Pipeline run
940a3395-313c-4ed1-910b-61202a415c2c
Pipeline LLM cost (USD)
API 1: $0.0100
API 2: $0.0000
API 3: $0.0000
Total: $0.0100
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
· End-to-end feature delivery
Build and troubleshoot cloud-native services end to end: implement backend/UI changes, automate tests and delivery, work on Kubernetes/containers, and resolve production or orchestration issues while helping gather requirements and unblock releases.
""drive and implement new requirements and improvements into the product""
Tech stack maturity
Modern Cloud Native
The skill set centers on containerization, Kubernetes, CI/CD, and modern backend languages, which is characteristic of cloud-native engineering.
AI index (0 = no AI use, 5 = totally AI-dependent · v2.1)
0.00 / 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 (20)
Go
Java
Python
Unix shell scripting
RDBMS
REST
Docker
Ansible
Jenkins
Kubernetes
OpenShift
Java EE
Object-Oriented Design
Spark
Hadoop
Hive
Continuous Delivery
Monitoring
Distributed Applications
Highly Available Systems
Skill cluster (5 dimension groups, role-scoped)
Programming Languages
Go
Java
Python
API Design and Contracts
REST
Container Orchestration Platforms
Kubernetes
Containerization and Image Builds
Docker
Cross-cutting / unaligned
Unix shell scripting
RDBMS
Ansible
Jenkins
OpenShift
Java EE
Object-Oriented Design
Spark
Hadoop
Hive
Continuous Delivery
Monitoring
Distributed Applications
Highly Available Systems
Show KRA description ↓
IBM is trailblazing new cloud technologies and services that span key technology areas that includes Security Services, Business Support Systems, and Identity and Access Management capabilities running on IBM’s industry leading Containers platform. We are looking for experienced candidates with a broad array of full-stack development skills that span both backend , UI development, test automation and DevOps. As a software engineer, the ideal candidate must bring a deep level of experience designing, implementing, and troubleshooting modern cloud services. In addition, they are accountable as individuals and organizational leaders for delivering value by bringing relevant technology domain and implementation expertise in topics aligned with the cloud platform integration, orchestration/provisioning, security, and DevOps. Cloud software developers are also expected to assist in the gathering of business and technical requirements, implement specific technologies while demonstrating progress on a regular basis, and work with technical leads or project managers to identify and overcome technical blockers. We are now looking for enthusiastic Software Engineers to join our team. The successful candidates primarily will drive and implement new requirements and improvements into the product, including new feature requests, integrating new technologies into the service, the orchestration to stand up new components, adding or enhancing our use of Kubernetes and associated operators, or changes to resolve or mitigate commonly hit operational issues.
You need to be collaborative, able to handle responsibility, and love learning new techniques and tools. There is no requirement to be expert in any one language, however knowledge of Go, Java, Python, are useful as well as Docker, Ansible, Jenkins, Orchestration and other cloud technologies such as Kubernetes.
Strong foundation in Object Oriented design principles Hands on experience in Java / Java EE, Python, Unix shell scripting, RDBMS, REST APIs Experience implementing distributed applications in a container environment(Docker/Kubernetes/OpenShift) Proven interpersonal skills and attitude Working knowledge of Spark/Hadoop will be a plus Ability to learn anything new on the job and apply it.
Knowledge of Big data technologies like Hadoop, Spark, Hive, etc. Experience with continuous delivery Experience with development of monitoring in production components Experience with troubleshooting systemic or customer issues in production components Experience with developing and operating highly available, distributed applications in production environments Capability to work in a global, multicultural and diverse environment Good communication.
Signals
Skill
backend-engineer
0.38
Alias
full-stack-engineer
1.00
KRA
cloud-architect
0.50
Post-classification
Centroidupdated · n=465
Alias collision log—
New-role queue—
New skills captured7
New KRA captured—
Captured for admin review
Unix shell scripting
primary
↔
Fullstack Developer
pending
OpenShift
primary
↔
Fullstack Developer
pending
Java EE
primary
↔
Fullstack Developer
pending
Object-Oriented Design
primary
↔
Fullstack Developer
pending
Continuous Delivery
↔
Fullstack Developer
pending
Distributed Applications
↔
Fullstack Developer
pending
Highly Available Systems
↔
Fullstack Developer
pending
Status:
extract_from_jd_done
Created: 2026-05-27T15:29:13.921388Z
Updated: 2026-06-12T16:21:42.833612Z
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
Introduction Software Developers at IBM are the backbone of our strategic initiatives to design, code, test, and provide industry-leading solutions that make the world run today - planes and trains take off on time, bank transactions complete in the blink of an eye and the world remains safe because of the work our software developers do. Whether you are working on projects internally or for a client, software development is critical to the success of IBM and our clients worldwide. At IBM, you will use the latest software development tools, techniques and approaches and work with leading minds in the industry to build solutions you can be proud of. Your Role and Responsibilities IBM is trailblazing new cloud technologies and services that span key technology areas that includes Security Services, Business Support Systems, and Identity and Access Management capabilities running on IBM’s industry leading Containers platform. We are looking for experienced candidates with a broad array of full-stack development skills that span both backend , UI development, test automation and DevOps. As a software engineer, the ideal candidate must bring a deep level of experience designing, implementing, and troubleshooting modern cloud services. In addition, they are accountable as individuals and organizational leaders for delivering value by bringing relevant technology domain and implementation expertise in topics aligned with the cloud platform integration, orchestration/provisioning, security, and DevOps. Cloud software developers are also expected to assist in the gathering of business and technical requirements, implement specific technologies while demonstrating progress on a regular basis, and work with technical leads or project managers to identify and overcome technical blockers. We are now looking for enthusiastic Software Engineers to join our team. The successful candidates primarily will drive and implement new requirements and improvements into the product, including new feature requests, integrating new technologies into the service, the orchestration to stand up new components, adding or enhancing our use of Kubernetes and associated operators, or changes to resolve or mitigate commonly hit operational issues. Additional Responsibilities Include You need to be collaborative, able to handle responsibility, and love learning new techniques and tools. There is no requirement to be expert in any one language, however knowledge of Go, Java, Python, are useful as well as Docker, Ansible, Jenkins, Orchestration and other cloud technologies such as Kubernetes. Engineers That Have Been Successful In This Area Typically Have The key requirement is to have a passion for developing a High quality, Highly Available service. A solid engineering underpinning to understand what High Availability means. Embrace the "you develop it, you operate it" culture - which means if it goes wrong you will be called out to fix it. Have a passion to keep up to speed with the new technologies in the Agile CICD development process, Cloud , Hadoop , Analytics and Apache spark space. Are great team workers that are willing to turn their hand to whatever the highest priority issue of the day happens to be. Required Technical and Professional Expertise Strong foundation in Object Oriented design principles Hands on experience in Java / Java EE, Python, Unix shell scripting, RDBMS, REST APIs Experience implementing distributed applications in a container environment(Docker/Kubernetes/OpenShift) Proven interpersonal skills and attitude Working knowledge of Spark/Hadoop will be a plus Ability to learn anything new on the job and apply it Preferred Technical And Professional Expertise BE / BTech / MCA / MTech in computer science Knowledge of Big data technologies like Hadoop, Spark, Hive, etc. Experience with continuous delivery Experience with development of monitoring in production components Experience with troubleshooting systemic or customer issues in production components Experience with developing and operating highly available, distributed applications in production environments Capability to work in a global, multicultural and diverse environment Good communication About Business Unit Digitization is accelerating the ongoing evolution of business, and clouds - public, private, and hybrid - enable companies to extend their existing infrastructure and integrate across systems. IBM Cloud provides the security, control, and visibility that our clients have come to expect. We are working to provide the right tools and environment to combine all of our client’s data, no matter where it resides, to respond to changing market dynamics. Your Life @ IBM What matters to you when you’re looking for your next career challenge? Maybe you want to get involved in work that really changes the world? What about somewhere with incredible and diverse career and development opportunities – where you can truly discover your passion? Are you looking for a culture of openness, collaboration and trust – where everyone has a voice? What about all of these? If so, then IBM could be your next career challenge. Join us, not to do something better, but to attempt things you never thought possible. Impact. Inclusion. Infinite Experiences. Do your best work ever. About IBM IBM’s greatest invention is the IBMer. We believe that progress is made through progressive thinking, progressive leadership, progressive policy and progressive action. IBMers believe that the application of intelligence, reason and science can improve business, society and the human condition. Restlessly reinventing since 1911, we are the largest technology and consulting employer in the world, with more than 380,000 IBMers serving clients in 170 countries. Location Statement 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.
Go
Primary
No API 2 row (run stopped after API 1 or history missing)
Java
Primary
No API 2 row (run stopped after API 1 or history missing)
Python
Primary
No API 2 row (run stopped after API 1 or history missing)
Unix shell scripting
Primary
No API 2 row (run stopped after API 1 or history missing)
RDBMS
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)
Docker
Primary
No API 2 row (run stopped after API 1 or history missing)
Ansible
Primary
No API 2 row (run stopped after API 1 or history missing)
Jenkins
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
Primary
No API 2 row (run stopped after API 1 or history missing)
Java EE
Primary
No API 2 row (run stopped after API 1 or history missing)
Object-Oriented Design
Primary
No API 2 row (run stopped after API 1 or history missing)
Spark
Secondary
No API 2 row (run stopped after API 1 or history missing)
Hadoop
Secondary
No API 2 row (run stopped after API 1 or history missing)
Hive
Secondary
No API 2 row (run stopped after API 1 or history missing)
Continuous Delivery
Secondary
No API 2 row (run stopped after API 1 or history missing)
Monitoring
Secondary
No API 2 row (run stopped after API 1 or history missing)
Distributed Applications
Secondary
No API 2 row (run stopped after API 1 or history missing)
Highly Available Systems
Secondary
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
RoleSoftware Engineer
CompanyIBM
DomainIT Services & Consulting
JD type
pass
Show raw JSON
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API 1 — extract-from-jd click to toggle
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"kra_matches": [
{
"kra_text": "Assesses security risk and compliance posture of new cloud services, third-party SaaS integrations, and infrastructure architecture changes.",
"sentence": "In addition, they are accountable as individuals and organizational leaders for delivering value by bringing relevant technology domain and implementation expertise in topics aligned with the cloud platform integration, orchestration/provisioning, security, and DevOps.",
"similarity": 0.4714
},
{
"kra_text": "Designs and implements cloud security controls including KMS encryption, secrets management, and data-at-rest protection for AWS, Azure, or GCP workloads.",
"sentence": "As a software engineer, the ideal candidate must bring a deep level of experience designing, implementing, and troubleshooting modern cloud services.",
"similarity": 0.4656
},
{
"kra_text": "Documents cloud security standards, approved architecture patterns, security exceptions, and remediation guidance for engineering teams.",
"sentence": "Cloud software developers are also expected to assist in the gathering of business and technical requirements, implement specific technologies while demonstrating progress on a regular basis, and work with technical leads or project managers to identify and overcome technical blockers.",
"similarity": 0.4356
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 23,
"score": 0.4575,
"slug": "cloud-security-engineer",
"total_count": null
}
],
"skill_match_roles": [
{
"display_name": "Backend Developer",
"kra_matches": null,
"matched_count": 5,
"matched_skills": [
"Docker",
"Go",
"Java",
"Python",
"REST"
],
"role_id": 1,
"score": 0.3846,
"slug": "backend-engineer",
"total_count": 13
},
{
"display_name": "Fullstack Developer",
"kra_matches": null,
"matched_count": 4,
"matched_skills": [
"Go",
"Java",
"Python",
"REST"
],
"role_id": 15,
"score": 0.3077,
"slug": "full-stack-engineer",
"total_count": 13
},
{
"display_name": "Fullstack Developer",
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"matched_count": 4,
"matched_skills": [
"Go",
"Java",
"Python",
"REST"
],
"role_id": 435,
"score": 0.3077,
"slug": "fullstack-developer",
"total_count": 13
},
{
"display_name": "ML Engineer",
"kra_matches": null,
"matched_count": 4,
"matched_skills": [
"Go",
"Jenkins",
"Kubernetes",
"Python"
],
"role_id": 3,
"score": 0.3077,
"slug": "ml-engineer",
"total_count": 13
},
{
"display_name": "DevOps Engineer",
"kra_matches": null,
"matched_count": 4,
"matched_skills": [
"Ansible",
"Docker",
"Jenkins",
"Kubernetes"
],
"role_id": 10,
"score": 0.3077,
"slug": "devops-engineer",
"total_count": 13
}
]
},
"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": 0.95,
"slug": "full-stack-engineer",
"total_count": null
},
"confidence": 0.95,
"is_new_role": false,
"llm2_fired": false,
"llm2_reasoning": null,
"matched_dimensions": [
"Full-stack development",
"Cloud services engineering",
"Platform integration and orchestration",
"Security and identity access management",
"DevOps and continuous delivery",
"Test automation",
"Distributed applications in containers",
"Production monitoring and troubleshooting"
],
"matched_kras": [
"Designing, implementing, and troubleshooting modern cloud services",
"Bring technology domain and implementation expertise",
"Assist in the gathering of business and technical requirements",
"Implement specific technologies while demonstrating progress regularly",
"Identify and overcome technical blockers",
"Drive and implement new requirements and improvements",
"Integrating new technologies into the service",
"The orchestration to stand up new components",
"Adding or enhancing our use of Kubernetes and associated operators",
"Resolve or mitigate commonly hit operational issues"
],
"matched_skills": [
"Go",
"Java",
"Python",
"Docker",
"Ansible",
"Jenkins",
"Kubernetes",
"OpenShift",
"Unix shell scripting",
"RDBMS",
"REST APIs",
"Spark",
"Hadoop",
"Hive",
"Java EE"
],
"new_role_display_name": null,
"new_role_slug": null,
"queued": false,
"reasoning": "Domain=Software Engineering; The JD emphasizes broad full-stack work across backend, UI, test automation, and DevOps for cloud services, which best matches Fullstack Developer.",
"sub_role": null
},
"stage5_updates": {
"centroid_n_after": 465,
"centroid_updated": true,
"collision_log_id": null,
"new_kra_attached": null,
"new_skills_attached": [
{
"is_primary": true,
"queue_id": 14676,
"role_display_name": "Fullstack Developer",
"role_slug": "full-stack-engineer",
"skill_name": "Unix shell scripting",
"status": "pending"
},
{
"is_primary": true,
"queue_id": 14677,
"role_display_name": "Fullstack Developer",
"role_slug": "full-stack-engineer",
"skill_name": "OpenShift",
"status": "pending"
},
{
"is_primary": true,
"queue_id": 14678,
"role_display_name": "Fullstack Developer",
"role_slug": "full-stack-engineer",
"skill_name": "Java EE",
"status": "pending"
},
{
"is_primary": true,
"queue_id": 14680,
"role_display_name": "Fullstack Developer",
"role_slug": "full-stack-engineer",
"skill_name": "Object-Oriented Design",
"status": "pending"
},
{
"is_primary": false,
"queue_id": 14681,
"role_display_name": "Fullstack Developer",
"role_slug": "full-stack-engineer",
"skill_name": "Continuous Delivery",
"status": "pending"
},
{
"is_primary": false,
"queue_id": 14682,
"role_display_name": "Fullstack Developer",
"role_slug": "full-stack-engineer",
"skill_name": "Distributed Applications",
"status": "pending"
},
{
"is_primary": false,
"queue_id": 14683,
"role_display_name": "Fullstack Developer",
"role_slug": "full-stack-engineer",
"skill_name": "Highly Available Systems",
"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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