentence": "Carry out unit/functional testing of his/her own development and sign off on the readiness for deployment to test environments.",
"similarity": 0.4548
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 90,
"score": 0.4765,
"slug": "angular-frontend-developer",
"total_count": null
},
{
"display_name": "DevOps Engineer",
"kra_matches": [
{
"kra_text": "Collaborates with development teams to improve build processes, reduce deployment friction, containerize applications, and adopt DevOps best practices.",
"sentence": "Ensure compliance with all Quality/Process/Security practices in s/w development.",
"similarity": 0.4988
},
{
"kra_text": "Manages release management processes including environment promotion gates, deployment approval workflows, change management records, and rollback procedures.",
"sentence": "Carry out unit/functional testing of his/her own development and sign off on the readiness for deployment to test environments.",
"similarity": 0.4765
},
{
"kra_text": "Collaborates with development teams to improve build processes, reduce deployment friction, containerize applications, and adopt DevOps best practices.",
"sentence": "Work with agile persistent team and carry out analysis, design and develop solutions that meet requirements.",
"similarity": 0.443
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 10,
"score": 0.4727,
"slug": "devops-engineer",
"total_count": null
}
],
"skill_match_roles": []
},
"stage4_decision": {
"alias_collision_detected": false,
"case": "DOMAIN",
"chosen_role": {
"display_name": "Fullstack Developer",
"kra_matches": null,
"matched_count": null,
"matched_skills": null,
"role_id": 15,
"score": 0.93,
"slug": "full-stack-engineer",
"total_count": null
},
"confidence": 0.93,
"is_new_role": false,
"llm2_fired": false,
"llm2_reasoning": null,
"matched_dimensions": [
"Full Stack Application Development",
"Agile Team Collaboration",
"Software Testing and Release Readiness",
"Technical Troubleshooting and Support",
"Stakeholder Communication",
"Quality, Process, and Security Compliance",
"Business-Technology Interface"
],
"matched_kras": [
"Develop and apply software engineering methods",
"Carry out analysis, design and develop solutions",
"Carry out unit/functional testing",
"Sign off on readiness for deployment",
"Guide the team to solve technical roadblocks",
"Showcase small POC\u0027s to buy off on a concept",
"Work on support tickets, triaging and providing solutions",
"Ensure compliance with Quality/Process/Security practices"
],
"matched_skills": [
"software engineering methods",
"agile",
"analysis",
"design",
"development",
"unit testing",
"functional testing",
"deployment",
"support tickets",
"triaging",
"Communication Skills",
"Analytical and problem solving",
"techno functional skills"
],
"new_role_display_name": null,
"new_role_slug": null,
"queued": false,
"reasoning": "Domain=Software Engineering; The JD describes end-to-end application development, analysis/design, testing, deployment readiness, technical troubleshooting, and stakeholder interaction, which best fits a full stack engineering role.",
"sub_role": null
},
"stage5_updates": {
"centroid_n_after": 133,
"centroid_updated": true,
"collision_log_id": null,
"new_kra_attached": null,
"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": 868,
"existing_alias_text": "Agile",
"input_term": "Agile",
"matched_canonical": {
"category_id": 8,
"display_name": "Agile",
"id": 520,
"is_also_category": false,
"is_extractable": true,
"skill_nature": "METHODOLOGY",
"slug": "agile",
"sub_category_id": 367,
"typical_lifespan": "EVERGREEN",
"volatility": "STABLE"
},
"matched_via": "alias"
}
],
"candidate_roles": [],
"chosen_role": {
"display_name": "Fullstack Developer",
"id": 15,
"rationale": "Domain=Software Engineering; The JD describes end-to-end application development, analysis/design, testing, deployment readiness, technical troubleshooting, and stakeholder interaction, which best fits a full stack engineering role.",
"role_archetype": null,
"slug": "full-stack-engineer",
"source": "db"
},
"dimensions": [
{
"dimension": {
"difficulty_hint": "well_known",
"display_name": "React Frontend Development",
"id": 96,
"rationale": "Building interactive web user interfaces with React.js, including component composition, state management, hooks, and rendering patterns. React.js belongs here because it is a core library for client-side UI development in modern web applications.",
"slug": "d_init_01",
"source": "db"
},
"input_skill": "Agile",
"llm_role": null,
"roles_from_db": []
}
],
"input_final_skills": [
"Agile"
],
"input_llm_skills": [
"Agile"
],
"new_aliases_persisted": 0,
"run_id": "cdfd4f5d-3e80-45bc-a463-cbf9650f9a9a",
"skills_detail": [
{
"aliases_in_db": [
{
"alias_text": "Agile",
"alias_type": "CANONICAL",
"id": 868,
"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
}
],
"canonical": {
"category_id": 8,
"display_name": "Agile",
"id": 520,
"is_also_category": false,
"is_extractable": true,
"skill_nature": "METHODOLOGY",
"slug": "agile",
"sub_category_id": 367,
"typical_lifespan": "EVERGREEN",
"volatility": "STABLE"
},
"dimensions": [
{
"dimension": {
"difficulty_hint": "well_known",
"display_name": "React Frontend Development",
"id": 96,
"rationale": "Building interactive web user interfaces with React.js, including component composition, state management, hooks, and rendering patterns. React.js belongs here because it is a core library for client-side UI development in modern web applications.",
"slug": "d_init_01",
"source": "db"
},
"input_skill": "Agile",
"llm_role": null,
"roles_from_db": []
}
],
"input_skill": "Agile",
"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": "Fullstack Developer",
"id": 15,
"rationale": "Domain=Software Engineering; The JD describes end-to-end application development, analysis/design, testing, deployment readiness, technical troubleshooting, and stakeholder interaction, which best fits a full stack engineering role.",
"role_archetype": null,
"slug": "full-stack-engineer",
"source": "db"
},
"chosen_role_resolution": "in_db",
"final_input_skills": [
{
"skill": "Agile",
"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": 15,
"dimension": {
"difficulty_hint": "well_known",
"display_name": "React Frontend Development",
"id": 96,
"rationale": "Building interactive web user interfaces with React.js, including component composition, state management, hooks, and rendering patterns. React.js belongs here because it is a core library for client-side UI development in modern web applications.",
"slug": "d_init_01",
"source": "db"
},
"dimension_id": 96,
"input_skill": "Agile",
"llm_role": null,
"matched_chosen_role": false,
"outcome_line": "Existing dimension (library) \u00b7 Role\u2194dimension skipped (dimension not under chosen role)",
"role_dimension_saved": false,
"roles_from_db": [],
"skill_dimension_saved": true,
"skill_id": 520,
"skill_tag": "in_db",
"skipped_reason": null
}
],
"new_skills_created": 0,
"role_dimension_saved": 0,
"skill_dimension_saved": 0,
"skipped": 0
},
"planner_output": null,
"run_id": "cdfd4f5d-3e80-45bc-a463-cbf9650f9a9a"
}
LLM Calls
Every model call made for this run, in pipeline order. Click a card to see the model's response.