Associate, Data & Technology

for prose. Do NOT repeat job title as heading. Do NOT put Job ID / requisition numbers as headings — fold minor metadata into short

or drop it. Preserve ALL substantive information; do NOT invent or summarize away detail. Remove cookie/navigation/legal/EEO/equal-opportunity/scam-warning boilerplate, duplicated lines, and application instructions. IMPORTANT: include a section ONLY when the posting has real, specific content for it — never emit a heading followed by filler/placeholder text (e.g. "commensurate with experience", "not specified", "N/A", "varies", "TBD") and never create Pay/Schedule/Benefits sections unless the posting actually states them. Prefer a few substantive sections over many thin ones. We need to parse the posting. Company Profile: description of Morgan Stanley. Could be "About the role"? Actually "Company Profile" is about the firm. Could be "About the role"? The role description: "What You’ll Do In The Role". That's responsibilities. Then "What You’ll Bring To The Role" is requirements/qualifications/skills. Then "What You Can Expect From Morgan Stanley" includes benefits, values, etc. Then salary range, benefits details. We need to decide sections: maybe "About the role" (company profile), "Responsibilities" (What You’ll Do), "Requirements" (What You’ll Bring), "Benefits" (What You Can Expect includes benefits), "Pay" (salary range). Schedule: telecommuting permitted up to 2 days per week -> that's schedule info. So we can include Schedule section. We must not create sections with placeholder text. All sections have content. We need to output only HTML fragment, no /, no markdown fences. We need to use

for section headings. Use

• for any list of duties/requirements/benefits, and

  for prose. Thus we need to convert lists into

  • . For prose paragraphs, use

    . We must preserve all substantive information. Let's extract. Company Profile paragraph: "Morgan Stanley is a leading global financial services firm providing a wide range of investment banking, securities, investment, and wealth management services. The Firm's employees serve clients worldwide, including corporations, governments, and individuals from more than 1,200 offices in 43 countries. In Technology, we leverage innovation to build the connections and capabilities that power our Firm, enabling our clients and colleagues to redefine markets and shape the future of our communities." That's prose. What You’ll Do In The Role: bullet-like sentences separated by periods? Actually it's a paragraph with multiple sentences: "Morgan Stanley Services Group Inc. is seeking an Associate, Data & Technology in Seattle, Washington. to build, deploy, and support trade software systems, analytical tools, and scalable trading engine infrastructure. Partner with trading, sales, operations, and senior management to understand key system issues in the trade lifecycle and propose technical solutions. Gather and analyze large sets of data through various systems and implement complex mathematical calculations. Utilize statistical and machine learning tools to analyze market data and identify trading and operational efficiency opportunities. Propose changes in trading systems based on data analysis and simulation results. Utilize quantitative skills, programming skills, and experience implementing mathematical models in SQL, Java, bash, and Python. Telecommuting permitted up to 2 days per week." We need to separate duties into list items. Each sentence after the first maybe is a duty. The first sentence: "Morgan Stanley Services Group Inc. is seeking an Associate, Data & Technology in Seattle, Washington." That's more like job title location; we could treat as prose? But we can include as part of responsibilities? Probably we can treat as part of responsibilities but not a duty. However we need to preserve all substantive info. Could put that as a

    before the list. Then list items: "to build, deploy, and support trade software systems, analytical tools, and scalable trading engine infrastructure." (starting with "to" maybe). "Partner with trading, sales, operations, and senior management to understand key system issues in the trade lifecycle and propose technical solutions." "Gather and analyze large sets of data through various systems and implement complex mathematical calculations." "Utilize statistical and machine learning tools to analyze market data and identify trading and operational efficiency opportunities." "Propose changes in trading systems based on data analysis and simulation results." "Utilize quantitative skills, programming skills, and experience implementing mathematical models in SQL, Java, bash, and Python." "Telecommuting permitted up to 2 days per week." Actually telecommuting is schedule, but we could also put in Schedule section. We'll separate schedule later. What You’ll Bring To The Role: list of requirements. It starts with "Requires a Master’s in Technical Entrepreneurship & Management, or a related field of study." Then "Requires two (2) years of experience in the position offered or two (2) years as an Associate, Data Engineer, Data Analyst, or a related occupation." Then "Requires two (2) years of experience with the following skills:" then a list of skills separated by semicolons. We need to break into list items. Let's extract each bullet: - Master’s in Technical Entrepreneurship & Management, or a related field of study. - Two (2) years of experience in the position offered or two (2) years as an Associate, Data Engineer, Data Analyst, or a related occupation. - Two (2) years of experience with the following skills: - Writing and interpreting queries using SQL and Python; - Supporting a 24x7 technical production environment using robust incident response protocols for financial data integrity and compliance; - Implementing DevOps practices and tools, including Octopus, JIRA, and Confluence; - Developing scripts, automation, and continuous improvement solutions using bash, Terraform, GitHub and Docker; - Orchestrating and managing data pipelines leveraging Apache NiFi and Apache Airflow; - Working with cloud platforms and services, including Snowflake and AWS with S3, IAM, Athena, SNS, and EC2; - Administering and supporting Linux and UNIX based operating systems; - Ensuring security and access controls for sensitive financial information across distributed environments; - Conducting regular audits and maintaining documentation to meet financial regulatory standards. We need to decide sections: maybe "Requirements" for education and experience, and "Skills" for the skill list. Or combine into Requirements. The instruction says use headings like Requirements, Qualifications, Skills, Benefits, Pay, Schedule. We can have both Requirements and Skills sections. Thus: - Requirements: education and years experience. - Skills: the list of specific technical skills. Now What You Can Expect From Morgan Stanley: includes description of firm values, benefits, etc. We need to extract benefits section: "Morgan Stanley offers a full spectrum of benefits, including Medical, Prescription Drug, Dental, Vision, Health Savings Account, Dependent Day Care Savings Account, Life Insurance, Disability and Other Insurance Plans, Paid Time Off (including Sick Leave consistent with state and local law, Parental Leave and 20 Vacation Days annually), 10 Paid Holidays, 401(k), and Short/Long Term Disability, in addition to other special perks reserved for our employees." Also earlier: "At Morgan Stanley, you’ll find an opportunity to work alongside the best and the brightest, in an environment where you are supported and empowered. Our teams are relentless collaborators and creative thinkers, fueled by their diverse backgrounds and experiences. We are proud to support our employees and their families at every point along their work-life journey, offering some of the most attractive and comprehensive employee benefits and perks in the industry. There’s also ample opportunity to move about the business for those who show passion and grit in their work." We could have a Benefits section with list of benefits. Also maybe a "About the role" section for company profile and values? But we already have About the role maybe as company profile. The instruction says use h3 for section headings (e.g. About the role, Responsibilities, Requirements, Qualifications, Skills, Benefits, Pay, Schedule). So we can have About the role (company profile), Responsibilities, Requirements, Skills, Benefits, Pay, Schedule. We need to avoid duplicate or thin sections. We'll include all. Now Pay: Salary range: "$115,000 - $140,000 /Yr." Also mention discretionary incentive compensation award and incentive compensation plan. That's also pay info. We'll include that. Schedule: Telecommuting permitted up to 2 days per week. Also maybe mention location: Seattle, Washington. That's location but not schedule. We'll put schedule as telecommuting. Now we need to ensure we don't include boilerplate like EEO, equal opportunity, legal, application instructions. Remove those. We need to preserve all substantive information. Let's list all substantive info we have: Company Profile paragraph. Responsibilities: list of duties (including location sentence maybe as prose). Also telecommuting (but we moved to schedule). We'll keep location sentence as part of responsibilities? Might be better to put location in About the role? Actually location is part of role: Seattle, Washington. Could be in Responsibilities as a sentence. We'll keep it as a

    before list. Requirements: education and years experience. Skills: list of technical skills. Benefits: list of benefits (medical, etc.) plus maybe mention of supportive environment, etc. We'll include benefits list. Pay: salary range and discretionary incentive compensation. Schedule: telecommuting up to 2 days per week. Now we need to format. We'll output something like:

    About the role

    Morgan Stanley is a leading global financial services firm providing a wide range of investment banking, securities, investment, and wealth management services. The Firm's employees serve clients worldwide, including corporations, governments, and individuals from more than 1,200 offices in 43 countries. In Technology, we leverage innovation to build the connections and capabilities that power our Firm, enabling our clients and colleagues to redefine markets and shape the future of our communities.

    Responsibilities

    Morgan Stanley Services Group Inc. is seeking an Associate, Data & Technology in Seattle, Washington.

    • Build, deploy, and support trade software systems, analytical tools, and scalable trading engine infrastructure.
    • Partner with trading, sales, operations, and senior management to understand key system issues in the trade lifecycle and propose technical solutions.
    • Gather and analyze large sets of data through various systems and implement complex mathematical calculations.
    • Utilize statistical and machine learning tools to analyze market data and identify trading and operational efficiency opportunities.
    • Propose changes in trading systems based on data analysis and simulation results.
    • Utilize quantitative skills, programming skills, and experience implementing mathematical models in SQL, Java, bash, and Python.

    Requirements

    • Master’s in Technical Entrepreneurship & Management, or a related field of study.
    • Two (2) years of experience in the position offered or two (2) years as an Associate, Data Engineer, Data Analyst, or a related occupation.

    Skills

    • Writing and interpreting queries using SQL and Python.
    • Supporting a 24x7 technical production environment using robust incident response protocols for financial data integrity and compliance.
    • Implementing DevOps practices and tools, including Octopus, JIRA, and Confluence.
    • Developing scripts, automation, and continuous improvement solutions using bash, Terraform, GitHub and Docker.
    • Orch