Pipeline run
dd76ac37-5481-4148-b4b8-99acf94d8501
Client output enrichment
v2 Skill cluster · Nature of work · AI index · Tech stack maturity · Evidence · KRA descriptionvocab breakdown (legacy)
Signals
Post-classification
Captured for admin review
1 POST /skills/extract-from-jd
2 POST /skills/extract-details
3 POST /skills/final-role-output
Fullstack Developer
domain · Software Engineering CASE DOMAINslug: full-stack-engineer · id: 15 · source: db
Domain=Software Engineering; The JD describes broad end-to-end software development, architecture, debugging, and cross-functional delivery rather than a specialized frontend, backend, or mobile 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
If you are looking for a career at a dynamic company with a people-first mindset and a deep culture of growth and autonomy, ACV is the right place for you! Competitive compensation packages and learning and development opportunities, ACV has what you need to advance to the next level in your career. We will continue to raise the bar every day by investing in our people and technology to help our customers succeed. We hire people who share our passion, bring innovative ideas to the table, and enjoy a collaborative atmosphere. Who We Are ACV is a technology company that has revolutionized how dealers buy and sell cars online. We are transforming the automotive industry. ACV Auctions Inc. (ACV), has applied innovation and user-designed, data driven applications and solutions. We are building the most trusted and efficient digital marketplace with data solutions for sourcing, selling and managing used vehicles with transparency and comprehensive insights that were once unimaginable. We are disruptors of the industry and we want you to join us on our journey. ACV’s network of brands includes ACV Auctions, ACV Transportation, ClearCar, MAX Digital and ACV Capital within its Marketplace Products, as well as, True360 and Data Services. ACV Auctions is opening its new India Development Center in Chennai, India, and we’re looking for talented individuals to join our team. As we expand our platform, we’re offering a wide range of exciting opportunities across various roles. At ACV, we put people first and believe in the principles of trust and transparency. If you are looking for an opportunity to work with the best minds in the industry and solve unique business and technology problems? Look no further! Join us in shaping the future of the automotive marketplace! At ACV we focus on the Health, Physical, Financial, Social and Emotional Wellness of our Teammates and to support this we offer industry leading benefits and wellness programs. What Are We Looking For Our software engineering teams operate on a few common principles, working on interesting and challenging problems, enabling autonomy to develop and deploy the best solutions, and being surrounded by great engineers and a warm culture. These tenets allow our engineering teams to have a large business impact and product ownership, which is critical to ACV Auctions continual growth. We are looking for a highly skilled and experienced Software Developer to join our dynamic development team. As a Developer, you will take ownership of designing, building, and optimizing robust and scalable software solutions. Your expertise and leadership will drive innovation, mentor junior developers, and contribute to the overall technical strategy of our organization. We value practical software experience in addition to a thorough understanding of computer science fundamentals. The technologies you are familiar with are less important to us than your ability to solve complex software problems, apply software engineering best practices, and work in a collaborative work environment. Key Responsibilities • Software Development • Design, develop, test, and deploy high-quality software solutions in alignment with business requirements. • Write clean, maintainable, and efficient code while adhering to best practices and coding standards. • Debug and resolve complex technical issues in a timely manner. • Technical Leadership • Provide mentorship and technical guidance to junior and mid-level developers. • Lead technical discussions, code reviews, and design sessions. • Stay abreast of emerging technologies and propose innovative solutions to improve our systems. • Architecture and Design • Collaborate with stakeholders to gather and analyze requirements and translate them into technical designs. • Architect scalable, secure, and maintainable software systems that meet performance and reliability standards. • Optimize system performance and ensuring solutions are future proof. • Collaboration and Communication • Work closely with cross-functional teams, including product management, UX/UI design, and QA, to deliver on project goals. • Clearly communicate technical concepts and solutions to non-technical stakeholders. • Contribute to and promote a culture of continuous learning and improvement within the team. What You Will Need • BS degree in Computer Science or a related technical discipline or equivalent practical experience. • 3+ years of experience with programming in at least one of the following: Blazor, C#. React-Native experience is considered a bonus. • Strong understanding of software architecture, design patterns, and development methodologies. • Experience with version control systems, automated testing, and CI / CD. • Experience with Agile or Scrum methodologies is a plus. • Proven ability to lead technical projects from conception to completion. • Excellent problem-solving skills and attention to detail. • Strong communication and interpersonal skills, with a collaborative mindset. Our Values Trust & Transparency | People First | Positive Experiences | Calm Persistence | Never Settling At ACV, we are committed to an inclusive culture in which every individual is welcomed and empowered to celebrate their true selves. We achieve this by fostering a work environment of acceptance and understanding that is free from discrimination. ACV is committed to being an equal opportunity employer regardless of sex, race, creed, color, religion, marital status, national origin, age, pregnancy, sexual orientation, gender, gender identity, gender expression, genetic information, disability, military status, status as a veteran, or any other protected characteristic. We also consider qualified applicants regardless of criminal histories, consistent with legal requirements. If you have a disability or special need that requires reasonable accommodation, please let us know. Apply Now
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
- Soft Skills
- 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 | Software Development | type=Soft Skills 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": {
"source_marker": {
"first_5_words": "ACV is a technology company",
"last_5_words": "and Data Services."
},
"text": "ACV is a technology company that has revolutionized how dealers buy and sell cars online. We are transforming the automotive industry. ACV Auctions Inc. (ACV), has applied innovation and user-designed, data driven applications and solutions. We are building the most trusted and efficient digital marketplace with data solutions for sourcing, selling and managing used vehicles with transparency and comprehensive insights that were once unimaginable. We are disruptors of the industry and we want you to join us on our journey. ACV\u2019s network of brands includes ACV Auctions, ACV Transportation, ClearCar, MAX Digital and ACV Capital within its Marketplace Products, as well as, True360 and Data Services.",
"word_count": 84
},
"certifications": [],
"company_name": "ACV Auctions Inc.",
"ctc": null,
"domain": {
"primary": {
"aliases": [
"Auto",
"Automotive Industry"
],
"domain": "Automotive \u0026 Mobility"
},
"secondary": null
},
"education": [
{
"level": "Bachelor\u0027s",
"qualification": "BTECH/BE/BSC - Computer Science (or related)",
"raw": "BS degree in Computer Science or a related technical discipline or equivalent practical experience.",
"requirement": "required"
}
],
"experience": {
"max": null,
"min": 3,
"raw": "3+ years of experience with programming"
},
"job_locations": [
{
"aliases": [
"Madras"
],
"city": "Chennai",
"country": "India",
"state": "Tamil Nadu",
"work_mode": "null"
}
],
"role": "Software Developer",
"role_aliases": [
"Software Engineer",
"Developer",
"Software Development Engineer"
],
"role_archetype": "Engineering",
"roles_and_responsibilities": [
{
"bullet_count": 13,
"heading": "Key Responsibilities",
"heading_was_present": true,
"source_marker": {
"first_5_words": "\u2022 Software Development \u2022 Design, develop,",
"last_5_words": "learning and improvement within the team."
},
"text": "\u2022 Software Development \n\u2022 Design, develop, test, and deploy high-quality software solutions in alignment with business requirements. \n\u2022 Write clean, maintainable, and efficient code while adhering to best practices and coding standards. \n\u2022 Debug and resolve complex technical issues in a timely manner. \n\u2022 Technical Leadership \n\u2022 Provide mentorship and technical guidance to junior and mid-level developers. \n\u2022 Lead technical discussions, code reviews, and design sessions. \n\u2022 Stay abreast of emerging technologies and propose innovative solutions to improve our systems. \n\u2022 Architecture and Design \n\u2022 Collaborate with stakeholders to gather and analyze requirements and translate them into technical designs. \n\u2022 Architect scalable, secure, and maintainable software systems that meet performance and reliability standards. \n\u2022 Optimize system performance and ensuring solutions are future proof. \n\u2022 Collaboration and Communication \n\u2022 Work closely with cross-functional teams, including product management, UX/UI design, and QA, to deliver on project goals. \n\u2022 Clearly communicate technical concepts and solutions to non-technical stakeholders. \n\u2022 Contribute to and promote a culture of continuous learning and improvement within the team.",
"word_count": 263
}
],
"urls": []
}
API 1 — extract-from-jd click to toggle
{
"final_skills": [
{
"is_primary": true,
"skill_name": "Software Development"
}
],
"jd_role": {
"display_name": "Software Developer",
"rationale": null,
"role_aliases": [
"Software Engineer",
"Developer",
"Software Development Engineer"
],
"role_archetype": "Engineering",
"slug": ""
},
"nano_parsed": {
"JD_type": "pass",
"about_company": {
"source_marker": {
"first_5_words": "ACV is a technology company",
"last_5_words": "and Data Services."
},
"text": "ACV is a technology company that has revolutionized how dealers buy and sell cars online. We are transforming the automotive industry. ACV Auctions Inc. (ACV), has applied innovation and user-designed, data driven applications and solutions. We are building the most trusted and efficient digital marketplace with data solutions for sourcing, selling and managing used vehicles with transparency and comprehensive insights that were once unimaginable. We are disruptors of the industry and we want you to join us on our journey. ACV\u2019s network of brands includes ACV Auctions, ACV Transportation, ClearCar, MAX Digital and ACV Capital within its Marketplace Products, as well as, True360 and Data Services.",
"word_count": 84
},
"certifications": [],
"company_name": "ACV Auctions Inc.",
"ctc": null,
"domain": {
"primary": {
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"Auto",
"Automotive Industry"
],
"domain": "Automotive \u0026 Mobility"
},
"secondary": null
},
"education": [
{
"level": "Bachelor\u0027s",
"qualification": "BTECH/BE/BSC - Computer Science (or related)",
"raw": "BS degree in Computer Science or a related technical discipline or equivalent practical experience.",
"requirement": "required"
}
],
"experience": {
"max": null,
"min": 3,
"raw": "3+ years of experience with programming"
},
"job_locations": [
{
"aliases": [
"Madras"
],
"city": "Chennai",
"country": "India",
"state": "Tamil Nadu",
"work_mode": "null"
}
],
"role": "Software Developer",
"role_aliases": [
"Software Engineer",
"Developer",
"Software Development Engineer"
],
"role_archetype": "Engineering",
"roles_and_responsibilities": [
{
"bullet_count": 13,
"heading": "Key Responsibilities",
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"source_marker": {
"first_5_words": "\u2022 Software Development \u2022 Design, develop,",
"last_5_words": "learning and improvement within the team."
},
"text": "\u2022 Software Development \n\u2022 Design, develop, test, and deploy high-quality software solutions in alignment with business requirements. \n\u2022 Write clean, maintainable, and efficient code while adhering to best practices and coding standards. \n\u2022 Debug and resolve complex technical issues in a timely manner. \n\u2022 Technical Leadership \n\u2022 Provide mentorship and technical guidance to junior and mid-level developers. \n\u2022 Lead technical discussions, code reviews, and design sessions. \n\u2022 Stay abreast of emerging technologies and propose innovative solutions to improve our systems. \n\u2022 Architecture and Design \n\u2022 Collaborate with stakeholders to gather and analyze requirements and translate them into technical designs. \n\u2022 Architect scalable, secure, and maintainable software systems that meet performance and reliability standards. \n\u2022 Optimize system performance and ensuring solutions are future proof. \n\u2022 Collaboration and Communication \n\u2022 Work closely with cross-functional teams, including product management, UX/UI design, and QA, to deliver on project goals. \n\u2022 Clearly communicate technical concepts and solutions to non-technical stakeholders. \n\u2022 Contribute to and promote a culture of continuous learning and improvement within the team.",
"word_count": 263
}
],
"urls": []
},
"rejected": false,
"rejection_reason": null,
"run_id": "dd76ac37-5481-4148-b4b8-99acf94d8501",
"stage3_signals": {
"alias_found": false,
"alias_match_roles": [],
"kra_match_roles": [
{
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{
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"similarity": 0.7279
},
{
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"sentence": "Collaborate with stakeholders to gather and analyze requirements and translate them into technical designs.",
"similarity": 0.6175
},
{
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"sentence": "Debug and resolve complex technical issues in a timely manner.",
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}
],
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},
{
"display_name": "Flutter Developer",
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},
{
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},
{
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}
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},
{
"display_name": "Angular Frontend Developer",
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},
{
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},
{
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}
],
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"slug": "angular-frontend-developer",
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},
{
"display_name": "Cloud Architect",
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{
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},
{
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{
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}
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},
{
"display_name": "Frontend Developer",
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{
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"similarity": 0.6163
},
{
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"similarity": 0.5384
},
{
"kra_text": "Supports production releases by diagnosing cross-browser compatibility issues, investigating UI regressions, and resolving frontend performance degradation.",
"sentence": "Debug and resolve complex technical issues in a timely manner.",
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}
],
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"score": 0.5508,
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}
],
"skill_match_roles": []
},
"stage4_decision": {
"alias_collision_detected": false,
"case": "DOMAIN",
"chosen_role": {
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"matched_count": null,
"matched_skills": null,
"role_id": 15,
"score": 0.86,
"slug": "full-stack-engineer",
"total_count": null
},
"confidence": 0.86,
"is_new_role": false,
"llm2_fired": false,
"llm2_reasoning": null,
"matched_dimensions": [
"End-to-End Software Engineering",
"Technical Leadership and Mentorship",
"Software Architecture and System Design",
"Debugging and Issue Resolution",
"Cross-Functional Collaboration",
"Performance and Reliability Optimization",
"Continuous Improvement"
],
"matched_kras": [
"Design, develop, test, and deploy high-quality software solutions",
"Write clean, maintainable, and efficient code",
"Debug and resolve complex technical issues",
"Provide mentorship and technical guidance",
"Lead technical discussions, code reviews, and design sessions",
"Collaborate with stakeholders to gather and analyze requirements",
"Architect scalable, secure, and maintainable software systems",
"Optimize system performance and ensuring solutions are future proof",
"Work closely with cross-functional teams",
"Clearly communicate technical concepts and solutions"
],
"matched_skills": [
"software development",
"design",
"develop",
"test",
"deploy",
"clean, maintainable, and efficient code",
"debug",
"technical leadership",
"code reviews",
"architecture and design",
"performance",
"reliability",
"cross-functional teams",
"UX/UI design",
"QA"
],
"new_role_display_name": null,
"new_role_slug": null,
"queued": false,
"reasoning": "Domain=Software Engineering; The JD describes broad end-to-end software development, architecture, debugging, and cross-functional delivery rather than a specialized frontend, backend, or mobile role.",
"sub_role": null
},
"stage5_updates": {
"centroid_n_after": 818,
"centroid_updated": true,
"collision_log_id": null,
"new_kra_attached": null,
"new_skills_attached": [
{
"is_primary": true,
"queue_id": 24021,
"role_display_name": "Fullstack Developer",
"role_slug": "full-stack-engineer",
"skill_name": "Software Development",
"status": "pending"
}
],
"queue_entry_id": null,
"v3_pipeline_triggered": false,
"v3_role_slug": null,
"v3_run_id": null
}
}
API 2 — extract-details
{
"alias_matches": [],
"candidate_roles": [],
"chosen_role": {
"display_name": "Fullstack Developer",
"id": 15,
"rationale": "Domain=Software Engineering; The JD describes broad end-to-end software development, architecture, debugging, and cross-functional delivery rather than a specialized frontend, backend, or mobile role.",
"role_archetype": null,
"slug": "full-stack-engineer",
"source": "db"
},
"dimensions": [],
"input_final_skills": [
"Software Development"
],
"input_llm_skills": [
"Software Development"
],
"new_aliases_persisted": 0,
"run_id": "dd76ac37-5481-4148-b4b8-99acf94d8501",
"skills_detail": [
{
"aliases_in_db": [],
"canonical": null,
"dimensions": [],
"input_skill": "Software Development",
"matched_via": null,
"new_alias_persisted": false,
"new_alias_text": null,
"new_skill_meta": {
"derived": {
"category": "Soft Skills",
"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": "software-development",
"split_log": [],
"typed": null,
"warnings": []
},
"source_tag": "llm",
"was_in_llm_skills": true
}
],
"unmatched_skills": [
"Software Development"
]
}
API 3 — final-role-output
{
"chosen_role": {
"display_name": "Fullstack Developer",
"id": 15,
"rationale": "Domain=Software Engineering; The JD describes broad end-to-end software development, architecture, debugging, and cross-functional delivery rather than a specialized frontend, backend, or mobile role.",
"role_archetype": null,
"slug": "full-stack-engineer",
"source": "db"
},
"chosen_role_resolution": "in_db",
"final_input_skills": [
{
"skill": "Software Development",
"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": "dd76ac37-5481-4148-b4b8-99acf94d8501"
}