Artificial Intelligence / Machine Learning Engineer - Associate

The job

LIVE Live feed (private-sector employer) Source: The Muse public API · Data: listed 2026-11-05

Job description

About the Role

iCapital is seeking an Associate AI Engineer to help build and scale production-grade AI systems that deliver real business outcomes. This role is ideal for an engineer early in their career who enjoys turning ambiguous problem statements into working systems, and who pairs creative problem-solving with disciplined measurement, reproducibility, and operational rigor. This individual will be on the AI/ML team and will work closely with senior AI and machine learning engineers, as well as cross-functional partners, to design, implement, evaluate, and operate AI capabilities as APIs and services in a real-world FinTech environment. This individual will be expected to bring strong analytical fundamentals, curiosity, and a bias toward delivering robust, maintainable systems. 

Responsibilities

• Design and implement modular AI capabilities including LLM-based reasoning, document intelligence (OCR/IDP), intelligent knowledge systems, and agentic orchestration to power internal and external workflow automation. 
• Own components of the full AI system life cycle to achieve tangible business outcomes, including scoping, POC, solution design, model development, deployment, monitoring and continuous improvement in production environments. 
• Build robust evaluation pipelines for AI systems, defining statistically sound, problem-specific metrics, constructing and curating benchmark datasets, and enforcing strict dataset and model versioning to ensure reproducibility and continuous improvement. 
• Collaborate across teams and communicate results clearly via documentation, write-ups, and handoffs.

Qualifications

• 2-3 years of relevant experience, including hands-on experience developing production AI/ML systems, including exposure to AWS or cloud-native development patterns for AI/ML workloads, and familiarity with AI development life cycle best practices
• Strong proficiency in Python
• Solid fundamentals in statistics, exploratory data analysis, and the ability to reason about data quality, experiments, and error patterns
• Clear written and verbal communication with the ability to document work and collaborate in a team setting 
• Experience with modern LLM tooling (i.e. transformers, unsloth, vLLM, agentic frameworks) or document AI approaches (IDP)
• Familiar with software development best practices (source control, CI/CD, testing, documentation) and working through a full development lifecycle
• Experience with various agentic communication protocols, (i.e. MCP, A2A) is a plus 

Benefits

The base salary range for this role is $100,000 to $130,000.  iCapital offers a compensation package which includes salary, equity for all full-time employees, and an annual performance bonus. Employees also receive a comprehensive benefits package that includes an employer matched retirement plan, generously subsidized healthcare with 100% employer paid dental, vision, telemedicine, and virtual mental health counseling, parental leave, and unlimited paid time off (PTO).

We believe the best ideas and innovation happen when we are together. Employees in this role will work in the office Monday-Thursday, with the flexibility to work remotely on Friday.

For additional information on iCapital, please visit https://www.icapitalnetwork.com/about-us  Twitter: @icapitalnetwork | LinkedIn: https://www.linkedin.com/company/icapital-network-inc | Awards Disclaimer: https://www.icapitalnetwork.com/about-us/recognition/

iCapital is proud to be an Equal Employment Opportunity and Affirmative Action employer. We do not discriminate based upon race, religion, color, national origin, gender, sexual orientation, gender identity, age, status as a protected veteran, status as an individual with a disability, or other applicable legally protected characteristics.

Explore around this job

Field: Technology Sub-niche: Data, analytics and AI All jobs at iCapital Jobs in New York Jobs in New York, NY New York city guide New York state guide Kings County economy

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About the role

This is a Mid Level role in the Technology field (Data, analytics and AI) at iCapital. Mid-level roles usually expect some years of relevant experience and the ability to work with limited supervision.

We could not match this job title to one occupation in the official wage statistics, so no pay estimate is shown. Pay is not in the source listing; ask the employer for the range and compare in the 240 job niches.

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How to prepare and behave

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• Read the whole description and match your examples to its requirements; use the same words the posting uses where they are true for you.
• Research the employer before the interview: what it does, who its customers are and recent news; prepare two or three questions about the work.
• Arrive early (or log in early for a video call), dress one step above the daily dress code, and test your camera and audio beforehand.
• Answer with short stories: the situation, what you did and the result. Give numbers when you have them and never invent them.
• Be honest about gaps; say what you did to learn and how fast you can close them.
• Ask about the team, the first 90 days, how success is measured and the schedule; do not open with salary and time off.
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The city

The job is in New York, NY. Below is what the official statistics say about living and working there.

How New York compares. Among the 120 largest places in New York, New York is #1 by population, #117 for homeownership (#1 = highest), #115 for long commutes (#1 = fewest), #31 for remote work (#1 = most). Its county, Kings County, is #38 of 62 counties for average pay ($59,980).

The place in numbers

New York has 8,483,844 residents (ACS 2020–2024), about 42.7% of the population of New York. It covers 300 square miles of land, which works out to roughly 28,236 people per square mile. The median age is 38.2, 4% younger than the state median (38.2 against 39.8).

Housing

The median gross rent is $1,821 a month (rent plus utilities), 12% above the state median ($1,821 against $1,621). Over a year that is 27.2% of the median household income. US housing guidance treats housing as affordable when it takes 30% of income or less, so the typical household is under that line. The median home value is $777,600, which is 9.7 times the median household income ($80,483); a ratio above 5 usually means buying is out of reach without savings or a second income. 32.8% of households own their home, 40% below the state average (32.8% against 54.4%). A low ownership share points to a rental-heavy market with more apartments and shorter stays.

Work and pay

The New York-Newark-Jersey City, NY-NJ metropolitan area has 9,492,000 jobs in the BLS wage survey, and the median pay across all occupations is $61,430 a year, 20% above the national median ($61,430 against $50,980). The biggest occupation groups are office and administrative support (1,109,360 jobs, median $55,080); healthcare support (843,730 jobs, median $40,100); sales and related (751,110 jobs, median $47,540). The area is most specialised in healthcare support (1.8 times) and legal (1.7 times), where the share of workers is well above the national share. The best-paying groups with at least 5,000 jobs are management ($171,990) and legal ($150,990). In 2026M09 the unemployment rate of Kings County was 5.3%. 63.1% of residents aged 16 and over are in the labour force. The city lies in Kings County; its jobs, pay by industry and GDP are on the county page.

Getting around

Among workers, 21.6% drive alone, 44.0% use public transit, 9.2% walk, 16.9% work from home. 41.2% of workers commute 45 minutes or more, 50% above the state average (41.2% against 27.4%).

People and education

41.6% of adults aged 25 and over hold a bachelor's degree or higher, 4% above the state share (41.6% against 40.2%). 36.6% of residents were born outside the United States, 61% above the state share (36.6% against 22.8%). The poverty rate is 17.9%, 28% above the state rate (17.9% against 14.0%).

Climate

The warmest month is Jul, averaging 75°F (23.7°C), and the coolest is Jan at 34°F (1.1°C). About 1,313 mm (52 inches) of precipitation falls in a year; Dec is the wettest month (133 mm) and Feb the driest (95 mm). These values come from NASA satellite-based climatology on a grid of about 50 km, so they describe the wider area, not a weather station in the city.

Nearby cities to compare

Closest cities in this guide: Hoboken (7 miles, rent 61% higher); Jersey City (7 miles, rent 10% higher); Union City (9 miles, rent 16% lower); Bayonne (9 miles, rent 8% lower). Rent differences are against New York; use the Compare tab to put any two cities side by side.

Full guide to New York →New York guideAll jobs in New York

Official links for New York

• Official website of New York: nyc.gov/main
• Census Bureau data profile for New York
• Official state website: ny.gov
• BLS Economy at a Glance: New York

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Where to live

CITY Official statistics Source: U.S. Census Bureau, American Community Survey 2020–2024 5-year (via Census Reporter) · Data: ACS 2020–2024

Places within 50 miles (straight line) of New York, NY that have a guide, with what living there costs. No pay estimate is shown because the title did not match one occupation.

Career paths

We could not match this title to one occupation, so here are the other sub-niches in Technology, where your skills may carry over:

Cybersecurity (366) Software engineering (1880) Cloud, IT and infrastructure (504) Product management (412)

Distances

CITY Calculation (straight line) Source: U.S. Census Bureau Gazetteer (coordinates) · Data: 2024

How far New York, NY is from the 20 largest US cities, in straight-line miles (not driving distance). Click a column to sort.

Nearby cities with open jobs (within 120 miles)

The employer

iCapital is the employer in this listing. See all its open jobs here →

We do not hold headcount or revenue for this employer. Check its careers site and, if it is listed on a stock exchange, its public filings (SEC EDGAR search).

What it is like to work at a company (culture, schedules, benefits) is not in the source data, so we do not describe it. Read the description and ask the questions under "How to prepare".

Other open jobs at iCapital

Similar jobs

Same sub-niche: Data, analytics and AI

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FAQ

What is the Artificial Intelligence / Machine Learning Engineer - Associate job at iCapital?

A mid level role in technology (data, analytics and ai) listed 3 days ago. The full description is on this page and on The Muse.

Where is this job?

New York, NY.

How do I apply?

Use the "View this job and apply on The Muse" button. AtiveSite does not receive applications.

How much does it pay?

The listing does not publish pay, and we could not match the title to one official occupation.

What is the cost of living there?

Median rent in New York is $1,821 a month and median household income $80,483 (ACS 2020–2024).

How old is this listing?

It was posted on 2026-11-05 (3 days ago). Jobs older than 90 days are not shown.

Are there similar jobs?

Yes: browse data, analytics and ai jobs in New York.

Sources and terms

• Job data: The Muse public API (listing dated 2026-11-05). The job disappears from this site when it disappears from the source.
• Wages and projections: BLS OEWS (May 2025) and Employment Projections 2025–35.
• City and county figures: Census Bureau ACS 2020–2024, BEA, BLS QCEW and LAUS, NASA POWER climatology; distances from Census Gazetteer coordinates.

AtiveSite is not affiliated with or endorsed by The Muse, the employer or any government agency, and does not process applications. Verify every detail with the employer before acting.

Sources

• BLS OEWS (wages and employment by occupation, May 2025)
• BLS Employment Projections 2025–35
• BLS Local Area Unemployment Statistics
• BLS JOLTS
• BLS State and Metro Area Employment
• Census Bureau American Community Survey (via Census Reporter)
• BEA GDP by state and Regional Price Parities
• IRS 2026 tax adjustments
• U.S. Department of Labor, minimum wage by state
• Tax Foundation state income tax rates 2026
• USAJOBS
• USCIS
• U.S. Department of State, visas
• NASA POWER climatology
• GeoNames / Census Gazetteer (coordinates)