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Pipeline run

23c90d8a-ade2-4594-8eb7-bf41e5e44631

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)
0.00 / 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 (0)
No skills extracted
Skill cluster (0 dimension groups, role-scoped)
No dimension groups computed for this JD.
Status: extract_from_jd_done Created: 2026-05-27T17:15:47.541387Z Updated: 2026-05-27T17:15:47.541387Z
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

Job Description As a member of our Software Engineering Group, we look first and foremost for people who are passionate around solving business problems through innovation and engineering practices. You'll be required to apply your depth of knowledge and expertise to all aspects of the software development lifecycle, as well as partner continuously with your many stakeholders on a daily basis to stay focused on common goals. We embrace a culture of experimentation and constantly strive for improvement and learning. You’ll work in a collaborative, trusting, thought-provoking environment—one that encourages diversity of thought and creative solutions that are in the best interests of our customers globally. This role requires a wide variety of strengths and capabilities, including: BS/BA degree or equivalent experience Advanced knowledge of application, data, and infrastructure architecture disciplines Understanding of architecture and design across all systems Working proficiency in developmental toolsets Knowledge of industry-wide technology trends and best practices Ability to work in large, collaborative teams to achieve organizational goals Passionate about building an innovative culture Proficiency in one or more modern programming languages Understanding of software skills such as business analysis, development, maintenance, and software improvement Responsibilities  The end-to-end development and maintenance of software modules  Liaise with stakeholders to gather & understand the functional requirement  Develop / implement software code, conduct thorough end-to-end system testing, deploy code to production, and provide post go-live support. Qualifications / Skillsets  4 - 6 years of experience in software  Proficient in Python, Django, Pandas, GitHub and Jira  Strong knowledge of SQL and exposure to PostGreSQL  Clear understanding of software design constructs and their implementation.  Strong communication (written and oral) and analytical problem-solving skills.  Strong sense of attention to detail, accountability, pride in delivering high quality work and willingness to learn.  An understanding of or exposure to financial capital markets, various financial instruments (such as stocks, ETFs, Mutual Funds, etc.), and financial tools (such as Bloomberg, Reuters, etc.) is nice to have.  Understanding of AngularJS and other MEAN stack technologies is a nice to have About Us JPMorgan Chase & Co., one of the oldest financial institutions, offers innovative financial solutions to millions of consumers, small businesses and many of the world’s most prominent corporate, institutional and government clients under the J.P. Morgan and Chase brands. Our history spans over 200 years and today we are a leader in investment banking, consumer and small business banking, commercial banking, financial transaction processing and asset management. We recognize that our people are our strength and the diverse talents they bring to our global workforce are directly linked to our success. We are an equal opportunity employer and place a high value on diversity and inclusion at our company. We do not discriminate on the basis of any protected attribute, including race, religion, color, national origin, gender, sexual orientation, gender identity, gender expression, age, marital or veteran status, pregnancy or disability, or any other basis protected under applicable law. In accordance with applicable law, we make reasonable accommodations for applicants’ and employees’ religious practices and beliefs, as well as any mental health or physical disability needs. Organization J.P. Morgan Asset & Wealth Management delivers industry-leading investment management solutions. Asset Management provides individuals, advisors and institutions with strategies and expertise that span the full spectrum of asset classes through our global network of investment professionals. Wealth Management helps individuals, families and foundations take a more intentional approach to their wealth or finances to better define, focus and realize their goals.

Library artifacts (this run)

No artifact rows for this run.
API 1 — extract-from-jd click to toggle
{
  "final_skills": [],
  "jd_role": {
    "display_name": "Job Description \ufeffAs a member of our Software Engineering Group, we look first and foremost for people who are passionate around solving business problems through innovation and engineering practices. You\u0027ll be required to apply your depth of knowledge and expertise to all aspects of the software development lifecycle, as well as partner continuously with your many stakeholders on a daily basis to stay focused on common goals. We embrace a culture of experimentation and constantly strive for improvement and learning. You\u2019ll work in a collaborative, trusting, thought-provoking environment\u2014one that encourages diversity of thought and creative solutions that are in the best interests of our customers globally. This role requires a wide variety of strengths and capabilities, including: BS/BA degree or equivalent experience Advanced knowledge of application, data, and infrastructure architecture disciplines Understanding of architecture and design across all systems Working proficiency in developmental toolsets Knowledge of industry-wide technology trends and best practices Ability to work in large, collaborative teams to achieve organizational goals Passionate about building an innovative culture Proficiency in one or more modern programming languages Understanding of software skills such as business analysis, development, maintenance, and software improvement Responsibilities  The end-to-end development and maintenance of software modules  Liaise with stakeholders to gather \u0026 understand the functional requirement  Develop / implement software code, conduct thorough end-to-end system testing, deploy code to production, and provide post go-live support. Qualifications / Skillsets  4 - 6 years of experience in software  Proficient in Python, Django, Pandas, GitHub and Jira  Strong knowledge of SQL and exposure to PostGreSQL  Clear understanding of software design constructs and their implementation.  Strong communication (written and oral) and analytical problem-solving skills.  Strong sense of attention to detail, accountability, pride in delivering high quality work and willingness to learn.  An understanding of or exposure to financial capital markets, various financial instruments (such as stocks, ETFs, Mutual Funds, etc.), and financial tools (such as Bloomberg, Reuters, etc.) is nice to have.  Understanding of AngularJS and other MEAN stack technologies is a nice to have About Us JPMorgan Chase \u0026 Co., one of the oldest financial institutions, offers innovative financial solutions to millions of consumers, small businesses and many of the world\u2019s most prominent corporate, institutional and government clients under the J.P. Morgan and Chase brands. Our history spans over 200 years and today we are a leader in investment banking, consumer and small business banking, commercial banking, financial transaction processing and asset management. We recognize that our people are our strength and the diverse talents they bring to our global workforce are directly linked to our success. We are an equal opportunity employer and place a high value on diversity and inclusion at our company. We do not discriminate on the basis of any protected attribute, including race, religion, color, national origin, gender, sexual orientation, gender identity, gender expression, age, marital or veteran status, pregnancy or disability, or any other basis protected under applicable law. In accordance with applicable law, we make reasonable accommodations for applicants\u2019 and employees\u2019 religious practices and beliefs, as well as any mental health or physical disability needs. Organization J.P. Morgan Asset \u0026 Wealth Management delivers industry-leading investment management solutions. Asset Management provides individuals, advisors and institutions with strategies and expertise that span the full spectrum of asset classes through our global network of investment professionals. Wealth Management helps individuals, families and foundations take a more intentional approach to their wealth or finances to better define, focus and realize their goals.",
    "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
{}