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Pipeline run

77f14e6a-37af-4b89-a6e0-fb0faef3d0b4

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
no_db_connection
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)
No skills extracted
Skill cluster (0 dimension groups, role-scoped)
No dimension groups computed for this JD.
Status: extract_from_jd_done Created: 2026-05-27T17:36:14.062610Z Updated: 2026-05-27T17:36:14.062610Z
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

GLOBAL MARKETS Our core value is building strong relationships with our institutional clients, which include corporations, financial service providers, and fund managers. We help them buy and sell financial products on exchanges around the world, raise funding, and manage risk. This is a dynamic, entrepreneurial team with a passion for the markets, with individuals who thrive in fast-paced, changing environments and are energized by a bustling trading floor. What We Do  RESPONSIBILITIES AND QUALIFICATIONS  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. At Goldman Sachs, our culture is one of teamwork, innovation and meritocracy. We often say our people are our greatest asset and we take pride in supporting each colleague both professionally and personally. From collaborative work spaces and mindfulness classes to working from home and flexible work options, we offer our people the support they need to reach their goals in and outside the office. Goldman Sachs Electronic Trading (GSET) has launched an initiative to become the top provider in electronic trading by building superior technology and delivering high quality products. This vision is a multi-year investment in people, platforms and products. Join the team, and participate in the development and launch of best in class products for top clients across the industry. We are looking for eager, nimble and ambitious engineers to join our growing team of visionaries, and drive Goldman Sachs Electronic Trading to achieve and exceed our goals. Your Impact This team is accountable for platform architecture evolution to meet the evolving needs of different business lines globally with rapid software deployment. As stewards of critical components in order execution and post-trade, the team is accountable for a high degree of software quality. The team consists of self-guided pragmatic individuals who are motivated to change the status quo in calculated ways. As a member of the team, you will play an integral role on the trading floor. This is a dynamic, entrepreneurial team with a passion for technology and the markets, with individuals who thrive in a fastpaced changing environment. The team takes a data driven approach to decision making and you should be willing to participate in the full product lifecycle from requirements gathering, design, implementation, testing, support, and monitoring trading performance for systems and strategies used by our clients. Responsibilities  Design, build and maintain a high-performance, high-availability, high-capacity, yet nimble and adaptive platform for order management, exchange connectivity, processing high volumes of ticking data and post-trade processing.   Develop highly reliable data ingestion processes to consume large volumes of data emitted by trading and market data systems.   Design distributed computation infrastructure to run parallelized queries over large volumes of data.   Use data to guide decision-making, developing or enhancing tools as necessary to collect it.   Communication with traders, sales, clients and compliance officers about new feature requests, explanation of existing features etc.  Basic Qualifications  Bachelors or Master’s degree in computer science or engineering or equivalent experience   Above 4 years of professional experience developing deterministic high performance, low latency systems (counted in single digit microseconds)   Thorough knowledge of Java programming concepts   Strong knowledge of object oriented programming, data structures, algorithms and design patterns   Experience developing distributed architecture systems and messaging protocols   Strong communication skills and the ability to work in a team   Strong analytical and problem solving skills   Experience in data driven performance analysis and optimizations  Preferred Skills  Experience building state management systems, complex event processing and transaction sequencing architectures   JVM internals, tuning for low-latency, GC-free real-time operation   Prior experience with event sourcing (sequenced core stream) based architecture   Linux systems programming experience including memory management, concurrent programming infrastructure, and the networking stack   Experience in big data processing in near real-time, distributed streaming & processing will be an advantage  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., 2020. All rights reserved. Goldman Sachs is an equal employment/affirmative action employer Female/Minority/Disability/Veteran/Sexual Orientation/Gender Identity Division Global Markets

Library artifacts (this run)

No artifact rows for this run.
API 1 — extract-from-jd click to toggle
{
  "final_skills": [],
  "jd_role": {
    "display_name": "GLOBAL MARKETS Our core value is building strong relationships with our institutional clients, which include corporations, financial service providers, and fund managers. We help them buy and sell financial products on exchanges around the world, raise funding, and manage risk. This is a dynamic, entrepreneurial team with a passion for the markets, with individuals who thrive in fast-paced, changing environments and are energized by a bustling trading floor. What We Do  RESPONSIBILITIES AND QUALIFICATIONS  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. At Goldman Sachs, our culture is one of teamwork, innovation and meritocracy. We often say our people are our greatest asset and we take pride in supporting each colleague both professionally and personally. From collaborative work spaces and mindfulness classes to working from home and flexible work options, we offer our people the support they need to reach their goals in and outside the office. Goldman Sachs Electronic Trading (GSET) has launched an initiative to become the top provider in electronic trading by building superior technology and delivering high quality products. This vision is a multi-year investment in people, platforms and products. Join the team, and participate in the development and launch of best in class products for top clients across the industry. We are looking for eager, nimble and ambitious engineers to join our growing team of visionaries, and drive Goldman Sachs Electronic Trading to achieve and exceed our goals. Your Impact This team is accountable for platform architecture evolution to meet the evolving needs of different business lines globally with rapid software deployment. As stewards of critical components in order execution and post-trade, the team is accountable for a high degree of software quality. The team consists of self-guided pragmatic individuals who are motivated to change the status quo in calculated ways. As a member of the team, you will play an integral role on the trading floor. This is a dynamic, entrepreneurial team with a passion for technology and the markets, with individuals who thrive in a fastpaced changing environment. The team takes a data driven approach to decision making and you should be willing to participate in the full product lifecycle from requirements gathering, design, implementation, testing, support, and monitoring trading performance for systems and strategies used by our clients. Responsibilities  Design, build and maintain a high-performance, high-availability, high-capacity, yet nimble and adaptive platform for order management, exchange connectivity, processing high volumes of ticking data and post-trade processing.   Develop highly reliable data ingestion processes to consume large volumes of data emitted by trading and market data systems.   Design distributed computation infrastructure to run parallelized queries over large volumes of data.   Use data to guide decision-making, developing or enhancing tools as necessary to collect it.   Communication with traders, sales, clients and compliance officers about new feature requests, explanation of existing features etc.  Basic Qualifications  Bachelors or Master\u2019s degree in computer science or engineering or equivalent experience   Above 4 years of professional experience developing deterministic high performance, low latency systems (counted in single digit microseconds)   Thorough knowledge of Java programming concepts   Strong knowledge of object oriented programming, data structures, algorithms and design patterns   Experience developing distributed architecture systems and messaging protocols   Strong communication skills and the ability to work in a team   Strong analytical and problem solving skills   Experience in data driven performance analysis and optimizations  Preferred Skills  Experience building state management systems, complex event processing and transaction sequencing architectures   JVM internals, tuning for low-latency, GC-free real-time operation   Prior experience with event sourcing (sequenced core stream) based architecture   Linux systems programming experience including memory management, concurrent programming infrastructure, and the networking stack   Experience in big data processing in near real-time, distributed streaming \u0026 processing will be an advantage  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., 2020. All rights reserved. Goldman Sachs is an equal employment/affirmative action employer Female/Minority/Disability/Veteran/Sexual Orientation/Gender Identity Division Global Markets",
    "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
{}