Pipeline run

de82c3ed-7136-4ebb-90d9-124a83316ca6

Pipeline LLM cost (USD)

API 1: $0.0037 API 2: $0.0000 API 3: $0.0000 Total: $0.0037

Client output enrichment

v2 Skill cluster · Nature of work · AI index · Tech stack maturity · Evidence · KRA description

role baseline loaded sources · ai_index: jd · nature_of_work: jd · tech_stack_maturity: jd

Nature of work · API and service implementation

Build and maintain IBM Security SOAR backend features, writing Java/C++ REST services, database schemas/queries, and containerized integrations in Agile teams, plus drafting technical specs and coordinating across engineering and product groups.

"Develop new and maintain current features for IBM Security SOAR Platform"

Tech stack maturity

Mainstream Modern cache hit

The stack centers on Java, REST, Hibernate, Docker, and Kubernetes, which are widely adopted modern enterprise technologies but not specifically cloud-native or bleeding-edge.

AI index (0 = no AI use, 5 = totally AI-dependent · v2.1)

0.20 / 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): AI, Artificial Intelligence

Evidence — skills matched in JD (14)

Java C++ Kubernetes OpenShift Container Platform Agile REST Tomcat Jersey Hibernate JTA Camel ActiveMQ Docker CI/CD

Skill cluster (7 dimension groups, role-scoped)

Programming Languages

Java C++

API Design and Contracts

REST

Container Orchestration Platforms

Kubernetes

Deployment and Runtime Configuration

Docker

ORMs and Data Access Layers

Hibernate

Web Application Frameworks

Tomcat

Cross-cutting / unaligned

OpenShift Container Platform Agile Jersey JTA Camel ActiveMQ CI/CD

Show KRA description ↓

As a member of the IBM Security development team, you will be working on back-end services, end-to-end system design, and data analytics. Members of this team tend to have a high degree of fluency in one or more languages (Java and/or C++), database technologies (relational, document, distributed), and a foundational knowledge of cloud technologies such as Kubernetes and OpenShift Container Platform. • Develop new and maintain current features for IBM Security SOAR Platform • Prepare technical requirements and software design specifications. • Work in an Agile Environment to deliver solutions in a timely manner • Establish strong communication and relationships between engineering, infrastructure, and project/product management teams. • You must have a minimum of 2-3 years experience in the following: • Professional experience programming in Java or C/C++. • Good understanding of Object-Oriented Design and programming concepts. • Professional experience in web application programming and REST architecture. • Strong communication skills. • Minimum of 2 years experience in the following: • Experience with Tomcat, Jersey, Hibernate, JTA, Camel, and ActiveMQ. • Experience in database schema design, performance, tuning, and scalability. • Implementing distributed applications in container environment (Docker/Kubernetes). • Experience with agile software development, continuous integration and continuous delivery, and multi-national teams.

Signals

Skill backend-engineer

0.36

Alias backend-engineer

1.00

KRA cloud-architect

0.45

Post-classification

Centroidupdated · n=15

Alias collision log#35

New-role queue—

New skills captured6

New KRA capturedyes

Captured for admin review

OpenShift Container Platform primary ↔ Backend Engineer pending

Tomcat primary ↔ Backend Engineer pending

Jersey primary ↔ Backend Engineer pending

JTA primary ↔ Backend Engineer pending

Camel primary ↔ Backend Engineer pending

ActiveMQ primary ↔ Backend Engineer pending

R&R fragment (sim 0.00) ↔ Backend Engineer pending

Status: extract_from_jd_done Created: 2026-05-19T00:35:21.261464Z Updated: 2026-05-19T00:35:22.235383Z

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

No chosen role stored for this run.

Job description

Backend Developer

631485BR

Introduction

At IBM, work is more than a job - it's a calling: To build. To design. To code. To consult. To think along with clients and sell. To make markets. To invent. To collaborate. Not just to do something better, but to attempt things you've never thought possible. Are you ready to lead in this new era of technology and solve some of the world's most challenging problems? If so, lets talk.

Your Role and Responsibilities

You Will Be Responsible For The Following

• Develop new and maintain current features for IBM Security SOAR Platform
• Prepare technical requirements and software design specifications.
• Work in an Agile Environment to deliver solutions in a timely manner
• Establish strong communication and relationships between engineering, infrastructure, and project/product management teams.

Required Technical and Professional Expertise

• You must have a minimum of 2-3 years experience in the following:
• Professional experience programming in Java or C/C++.
• Good understanding of Object-Oriented Design and programming concepts.
• Professional experience in web application programming and REST architecture.
• Strong communication skills.

Preferred Technical And Professional Expertise

• Minimum of 2 years experience in the following:
• Experience with Tomcat, Jersey, Hibernate, JTA, Camel, and ActiveMQ.
• Experience in database schema design, performance, tuning, and scalability.
• Implementing distributed applications in container environment (Docker/Kubernetes).
• Experience with agile software development, continuous integration and continuous delivery, and multi-national teams.

About Business Unit

IBM’s Cloud and Cognitive software business is committed to bringing the power of IBM’s Cloud and Watson/AI technologies to life for our clients and ecosystem partners around the world. IBM provides you with the most comprehensive and consistent approach to development, security and operations across hybrid environments—with complete software solutions for business and IT operations, development, data science, security, and management. Our experts and software capabilities help organizations develop applications once and deploy them anywhere, integrate security across the breadth of their IT estate, and automate operations with management visibility. With IBM, you also have access to new skills and methods, governance and management approaches, and a deep ecosystem of industry experts and partners.

This job requires you to be fully COVID-19 vaccinated prior to your start date and proof of vaccination status will be required before your start date. During the Onboarding process you will be asked to confirm your vaccination status, in case you are unable to get vaccinated for any reason, you can let us know at that stage. Please let us know if you are unable to be vaccinated due to medical or religious reasons. IBM will consider such requests on a case by case basis subject to submission of required proof by the candidate before a stipulated date.

Your Life @ IBM

In a world where technology never stands still, we understand that, dedication to our clients success, innovation that matters, and trust and personal responsibility in all our relationships, lives in what we do as IBMers as we strive to be the catalyst that makes the world work better.

Being an IBMer means you’ll be able to learn and develop yourself and your career, you’ll be encouraged to be courageous and experiment everyday, all whilst having continuous trust and support in an environment where everyone can thrive whatever their personal or professional background.

Our IBMers are growth minded, always staying curious, open to feedback and learning new information and skills to constantly transform themselves and our company. They are trusted to provide on-going feedback to help other IBMers grow, as well as collaborate with colleagues keeping in mind a team focused approach to include different perspectives to drive exceptional outcomes for our customers. The courage our IBMers have to make critical decisions everyday is essential to IBM becoming the catalyst for progress, always embracing challenges with resources they have to hand, a can-do attitude and always striving for an outcome focused approach within everything that they do.

Are you ready to be an IBMer?

About IBM

IBM’s greatest invention is the IBMer. We believe that through the application of intelligence, reason and science, we can improve business, society and the human condition, bringing the power of an open hybrid cloud and AI strategy to life for our clients and partners around the world.Restlessly reinventing since 1911, we are not only one of the largest corporate organizations in the world, we’re also one of the biggest technology and consulting employers, with many of the Fortune 50 companies relying on the IBM Cloud to run their business. At IBM, we pride ourselves on being an early adopter of artificial intelligence, quantum computing and blockchain. Now it’s time for you to join us on our journey to being a responsible technology innovator and a force for good in the world.

Location Statement

When applying to jobs of your interest, we recommend that you do so for those that match your experience and expertise. Our recruiters advise that you apply to not more than 3 roles in a year for the best candidate experience.

For additional information about location requirements, please discuss with the recruiter following submission of your application.

Being You @ IBM

IBM is committed to creating a diverse environment and is proud to be an equal opportunity employer. All qualified applicants will receive consideration for employment without regard to race, color, religion, gender, gender identity or expression, sexual orientation, national origin, genetics, pregnancy, disability, age, veteran status, or other characteristics. IBM is also committed to compliance with all fair employment practices regarding citizenship and immigration status.

Skills from this JD

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

Java Primary No API 2 row (run stopped after API 1 or history missing)

C++ Primary No API 2 row (run stopped after API 1 or history missing)

Kubernetes Primary No API 2 row (run stopped after API 1 or history missing)

OpenShift Container Platform Primary No API 2 row (run stopped after API 1 or history missing)

Agile Primary No API 2 row (run stopped after API 1 or history missing)

REST Primary No API 2 row (run stopped after API 1 or history missing)

Tomcat Primary No API 2 row (run stopped after API 1 or history missing)

Jersey Primary No API 2 row (run stopped after API 1 or history missing)

Hibernate Primary No API 2 row (run stopped after API 1 or history missing)

JTA Primary No API 2 row (run stopped after API 1 or history missing)

Camel Primary No API 2 row (run stopped after API 1 or history missing)

ActiveMQ Primary No API 2 row (run stopped after API 1 or history missing)

Docker Primary No API 2 row (run stopped after API 1 or history missing)

CI/CD Primary No API 2 row (run stopped after API 1 or history missing)

Library artifacts (this run)

No artifact rows for this run.

nano JD Parser — gpt-4.1-nano click to toggle

RoleBackend Developer

CompanyIBM

Experienceminimum of 2-3 years experience

DomainIT Services & Consulting

JD type pass

Show raw JSON

{
  "JD_type": "pass",
  "about_company": {
    "source_marker": {
      "first_5_words": "IBM\u2019s greatest invention is the",
      "last_5_words": "and a force for good in the world."
    },
    "text": "IBM\u2019s greatest invention is the IBMer. We believe that through the application of intelligence, reason and science, we can improve business, society and the human condition, bringing the power of an open hybrid cloud and AI strategy to life for our clients and partners around the world.Restlessly reinventing since 1911, we are not only one of the largest corporate organizations in the world, we\u2019re also one of the biggest technology and consulting employers, with many of the Fortune 50 companies relying on the IBM Cloud to run their business. At IBM, we pride ourselves on being an early adopter of artificial intelligence, quantum computing and blockchain. Now it\u2019s time for you to join us on our journey to being a responsible technology innovator and a force for good in the world.",
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  },
  "education": [],
  "experience": {
    "max": 3,
    "min": 2,
    "raw": "minimum of 2-3 years experience"
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  "role": "Backend Developer",
  "role_archetype": "Engineering",
  "roles_and_responsibilities": [
    {
      "bullet_count": 0,
      "heading": "Your Role and Responsibilities",
      "heading_was_present": true,
      "source_marker": {
        "first_5_words": "As a member of the",
        "last_5_words": "Kubernetes and OpenShift Container Platform."
      },
      "text": "As a member of the IBM Security development team, you will be working on back-end services, end-to-end system design, and data analytics. Members of this team tend to have a high degree of fluency in one or more languages (Java and/or C++), database technologies (relational, document, distributed), and a foundational knowledge of cloud technologies such as Kubernetes and OpenShift Container Platform.",
      "word_count": 54
    },
    {
      "bullet_count": 4,
      "heading": "You Will Be Responsible For The Following",
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        "last_5_words": "and project/product management teams."
      },
      "text": "\u2022 Develop new and maintain current features for IBM Security SOAR Platform\n\u2022 Prepare technical requirements and software design specifications.\n\u2022 Work in an Agile Environment to deliver solutions in a timely manner\n\u2022 Establish strong communication and relationships between engineering, infrastructure, and project/product management teams.",
      "word_count": 47
    },
    {
      "bullet_count": 5,
      "heading": "Required Technical and Professional Expertise",
      "heading_was_present": true,
      "source_marker": {
        "first_5_words": "\u2022 You must have a minimum",
        "last_5_words": "and communication skills."
      },
      "text": "\u2022 You must have a minimum of 2-3 years experience in the following:\n\u2022 Professional experience programming in Java or C/C++.\n\u2022 Good understanding of Object-Oriented Design and programming concepts.\n\u2022 Professional experience in web application programming and REST architecture.\n\u2022 Strong communication skills.",
      "word_count": 49
    },
    {
      "bullet_count": 5,
      "heading": "Preferred Technical And Professional Expertise",
      "heading_was_present": true,
      "source_marker": {
        "first_5_words": "\u2022 Minimum of 2 years experience",
        "last_5_words": "and multi-national teams."
      },
      "text": "\u2022 Minimum of 2 years experience in the following:\n\u2022 Experience with Tomcat, Jersey, Hibernate, JTA, Camel, and ActiveMQ.\n\u2022 Experience in database schema design, performance, tuning, and scalability.\n\u2022 Implementing distributed applications in container environment (Docker/Kubernetes).\n\u2022 Experience with agile software development, continuous integration and continuous delivery, and multi-national teams.",
      "word_count": 56
    }
  ],
  "urls": []
}

API 1 — extract-from-jd click to toggle

{
  "final_skills": [
    {
      "is_primary": true,
      "skill_name": "Java"
    },
    {
      "is_primary": true,
      "skill_name": "C++"
    },
    {
      "is_primary": true,
      "skill_name": "Kubernetes"
    },
    {
      "is_primary": true,
      "skill_name": "OpenShift Container Platform"
    },
    {
      "is_primary": true,
      "skill_name": "Agile"
    },
    {
      "is_primary": true,
      "skill_name": "REST"
    },
    {
      "is_primary": true,
      "skill_name": "Tomcat"
    },
    {
      "is_primary": true,
      "skill_name": "Jersey"
    },
    {
      "is_primary": true,
      "skill_name": "Hibernate"
    },
    {
      "is_primary": true,
      "skill_name": "JTA"
    },
    {
      "is_primary": true,
      "skill_name": "Camel"
    },
    {
      "is_primary": true,
      "skill_name": "ActiveMQ"
    },
    {
      "is_primary": true,
      "skill_name": "Docker"
    },
    {
      "is_primary": true,
      "skill_name": "CI/CD"
    }
  ],
  "jd_role": {
    "display_name": "Backend Developer",
    "rationale": null,
    "role_archetype": "Engineering",
    "slug": ""
  },
  "nano_parsed": {
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    "certifications": [],
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    },
    "education": [],
    "experience": {
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      "raw": "minimum of 2-3 years experience"
    },
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    "role_archetype": "Engineering",
    "roles_and_responsibilities": [
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        "bullet_count": 0,
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        "source_marker": {
          "first_5_words": "As a member of the",
          "last_5_words": "Kubernetes and OpenShift Container Platform."
        },
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        "word_count": 54
      },
      {
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        "heading": "You Will Be Responsible For The Following",
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        "source_marker": {
          "first_5_words": "\u2022 Develop new and maintain",
          "last_5_words": "and project/product management teams."
        },
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        "word_count": 47
      },
      {
        "bullet_count": 5,
        "heading": "Required Technical and Professional Expertise",
        "heading_was_present": true,
        "source_marker": {
          "first_5_words": "\u2022 You must have a minimum",
          "last_5_words": "and communication skills."
        },
        "text": "\u2022 You must have a minimum of 2-3 years experience in the following:\n\u2022 Professional experience programming in Java or C/C++.\n\u2022 Good understanding of Object-Oriented Design and programming concepts.\n\u2022 Professional experience in web application programming and REST architecture.\n\u2022 Strong communication skills.",
        "word_count": 49
      },
      {
        "bullet_count": 5,
        "heading": "Preferred Technical And Professional Expertise",
        "heading_was_present": true,
        "source_marker": {
          "first_5_words": "\u2022 Minimum of 2 years experience",
          "last_5_words": "and multi-national teams."
        },
        "text": "\u2022 Minimum of 2 years experience in the following:\n\u2022 Experience with Tomcat, Jersey, Hibernate, JTA, Camel, and ActiveMQ.\n\u2022 Experience in database schema design, performance, tuning, and scalability.\n\u2022 Implementing distributed applications in container environment (Docker/Kubernetes).\n\u2022 Experience with agile software development, continuous integration and continuous delivery, and multi-national teams.",
        "word_count": 56
      }
    ],
    "urls": []
  },
  "rejected": false,
  "rejection_reason": null,
  "run_id": "de82c3ed-7136-4ebb-90d9-124a83316ca6",
  "stage3_signals": {
    "alias_match_roles": [
      {
        "display_name": "Backend Engineer",
        "matched_count": null,
        "role_id": 1,
        "score": 1.0,
        "slug": "backend-engineer",
        "total_count": null
      }
    ],
    "kra_match_roles": [
      {
        "display_name": "Cloud Architect",
        "matched_count": null,
        "role_id": 9,
        "score": 0.452,
        "slug": "cloud-architect",
        "total_count": null
      },
      {
        "display_name": "Cybersecurity Engineer",
        "matched_count": null,
        "role_id": 5,
        "score": 0.451,
        "slug": "cybersecurity-engineer",
        "total_count": null
      },
      {
        "display_name": "AR/VR Engineer",
        "matched_count": null,
        "role_id": 8,
        "score": 0.3926,
        "slug": "ar-vr-engineer",
        "total_count": null
      },
      {
        "display_name": "DevOps Engineer",
        "matched_count": null,
        "role_id": 10,
        "score": 0.3871,
        "slug": "devops-engineer",
        "total_count": null
      },
      {
        "display_name": "Data Engineer",
        "matched_count": null,
        "role_id": 2,
        "score": 0.3686,
        "slug": "data-engineer",
        "total_count": null
      }
    ],
    "skill_match_roles": [
      {
        "display_name": "Backend Engineer",
        "matched_count": 5,
        "role_id": 1,
        "score": 0.3571,
        "slug": "backend-engineer",
        "total_count": 14
      },
      {
        "display_name": "DevOps Engineer",
        "matched_count": 3,
        "role_id": 10,
        "score": 0.2143,
        "slug": "devops-engineer",
        "total_count": 14
      },
      {
        "display_name": "ML Engineer",
        "matched_count": 2,
        "role_id": 3,
        "score": 0.1429,
        "slug": "ml-engineer",
        "total_count": 14
      },
      {
        "display_name": "AR/VR Engineer",
        "matched_count": 1,
        "role_id": 8,
        "score": 0.0714,
        "slug": "ar-vr-engineer",
        "total_count": 14
      },
      {
        "display_name": "Cloud Architect",
        "matched_count": 1,
        "role_id": 9,
        "score": 0.0714,
        "slug": "cloud-architect",
        "total_count": 14
      }
    ],
    "stage35_ran": false
  },
  "stage4_decision": {
    "alias_collision_detected": true,
    "case": "D",
    "chosen_role": {
      "display_name": "Backend Engineer",
      "matched_count": null,
      "role_id": 1,
      "score": 1.0,
      "slug": "backend-engineer",
      "total_count": null
    },
    "confidence": 0.9,
    "llm2_fired": true,
    "llm2_reasoning": "The responsibilities center on hands-on back-end development using Java/C++, REST, databases, and containerized deployments, which aligns with a Backend Engineer role rather than a Cloud Architect.",
    "queued": false,
    "reasoning": "LLM2 picked backend-engineer (confidence 0.90)"
  },
  "stage5_updates": {
    "centroid_n_after": 15,
    "centroid_updated": true,
    "collision_log_id": 35,
    "new_kra_attached": {
      "best_kra_similarity": 0.0,
      "queue_id": 16,
      "r_and_r_preview": "As a member of the IBM Security development team, you will be working on back-end services, end-to-end system design, and data analytics. Members of this team tend to have a high degree of fluency in ",
      "role_display_name": "Backend Engineer",
      "role_slug": "backend-engineer",
      "status": "pending"
    },
    "new_skills_attached": [
      {
        "is_primary": true,
        "queue_id": 601,
        "role_display_name": "Backend Engineer",
        "role_slug": "backend-engineer",
        "skill_name": "OpenShift Container Platform",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 602,
        "role_display_name": "Backend Engineer",
        "role_slug": "backend-engineer",
        "skill_name": "Tomcat",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 603,
        "role_display_name": "Backend Engineer",
        "role_slug": "backend-engineer",
        "skill_name": "Jersey",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 604,
        "role_display_name": "Backend Engineer",
        "role_slug": "backend-engineer",
        "skill_name": "JTA",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 605,
        "role_display_name": "Backend Engineer",
        "role_slug": "backend-engineer",
        "skill_name": "Camel",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 606,
        "role_display_name": "Backend Engineer",
        "role_slug": "backend-engineer",
        "skill_name": "ActiveMQ",
        "status": "pending"
      }
    ],
    "queue_entry_id": null,
    "v3_pipeline_triggered": false,
    "v3_role_slug": null,
    "v3_run_id": null
  }
}

API 2 — extract-details

{}

API 3 — final-role-output

{}

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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