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Pipeline run

0ccaa325-fa7e-441c-bc63-4201c5f1c3cd

Pipeline LLM cost (USD)
API 1: $0.0107 API 2: $0.0001 API 3: $0.0000 Total: $0.0108

Client output enrichment

v2 Skill cluster · Nature of work · AI index · Tech stack maturity · Evidence · KRA description
SPARSE JD role baseline loaded sources · ai_index: role_baseline · nature_of_work: jd · tech_stack_maturity: role_baseline
Nature of work · Backend reliability and observability
Leads the engineering team’s day-to-day delivery: turns complex product/technical needs into plans, sets quality and execution processes, and works with Product, Design, and QA to ship reliable, scalable releases while unblocking risks and improving team practices.
""Champion engineering and operations, establishing metrics and processes for regular assessment and improvement""
Tech stack maturity
Modern Cloud Native
Backend development today is typically built around cloud-hosted services, containers, CI/CD, and distributed systems, but AI is usually only an optional integration rather than the core of the role.
AI index (0 = no AI use, 5 = totally AI-dependent · v2.1)
1.80 / 5
· Title match
· Has AI skill
· AI skill (primary)
· AI skill (secondary)
· On AI team
· Builds AI products
vocab breakdown (legacy)
Assistants (×1):
Frameworks (×2):
Models / concepts (×3):
Evidence — skills matched in JD (1)
QA
Skill cluster (1 dimension groups, role-scoped)
Cross-cutting / unaligned
QA
Show KRA description ↓
• Responsible for creating and influencing innovative solutions that meet not only functional, but also performance, scalability and reliability requirements. • Contribute to defining the Roadmap, Translation of complex functional and technical requirements into detailed execution plans and schedules. • Manage the day-to-day activities of the engineering team by defining, implementing, and maintaining a coherent, progressive development strategy for our product line. • Champion engineering and operations, establishing metrics and processes for regular assessment and improvement • Provide Technical and Thought Leadership to the team members. • Management of departmental resources, staffing, and enhancing and maintaining a best-of- class engineering team while establishing strong lines of communication at all levels. • Evolution of the software engineering practice within the organization, including better reporting, tools, and evolution of development methodology • Continue to build an effective development organization by developing and managing the team/group, and conducting performance reviews of team members through regular 1:1’s and continuous feedback. • Drive technical discovery through collaboration with your engineers and implement software alongside your team members. • Collaborate closely with Product, Design, and QA to iterate on the design, implementation, deployment, and monitoring of our product. • Create and execute appropriate quality plans, project plans, test strategies and processes for development activities in concert with business and project management efforts to achieve the OKRs. • Delivery of quality applications on-time and on-budget • Promote an engaged, product-focused, positive engineering culture of excellence • Proactively identify risks and unblock teams

Signals

Skill
Alias
KRA flutter-developer
0.63

Post-classification

Centroidupdated · n=1084
Alias collision log
New-role queue
New skills captured1
New KRA capturedyes

Captured for admin review

QA primary Backend Developer pending
R&R fragment (sim 0.00) Backend Developer pending

• Responsible for creating and influencing innovative solutions that meet not only functional, but also performance, scalability and reliability requirements. • Contribute to defining the Roadmap, Tra…

Status: completed Created: 2026-05-27T15:44:46.205684Z Updated: 2026-06-12T15:59:38.269478Z API 3 duration: 2172 ms
Flow Current 3-step pipeline

1 POST /skills/extract-from-jd

2 POST /skills/extract-details

3 POST /skills/final-role-output

Role Chosen role & resolution

Backend Developer

domain · Software Engineering CASE DOMAIN

slug: backend-engineer · id: 1 · source: db

Domain=Software Engineering; The JD emphasizes engineering leadership, software development strategy, and scalable/reliable product delivery, which best aligns with a backend/software engineering role among the available options.

Matched dimensions

Software Engineering LeadershipScalability and Reliability EngineeringTechnical Planning and ExecutionEngineering Operations and MetricsCross-functional Product DeliveryQuality and Process ImprovementTeam Management and Mentoring

Matched KRAs

Creating and influencing innovative solutionsMeet performance, scalability and reliability requirementsContribute to defining the RoadmapTranslate requirements into detailed execution plans and schedulesManage the day-to-day activities of the engineering teamEstablishing metrics and processes for regular assessmentProvide Technical and Thought LeadershipCollaborate closely with Product, Design, and QACreate and execute appropriate quality plansDelivery of quality applications on-time and on-budgetProactively identify risks and unblock teams

Resolution: in_db — role exists in library; skill↔dim and role↔dim links saved when applicable.

0
New skills
0
Skill↔dim saved
0
Role↔dim saved
0
Skipped

Job description

About Oportun

Oportun (Nasdaq: OPRT) is a mission-driven fintech that puts its members' financial goals within reach. With intelligent borrowing, savings, and budgeting capabilities, Oportun empowers members with the confidence to build a better financial future. Since inception, Oportun has provided more than $19.7 billion in responsible and affordable credit, saved its members more than $2.4 billion in interest and fees, and helped its members save an average of more than $1,800 annually. Oportun has been certified as a Community Development Financial Institution (CDFI) since 2009.

WORKING AT OPORTUN

Working at Oportun means enjoying a differentiated experience of being part of a team that fosters a diverse, equitable and inclusive culture where we all feel a sense of belonging and are encouraged to share our perspectives. This inclusive culture is directly connected to our organization's performance and ability to fulfill our mission of delivering affordable credit to those left out of the financial mainstream. We celebrate and nurture our inclusive culture through our employee resource groups.

Responsibilities

• Responsible for creating and influencing innovative solutions that meet not only functional, but also performance, scalability and reliability requirements.
• Contribute to defining the Roadmap, Translation of complex functional and technical requirements into detailed execution plans and schedules.
• Manage the day-to-day activities of the engineering team by defining, implementing, and maintaining a coherent, progressive development strategy for our product line.
• Champion engineering and operations, establishing metrics and processes for regular assessment and improvement
• Provide Technical and Thought Leadership to the team members.
• Management of departmental resources, staffing, and enhancing and maintaining a best-of- class engineering team while establishing strong lines of communication at all levels.
• Evolution of the software engineering practice within the organization, including better reporting, tools, and evolution of development methodology
• Continue to build an effective development organization by developing and managing the team/group, and conducting performance reviews of team members through regular 1:1’s and continuous feedback.
• Drive technical discovery through collaboration with your engineers and implement software alongside your team members.
• Collaborate closely with Product, Design, and QA to iterate on the design, implementation, deployment, and monitoring of our product.
• Create and execute appropriate quality plans, project plans, test strategies and processes for development activities in concert with business and project management efforts to achieve the OKRs.
• Delivery of quality applications on-time and on-budget
• Promote an engaged, product-focused, positive engineering culture of excellence
• Proactively identify risks and unblock teams


Qualifications

• Typically requires a minimum 10+ years of related experience with a Bachelor's degree; or a Master's degree with an equivalent combination of education and experience
• Proven track record of delivering high-quality software solutions in a timely manner.
• Strong problem-solving and analytical skills, with a passion for tackling complex technical challenges.
• Solid understanding of data structures, algorithms, and software design principles.
• Strong proficiency in Java, Micro services, Spring boot, Spring Framework, RESTful APIs, Hibernate
• Experience with relational databases like MySQL, MariaDB and SQL
• Experience in working with version control systems, such as Git.
• Experience in Frontend technologies (ReactJS, React Native & nextJS)
• Excellent communication and interpersonal skills, with the ability to collaborate effectively in a team-oriented environment.
• Ability to work independently with minimal help.
• Ability to quickly learn new technologies and apply them as and when needed
• Strong Unit and integration testing


Desired

• Experience with cloud technologies, preferably AWS or Azure, is desirable.
• Experience in working on ReactJS, React Native & nextJS
• Knowledge/experience in working with DevOps/CICD


Why Join Us

If you are passionate about leveraging technology to make a positive social impact and are excited to contribute to our mission, we invite you to apply for the role of Associate Software Engineer at Oportun. Join us to shape the future of responsible finance and improving the lives of hard-working individuals and families.

• Make a meaningful impact by contributing to solutions that address real-world financial challenges for underserved communities.
• Experience a collaborative and inclusive work culture that values innovation and diversity.
• Take advantage of opportunities for professional growth and skill development through mentorship and training.
• Enjoy competitive compensation package, including benefits and potential for performance- based incentives.
• Achieve work-life balance and flexibility to support your personal and professional well- being.


We are proud to be an Equal Opportunity Employer and consider all qualified applicants for employment opportunities without regard to race, age, color, religion, gender, national origin, disability, sexual orientation, veteran status or any other category protected by the laws or regulations in the locations where we operate.

California applicants can find a copy of Oportun's CCPA Notice here: https://oportun.com/privacy/california-privacy-notice/.

We will never request personal identifiable information (bank, credit card, etc.) before you are hired. We do not charge you for pre-employment fees such as background checks, training, or equipment. If you think you have been a victim of fraud by someone posing as us, please report your experience to the FBI’s Internet Crime Complaint Center (IC3).

Skills from this JD

Each row merges API 1 extraction, API 2 library match / v3 orchestration (dimensions + locked dims), and API 3 persistence tags.

QA Primary New / orchestrated API 3: new canonical path (new) New / unmatched skill (orchestrated in API 2)

Skill enrichment (orchestrator / LLM)

No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).

Derived legacy fields
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 QA | type=Soft Skills subtype=general nature=PRACTICE lifespan=MULTI_YEAR
nano JD Parser — gpt-4.1-nano click to toggle
RoleAssociate Software Engineer
CompanyOportun
ExperienceTypically requires a minimum 10+ years of related experience with a Bachelor's degree; or a Master's degree with an equivalent combination of education and experience
DomainFinancial Services
JD type pass
Show raw JSON
{
  "JD_type": "pass",
  "about_company": {
    "source_marker": {
      "first_5_words": "Oportun (Nasdaq: OPRT) is a",
      "last_5_words": "as a Community Development Financial"
    },
    "text": "Oportun (Nasdaq: OPRT) is a mission-driven fintech that puts its members\u0027 financial goals within reach. With intelligent borrowing, savings, and budgeting capabilities, Oportun empowers members with the confidence to build a better financial future. Since inception, Oportun has provided more than $19.7 billion in responsible and affordable credit, saved its members more than $2.4 billion in interest and fees, and helped its members save an average of more than $1,800 annually. Oportun has been certified as a Community Development Financial Institution (CDFI) since 2009.",
    "word_count": 84
  },
  "certifications": [],
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  },
  "education": [
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      "requirement": "required"
    }
  ],
  "experience": {
    "max": null,
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  },
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  "role": "Associate Software Engineer",
  "role_aliases": [
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  "role_archetype": "Engineering",
  "roles_and_responsibilities": [
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      "bullet_count": 13,
      "heading": "Responsibilities",
      "heading_was_present": true,
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        "first_5_words": "\u2022 Responsible for creating and",
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      },
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      "word_count": 290
    }
  ],
  "urls": [
    {
      "type": "other",
      "url": "https://oportun.com/privacy/california-privacy-notice/"
    }
  ]
}
API 1 — extract-from-jd click to toggle
{
  "final_skills": [
    {
      "is_primary": true,
      "skill_name": "QA"
    }
  ],
  "jd_role": {
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    "rationale": null,
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  "nano_parsed": {
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      },
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      "word_count": 84
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        "word_count": 290
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    "urls": [
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  },
  "rejected": false,
  "rejection_reason": null,
  "run_id": "0ccaa325-fa7e-441c-bc63-4201c5f1c3cd",
  "stage3_signals": {
    "alias_found": false,
    "alias_match_roles": [],
    "kra_match_roles": [
      {
        "display_name": "Flutter Developer",
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            "similarity": 0.754
          },
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            "similarity": 0.5955
          },
          {
            "kra_text": "translate product and design requirements",
            "sentence": "Contribute to defining the Roadmap, Translation of complex functional and technical requirements into detailed execution plans and schedules.",
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        ],
        "matched_count": null,
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        "score": 0.6278,
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        "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.",
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            "similarity": 0.6545
          },
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            "kra_text": "Works closely with product managers and UX designers to translate requirements and wireframes into working software features through iterative development.",
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      },
      {
        "display_name": "Engineering Manager",
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          },
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            "kra_text": "Set team goals and delivery plans",
            "sentence": "Contribute to defining the Roadmap, Translation of complex functional and technical requirements into detailed execution plans and schedules.",
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          },
          {
            "kra_text": "Set team goals and delivery plans",
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        "matched_count": null,
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        "score": 0.5373,
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      },
      {
        "display_name": "DevOps Engineer",
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    ],
    "skill_match_roles": []
  },
  "stage4_decision": {
    "alias_collision_detected": false,
    "case": "DOMAIN",
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      "matched_count": null,
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      "Meet performance, scalability and reliability requirements",
      "Contribute to defining the Roadmap",
      "Translate requirements into detailed execution plans and schedules",
      "Manage the day-to-day activities of the engineering team",
      "Establishing metrics and processes for regular assessment",
      "Provide Technical and Thought Leadership",
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      "Create and execute appropriate quality plans",
      "Delivery of quality applications on-time and on-budget",
      "Proactively identify risks and unblock teams"
    ],
    "matched_skills": [],
    "new_role_display_name": null,
    "new_role_slug": null,
    "queued": false,
    "reasoning": "Domain=Software Engineering; The JD emphasizes engineering leadership, software development strategy, and scalable/reliable product delivery, which best aligns with a backend/software engineering role among the available options.",
    "sub_role": null
  },
  "stage5_updates": {
    "centroid_n_after": 1084,
    "centroid_updated": true,
    "collision_log_id": null,
    "new_kra_attached": {
      "best_kra_similarity": 0.0,
      "queue_id": 1142,
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      "role_display_name": "Backend Developer",
      "role_slug": "backend-engineer",
      "status": "pending"
    },
    "new_skills_attached": [
      {
        "is_primary": true,
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        "role_display_name": "Backend Developer",
        "role_slug": "backend-engineer",
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    "queue_entry_id": null,
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    "v3_role_slug": null,
    "v3_run_id": null
  }
}
API 2 — extract-details
{
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    "id": 1,
    "rationale": "Domain=Software Engineering; The JD emphasizes engineering leadership, software development strategy, and scalable/reliable product delivery, which best aligns with a backend/software engineering role among the available options.",
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    "slug": "backend-engineer",
    "source": "db"
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  "dimensions": [],
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  "input_llm_skills": [
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      "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": "qa",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    }
  ],
  "unmatched_skills": [
    "QA"
  ]
}
API 3 — final-role-output
{
  "chosen_role": {
    "display_name": "Backend Developer",
    "id": 1,
    "rationale": "Domain=Software Engineering; The JD emphasizes engineering leadership, software development strategy, and scalable/reliable product delivery, which best aligns with a backend/software engineering role among the available options.",
    "role_archetype": "A Backend Engineer designs, builds, and maintains the server-side logic and data handling that power applications and services. They focus on implementing reliable business functionality, integrating with other systems, and ensuring the backend is scalable, maintainable, and observable.",
    "slug": "backend-engineer",
    "source": "db"
  },
  "chosen_role_resolution": "in_db",
  "final_input_skills": [
    {
      "skill": "QA",
      "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": "0ccaa325-fa7e-441c-bc63-4201c5f1c3cd"
}

LLM Calls

Every model call made for this run, in pipeline order. Click a card to see the model's response.

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