Pipeline run
1dcaebbd-63ff-4ec6-8bde-bbdaf79e1f80
Pipeline LLM cost (USD)
API 1: $0.0000
API 2: $0.0000
API 3: $0.0000
Total: $0.0000
Client output enrichment
v2 Skill cluster · Nature of work · AI index · Tech stack maturity · Evidence · KRA description
SPARSE JD
Nature of work
—
Tech stack maturity
Mainstream Modern
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):
Machine Learning
Evidence — skills matched in JD (0)
Skill cluster (0 dimension groups, role-scoped)
Status:
extract_from_jd_done
Created: 2026-05-27T17:15:47.183451Z
Updated: 2026-05-27T17:15:47.183451Z
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
ENGINEERING What We Do At Goldman Sachs, our Engineers don’t just make things – we make things possible. Change the world by connecting people and capital with ideas. Solve the most challenging and pressing engineering problems for our clients. Join our engineering teams that build massively scalable software and systems, architect low latency infrastructure solutions, proactively guard against cyber threats, and leverage machine learning alongside financial engineering to continuously turn data into action. Create new businesses, transform finance, and explore a world of opportunity at the speed of markets . Engineering, which is comprised of our Technology Division and global strategists groups, is at the critical center of our business, and our dynamic environment requires innovative strategic thinking and immediate, real solutions. Want to push the limit of digital possibilities? Start here. Who We Look For Goldman Sachs Engineers are innovators and problem-solvers, building solutions in risk management, big data, mobile and more. We look for creative collaborators who evolve, adapt to change and thrive in a fast-paced global environment. How You Will Fulfill Your Potential Design, build and maintain high-performance, high-availability, high-capacity platforms for front to back clearing and trade processing functions Understand market and client behaviour, regulations, front to back business and Operations functions Work closely with Trading, Sales, Operations, Engineering teams to define behaviour, functionality and expected outcomes for the products under development Work closely and collaboratively with colleagues across regions Skills And Experience We Are Looking For Approx. 2-5 years of Core Java development experience (solid understanding of Core Java concepts and Design Patterns). Similar expertise with equivalent object oriented languages also considered (e.g. C++/C#). Desire to build strong and efficient SDLC practices. Approx. 2-5 years RDBMS experience (Sybase or UDB preferred - able to write and analyze complex queries with multi-table joins and aggregate functions) Approx. 2-5 years OO design/development Systematic problem-solving approach, coupled with a hands-on experience of debugging and optimizing code, as well as automation Strong interpersonal skills and drive. Excellent communication skills required, able to contribute to discussions on design and strategy. Preferred Qualifications Unix environment working experience Scripting (Perl/Python/Shell) Test Driven development Tomcat experience a plus Big data technology stack Financial market knowledge RESTful web services Responsibilities And Qualifications ENGINEERING About Goldman Sachs ABOUT GOLDMAN SACHS At Goldman Sachs, we commit our people, capital and ideas to help our clients, shareholders and the communities we serve to grow. Founded in 1869, we are a leading global investment banking, securities and investment management firm. Headquartered in New York, we maintain offices around the world. We believe who you are makes you better at what you do. We're committed to fostering and advancing diversity and inclusion in our own workplace and beyond by ensuring every individual within our firm has a number of opportunities to grow professionally and personally, from our training and development opportunities and firmwide networks to benefits, wellness and personal finance offerings and mindfulness programs. Learn more about our culture, benefits, and people at GS.com/careers . We’re committed to finding reasonable accommodations for candidates with special needs or disabilities during our recruiting process. Learn more: https:// www.goldmansachs.com/careers/footer/disability-statement.html © The Goldman Sachs Group, Inc., 2021. All rights reserved. Goldman Sachs is an equal employment/affirmative action employer Female/Minority/Disability/Veteran/Sexual Orientation/Gender Identity Division Engineering
Library artifacts (this run)
No artifact rows for this run.
API 1 — extract-from-jd click to toggle
{
"final_skills": [],
"jd_role": {
"display_name": "ENGINEERING What We Do At Goldman Sachs, our Engineers don\u2019t just make things \u2013 we make things possible. Change the world by connecting people and capital with ideas. Solve the most challenging and pressing engineering problems for our clients. Join our engineering teams that build massively scalable software and systems, architect low latency infrastructure solutions, proactively guard against cyber threats, and leverage machine learning alongside financial engineering to continuously turn data into action. Create new businesses, transform finance, and explore a world of opportunity at the speed of markets . Engineering, which is comprised of our Technology Division and global strategists groups, is at the critical center of our business, and our dynamic environment requires innovative strategic thinking and immediate, real solutions. Want to push the limit of digital possibilities? Start here. Who We Look For Goldman Sachs Engineers are innovators and problem-solvers, building solutions in risk management, big data, mobile and more. We look for creative collaborators who evolve, adapt to change and thrive in a fast-paced global environment. How You Will Fulfill Your Potential Design, build and maintain high-performance, high-availability, high-capacity platforms for front to back clearing and trade processing functions Understand market and client behaviour, regulations, front to back business and Operations functions Work closely with Trading, Sales, Operations, Engineering teams to define behaviour, functionality and expected outcomes for the products under development Work closely and collaboratively with colleagues across regions Skills And Experience We Are Looking For Approx. 2-5 years of Core Java development experience (solid understanding of Core Java concepts and Design Patterns). Similar expertise with equivalent object oriented languages also considered (e.g. C++/C#). Desire to build strong and efficient SDLC practices. Approx. 2-5 years RDBMS experience (Sybase or UDB preferred - able to write and analyze complex queries with multi-table joins and aggregate functions) Approx. 2-5 years OO design/development Systematic problem-solving approach, coupled with a hands-on experience of debugging and optimizing code, as well as automation Strong interpersonal skills and drive. Excellent communication skills required, able to contribute to discussions on design and strategy. Preferred Qualifications Unix environment working experience Scripting (Perl/Python/Shell) Test Driven development Tomcat experience a plus Big data technology stack Financial market knowledge RESTful web services Responsibilities And Qualifications ENGINEERING About Goldman Sachs ABOUT GOLDMAN SACHS At Goldman Sachs, we commit our people, capital and ideas to help our clients, shareholders and the communities we serve to grow. Founded in 1869, we are a leading global investment banking, securities and investment management firm. Headquartered in New York, we maintain offices around the world. We believe who you are makes you better at what you do. We\u0027re committed to fostering and advancing diversity and inclusion in our own workplace and beyond by ensuring every individual within our firm has a number of opportunities to grow professionally and personally, from our training and development opportunities and firmwide networks to benefits, wellness and personal finance offerings and mindfulness programs. Learn more about our culture, benefits, and people at GS.com/careers . We\u2019re committed to finding reasonable accommodations for candidates with special needs or disabilities during our recruiting process. Learn more: https:// www.goldmansachs.com/careers/footer/disability-statement.html \u00a9 The Goldman Sachs Group, Inc., 2021. All rights reserved. Goldman Sachs is an equal employment/affirmative action employer Female/Minority/Disability/Veteran/Sexual Orientation/Gender Identity Division Engineering",
"rationale": "non-tech title pattern matched (\u0027investment banking\u0027) \u2014 strong",
"role_aliases": [],
"role_archetype": "Other",
"slug": ""
},
"nano_parsed": null,
"rejected": true,
"rejection_reason": "Non-tech JD: non-tech title pattern matched (\u0027investment banking\u0027) \u2014 strong",
"run_id": null,
"stage3_signals": null,
"stage4_decision": null,
"stage5_updates": null
}
API 2 — extract-details
{}
API 3 — final-role-output
{}