Pipeline run
cfc98267-4b07-405b-9fee-8d4a59b0b726
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
Web Developer
CASE Aslug: web-developer · id: 25 · source: db
Multi-alias tie (4 roles at 1.0) resolved by TIER_A_KRA: Web Developer
Resolution:
in_db
— role exists in library; skill↔dim and role↔dim links saved when applicable.
Job description
The ideal candidate will be responsible for developing high-quality applications. They will also be responsible for designing and implementing testable and scalable code. We have a medical ERP product namely - Vetbuddy - A Clinic management solution for animal practices • Used by 12+ countries. • www.thevetbuddy.com Responsibilities • Develop quality software and web applications • Design highly scalable, testable code • Discover and fix programming bugs • At least 5+ years of experience in web programming - mainly Core PHP • Any product development and preferably into healthcare products • Willing to work on existing product for maintenance and enhancements • Need to learn a new server side scripting language - similar to PHP known as Caravan. We will share help files and train • Good grasping to learn new things and excellent problem solving skills. • Good communication skills and reasonably good in English • Positive attitude and be with us for the long term • Work From Home. However May be required to visit our Mumbai Head Office for onboarding and also for periodic review 2 to3 times in a year. Qualifications • Bachelor's degree or equivalent experience in Computer Science or related field • Development experience with programming languages • SQL database or relational database skills
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
- PHP (CANONICAL) primary
Stored enrichment (catalog DB)
- Category
- Language
- Sub-category
- Programming Language
- Confidence
- 0.99
- Version strategy
- NOT_APPLICABLE
Skill profile (library / DB)
- Skill nature
- LANGUAGE
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Category id
- 6
- Sub-category id
- 96
- Extractable
- True
- Also category
- False
Dimensions (API 2 worklist)
-
PHP and Magento Extension Points Catalog dimension db id 391
Library dimension (catalog)
Roles linked in library: Magento Dev
-
PHP and WordPress Hooks Catalog dimension db id 326
Library dimension (catalog)
Roles linked in library: WordPress Dev
-
Programming Languages & Template Languages Catalog dimension db id 359
Library dimension (catalog)
Roles linked in library: Drupal Dev
API 3 link attempts (this skill)
| Dimension | Skill↔dim | Role↔dim | Outcome |
|---|---|---|---|
|
PHP and Magento Extension Points
php-and-magento-extension-points
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
|
PHP and WordPress Hooks
php-and-wordpress-hooks
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
|
Programming Languages & Template Languages
programming-languages-template-languages
|
✓ | — | 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 |
|---|---|---|---|---|---|---|
| PHP | in_db |
PHP and Magento Extension Points
php-and-magento-extension-points
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| PHP | in_db |
PHP and WordPress Hooks
php-and-wordpress-hooks
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| PHP | in_db |
Programming Languages & Template Languages
programming-languages-template-languages
|
✓ | — | 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
Show raw JSON
{
"JD_type": "pass",
"about_company": {
"source_marker": {
"first_5_words": "We have a medical ERP",
"last_5_words": "by 12+ countries."
},
"text": "We have a medical ERP product namely\u00a0- Vetbuddy - A Clinic management solution for animal practices\n\u2022 Used by 12+ countries.",
"word_count": 27
},
"certifications": [],
"company_name": "Vetbuddy",
"ctc": null,
"domain": {
"primary": {
"aliases": [
"HealthTech",
"Medical ERP"
],
"domain": "Healthcare"
},
"secondary": null
},
"education": [
{
"level": "Bachelor\u0027s",
"qualification": "BTECH/BE/BSC - Computer Science (or related)",
"raw": "Bachelor\u0027s degree or equivalent experience in Computer Science or related field",
"requirement": "required"
}
],
"experience": {
"max": null,
"min": 5,
"raw": "At least 5+ years of experience in web programming - mainly Core PHP"
},
"job_locations": [
{
"aliases": [
"Bombay"
],
"city": "Mumbai",
"country": "India",
"state": null,
"work_mode": "hybrid"
}
],
"role": "Software Developer",
"role_aliases": [
"Software Engineer",
"Web Developer",
"PHP Developer"
],
"role_archetype": "Engineering",
"roles_and_responsibilities": [
{
"bullet_count": 11,
"heading": "Responsibilities",
"heading_was_present": true,
"source_marker": {
"first_5_words": "\u2022 Develop quality software and",
"last_5_words": "for onboarding and also for"
},
"text": "\u2022 Develop quality software and web applications\n\u2022 Design highly scalable, testable code\n\u2022 Discover and fix programming bugs\n\u2022 At least 5+ years of experience in web programming - mainly Core PHP\n\u2022 Any product development and preferably into healthcare products\n\u2022 Willing to work on existing product for maintenance and enhancements\n\u2022 Need to learn a new server side scripting language - similar to PHP known as Caravan. We will share help files and train\n\u2022 Good grasping to learn new things and excellent problem solving skills.\n\u2022 Good communication skills and reasonably good in English\n\u2022 Positive attitude and be with us for the long term\n\u2022 Work From Home. However May be required to visit our Mumbai Head Office for onboarding and also for periodic review 2 to3 times in a year.",
"word_count": 157
}
],
"urls": [
{
"type": "website",
"url": "http://www.thevetbuddy.com"
}
]
}
API 1 — extract-from-jd click to toggle
{
"final_skills": [
{
"is_primary": true,
"skill_name": "PHP"
}
],
"jd_role": {
"display_name": "Software Developer",
"rationale": null,
"role_aliases": [
"Software Engineer",
"Web Developer",
"PHP Developer"
],
"role_archetype": "Engineering",
"slug": ""
},
"nano_parsed": {
"JD_type": "pass",
"about_company": {
"source_marker": {
"first_5_words": "We have a medical ERP",
"last_5_words": "by 12+ countries."
},
"text": "We have a medical ERP product namely\u00a0- Vetbuddy - A Clinic management solution for animal practices\n\u2022 Used by 12+ countries.",
"word_count": 27
},
"certifications": [],
"company_name": "Vetbuddy",
"ctc": null,
"domain": {
"primary": {
"aliases": [
"HealthTech",
"Medical ERP"
],
"domain": "Healthcare"
},
"secondary": null
},
"education": [
{
"level": "Bachelor\u0027s",
"qualification": "BTECH/BE/BSC - Computer Science (or related)",
"raw": "Bachelor\u0027s degree or equivalent experience in Computer Science or related field",
"requirement": "required"
}
],
"experience": {
"max": null,
"min": 5,
"raw": "At least 5+ years of experience in web programming - mainly Core PHP"
},
"job_locations": [
{
"aliases": [
"Bombay"
],
"city": "Mumbai",
"country": "India",
"state": null,
"work_mode": "hybrid"
}
],
"role": "Software Developer",
"role_aliases": [
"Software Engineer",
"Web Developer",
"PHP Developer"
],
"role_archetype": "Engineering",
"roles_and_responsibilities": [
{
"bullet_count": 11,
"heading": "Responsibilities",
"heading_was_present": true,
"source_marker": {
"first_5_words": "\u2022 Develop quality software and",
"last_5_words": "for onboarding and also for"
},
"text": "\u2022 Develop quality software and web applications\n\u2022 Design highly scalable, testable code\n\u2022 Discover and fix programming bugs\n\u2022 At least 5+ years of experience in web programming - mainly Core PHP\n\u2022 Any product development and preferably into healthcare products\n\u2022 Willing to work on existing product for maintenance and enhancements\n\u2022 Need to learn a new server side scripting language - similar to PHP known as Caravan. We will share help files and train\n\u2022 Good grasping to learn new things and excellent problem solving skills.\n\u2022 Good communication skills and reasonably good in English\n\u2022 Positive attitude and be with us for the long term\n\u2022 Work From Home. However May be required to visit our Mumbai Head Office for onboarding and also for periodic review 2 to3 times in a year.",
"word_count": 157
}
],
"urls": [
{
"type": "website",
"url": "http://www.thevetbuddy.com"
}
]
},
"rejected": false,
"rejection_reason": null,
"run_id": "cfc98267-4b07-405b-9fee-8d4a59b0b726",
"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": "Frontend Developer",
"kra_matches": null,
"matched_count": null,
"matched_skills": null,
"role_id": 7,
"score": 1.0,
"slug": "frontend-engineer",
"total_count": null
},
{
"display_name": "Web Developer",
"kra_matches": null,
"matched_count": null,
"matched_skills": null,
"role_id": 25,
"score": 1.0,
"slug": "web-developer",
"total_count": null
},
{
"display_name": "PHP Backend Developer",
"kra_matches": null,
"matched_count": null,
"matched_skills": null,
"role_id": 86,
"score": 1.0,
"slug": "php-backend-developer",
"total_count": null
}
],
"kra_match_roles": [
{
"display_name": "Flutter Developer",
"kra_matches": [
{
"kra_text": "collaborate with design, product, and backend teams",
"sentence": "Willing to work on existing product for maintenance and enhancements",
"similarity": 0.4969
},
{
"kra_text": "collaborate with design, product, and backend teams",
"sentence": "Develop quality software and web applications",
"similarity": 0.475
},
{
"kra_text": "collaborate with design, product, and backend teams",
"sentence": "Any product development and preferably into healthcare products",
"similarity": 0.3935
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 74,
"score": 0.4551,
"slug": "flutter-developer",
"total_count": null
},
{
"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": "Willing to work on existing product for maintenance and enhancements",
"similarity": 0.5255
},
{
"kra_text": "Works closely with product managers and UX designers to translate requirements and wireframes into working software features through iterative development.",
"sentence": "Develop quality software and web applications",
"similarity": 0.4615
},
{
"kra_text": "Works closely with product managers and UX designers to translate requirements and wireframes into working software features through iterative development.",
"sentence": "Any product development and preferably into healthcare products",
"similarity": 0.3778
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 15,
"score": 0.4549,
"slug": "full-stack-engineer",
"total_count": null
},
{
"display_name": "Web Developer",
"kra_matches": [
{
"kra_text": "maintain existing web features",
"sentence": "Willing to work on existing product for maintenance and enhancements",
"similarity": 0.522
},
{
"kra_text": "maintain existing web features",
"sentence": "Develop quality software and web applications",
"similarity": 0.4071
},
{
"kra_text": "maintain existing web features",
"sentence": "At least 5+ years of experience in web programming - mainly Core PHP",
"similarity": 0.3628
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 25,
"score": 0.4306,
"slug": "web-developer",
"total_count": null
},
{
"display_name": "Java Backend Developer",
"kra_matches": [
{
"kra_text": "code refactoring and defect fixes",
"sentence": "Willing to work on existing product for maintenance and enhancements",
"similarity": 0.4667
},
{
"kra_text": "code refactoring and defect fixes",
"sentence": "Develop quality software and web applications",
"similarity": 0.4445
},
{
"kra_text": "service endpoint development",
"sentence": "Any product development and preferably into healthcare products",
"similarity": 0.3691
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 79,
"score": 0.4268,
"slug": "java-backend-developer",
"total_count": null
},
{
"display_name": "React Native Developer",
"kra_matches": [
{
"kra_text": "maintain code quality",
"sentence": "Develop quality software and web applications",
"similarity": 0.5842
},
{
"kra_text": "maintain code quality",
"sentence": "Willing to work on existing product for maintenance and enhancements",
"similarity": 0.3979
},
{
"kra_text": "maintain code quality",
"sentence": "At least 5+ years of experience in web programming - mainly Core PHP",
"similarity": 0.2968
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 73,
"score": 0.4263,
"slug": "react-native-developer",
"total_count": null
}
],
"skill_match_roles": [
{
"display_name": "WordPress Dev",
"kra_matches": null,
"matched_count": 1,
"matched_skills": [
"PHP"
],
"role_id": 227,
"score": 1.0,
"slug": "wordpress-dev",
"total_count": 1
},
{
"display_name": "Drupal Dev",
"kra_matches": null,
"matched_count": 1,
"matched_skills": [
"PHP"
],
"role_id": 228,
"score": 1.0,
"slug": "drupal-dev",
"total_count": 1
},
{
"display_name": "Magento Dev",
"kra_matches": null,
"matched_count": 1,
"matched_skills": [
"PHP"
],
"role_id": 231,
"score": 1.0,
"slug": "magento-dev",
"total_count": 1
}
]
},
"stage4_decision": {
"alias_collision_detected": true,
"case": "A",
"chosen_role": {
"display_name": "Web Developer",
"kra_matches": null,
"matched_count": null,
"matched_skills": null,
"role_id": 25,
"score": 1.0,
"slug": "web-developer",
"total_count": null
},
"confidence": 0.95,
"is_new_role": false,
"llm2_fired": false,
"llm2_reasoning": null,
"matched_dimensions": [],
"matched_kras": [],
"matched_skills": [],
"new_role_display_name": null,
"new_role_slug": null,
"queued": false,
"reasoning": "Multi-alias tie (4 roles at 1.0) resolved by TIER_A_KRA: Web Developer",
"sub_role": null
},
"stage5_updates": 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": 4444,
"existing_alias_text": "PHP",
"input_term": "PHP",
"matched_canonical": {
"category_id": 6,
"display_name": "PHP",
"id": 2986,
"is_also_category": false,
"is_extractable": true,
"skill_nature": "LANGUAGE",
"slug": "php",
"sub_category_id": 96,
"typical_lifespan": "EVERGREEN",
"volatility": "STABLE"
},
"matched_via": "alias"
}
],
"candidate_roles": [
{
"display_name": "Magento Dev",
"id": 231,
"rationale": null,
"role_archetype": "Engineering",
"slug": "magento-dev",
"source": "db"
},
{
"display_name": "WordPress Dev",
"id": 227,
"rationale": null,
"role_archetype": "Engineering",
"slug": "wordpress-dev",
"source": "db"
},
{
"display_name": "Drupal Dev",
"id": 228,
"rationale": null,
"role_archetype": "Engineering",
"slug": "drupal-dev",
"source": "db"
}
],
"chosen_role": {
"display_name": "Web Developer",
"id": 25,
"rationale": "Multi-alias tie (4 roles at 1.0) resolved by TIER_A_KRA: Web Developer",
"role_archetype": null,
"slug": "web-developer",
"source": "db"
},
"dimensions": [
{
"dimension": {
"difficulty_hint": "well_known",
"display_name": "PHP and Magento Extension Points",
"id": 391,
"rationale": "Core implementation surface for Magento customizations, including module code, event-driven hooks, and platform conventions. This is the primary language-and-framework cluster for building upgrade-safe storefront behavior.",
"slug": "php-and-magento-extension-points",
"source": "db"
},
"input_skill": "PHP",
"llm_role": null,
"roles_from_db": [
{
"display_name": "Magento Dev",
"id": 231,
"rationale": null,
"role_archetype": "Engineering",
"slug": "magento-dev",
"source": "db"
}
]
},
{
"dimension": {
"difficulty_hint": "well_known",
"display_name": "PHP and WordPress Hooks",
"id": 326,
"rationale": "Core implementation language and extension points used to build WordPress behavior. This covers PHP code that powers themes, plugins, and site-specific customizations, plus the hook system that stitches features into WordPress lifecycle events.",
"slug": "php-and-wordpress-hooks",
"source": "db"
},
"input_skill": "PHP",
"llm_role": null,
"roles_from_db": [
{
"display_name": "WordPress Dev",
"id": 227,
"rationale": null,
"role_archetype": "Engineering",
"slug": "wordpress-dev",
"source": "db"
}
]
},
{
"dimension": {
"difficulty_hint": "well_known",
"display_name": "Programming Languages \u0026 Template Languages",
"id": 359,
"rationale": "The languages and domain-specific templating languages used for Drupal development and theming.",
"slug": "programming-languages-template-languages",
"source": "db"
},
"input_skill": "PHP",
"llm_role": null,
"roles_from_db": [
{
"display_name": "Drupal Dev",
"id": 228,
"rationale": null,
"role_archetype": "Engineering",
"slug": "drupal-dev",
"source": "db"
}
]
}
],
"input_final_skills": [
"PHP"
],
"input_llm_skills": [
"PHP"
],
"new_aliases_persisted": 0,
"run_id": "cfc98267-4b07-405b-9fee-8d4a59b0b726",
"skills_detail": [
{
"aliases_in_db": [
{
"alias_text": "PHP",
"alias_type": "CANONICAL",
"id": 4444,
"is_primary": true,
"match_strategy": "CASE_INSENSITIVE"
}
],
"canonical": {
"category_id": 6,
"display_name": "PHP",
"id": 2986,
"is_also_category": false,
"is_extractable": true,
"skill_nature": "LANGUAGE",
"slug": "php",
"sub_category_id": 96,
"typical_lifespan": "EVERGREEN",
"volatility": "STABLE"
},
"dimensions": [
{
"dimension": {
"difficulty_hint": "well_known",
"display_name": "PHP and Magento Extension Points",
"id": 391,
"rationale": "Core implementation surface for Magento customizations, including module code, event-driven hooks, and platform conventions. This is the primary language-and-framework cluster for building upgrade-safe storefront behavior.",
"slug": "php-and-magento-extension-points",
"source": "db"
},
"input_skill": "PHP",
"llm_role": null,
"roles_from_db": [
{
"display_name": "Magento Dev",
"id": 231,
"rationale": null,
"role_archetype": "Engineering",
"slug": "magento-dev",
"source": "db"
}
]
},
{
"dimension": {
"difficulty_hint": "well_known",
"display_name": "PHP and WordPress Hooks",
"id": 326,
"rationale": "Core implementation language and extension points used to build WordPress behavior. This covers PHP code that powers themes, plugins, and site-specific customizations, plus the hook system that stitches features into WordPress lifecycle events.",
"slug": "php-and-wordpress-hooks",
"source": "db"
},
"input_skill": "PHP",
"llm_role": null,
"roles_from_db": [
{
"display_name": "WordPress Dev",
"id": 227,
"rationale": null,
"role_archetype": "Engineering",
"slug": "wordpress-dev",
"source": "db"
}
]
},
{
"dimension": {
"difficulty_hint": "well_known",
"display_name": "Programming Languages \u0026 Template Languages",
"id": 359,
"rationale": "The languages and domain-specific templating languages used for Drupal development and theming.",
"slug": "programming-languages-template-languages",
"source": "db"
},
"input_skill": "PHP",
"llm_role": null,
"roles_from_db": [
{
"display_name": "Drupal Dev",
"id": 228,
"rationale": null,
"role_archetype": "Engineering",
"slug": "drupal-dev",
"source": "db"
}
]
}
],
"input_skill": "PHP",
"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": "Web Developer",
"id": 25,
"rationale": "Multi-alias tie (4 roles at 1.0) resolved by TIER_A_KRA: Web Developer",
"role_archetype": null,
"slug": "web-developer",
"source": "db"
},
"chosen_role_resolution": "in_db",
"final_input_skills": [
{
"skill": "PHP",
"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": 25,
"dimension": {
"difficulty_hint": "well_known",
"display_name": "PHP and Magento Extension Points",
"id": 391,
"rationale": "Core implementation surface for Magento customizations, including module code, event-driven hooks, and platform conventions. This is the primary language-and-framework cluster for building upgrade-safe storefront behavior.",
"slug": "php-and-magento-extension-points",
"source": "db"
},
"dimension_id": 391,
"input_skill": "PHP",
"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": "Magento Dev",
"id": 231,
"rationale": null,
"role_archetype": "Engineering",
"slug": "magento-dev",
"source": "db"
}
],
"skill_dimension_saved": true,
"skill_id": 2986,
"skill_tag": "in_db",
"skipped_reason": null
},
{
"chosen_role_id": 25,
"dimension": {
"difficulty_hint": "well_known",
"display_name": "PHP and WordPress Hooks",
"id": 326,
"rationale": "Core implementation language and extension points used to build WordPress behavior. This covers PHP code that powers themes, plugins, and site-specific customizations, plus the hook system that stitches features into WordPress lifecycle events.",
"slug": "php-and-wordpress-hooks",
"source": "db"
},
"dimension_id": 326,
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