Agentic AI Data Scientist – KYC & Wholesale Banking

ING Hubs Türkiye; Fatih; Hybrid; TRY 350,000 - 850,000; Full time

Benefits offered by this job

Welcome Leave

Career Growth

Personal Growth

Dynamic Culture

Innovation Culture

Global Exposure

Health Care

Meal Card

MultiSport

Job summary

ING Hubs Türkiye is seeking a data science leader to architect and deploy Agentic AI solutions for KYC workflows across ING’s wholesale banking clients. You will design multi-agent systems, build document understanding and information extraction capabilities, and advance graph analytics for risk and compliance investigations.

You will work in a hybrid setup with international teams, applying governance standards and collaborating across ING locations to deliver scalable AI initiatives with real

Qualifications

• 3+ years of experience in Data Science, Machine Learning, AI, or a related field.
• Experience with Agentic AI and LLM-based solutions.
• Hands-on experience with at least one agent orchestration framework such as LangGraph, CrewAI, AutoGen, Google ADK, OpenAI Agents SDK, or similar technologies.
• A degree in Mathematics, Physics, Computer Science, Engineering, Econometrics, or a related field (MSc or PhD is a plus).
• Solid understanding of machine learning techniques, from classical models to modern neural networks.
• Experience applying Data Science methods to real business problems.
• Interest in information extraction, entity resolution, graph analytics, and network analysis.
• Strong communication and stakeholder engagement skills.

Responsibilities

• Agentic AI solutions that automate KYC workflows and decision-support processes.
• Multi-agent systems built using modern orchestration frameworks such as LangGraph, CrewAI, AutoGen, Google ADK, or similar technologies.
• Document understanding and information extraction solutions.
• Entity resolution and corporate ownership discovery capabilities.
• Network and graph-based analytics supporting risk and compliance investigations.
• Machine learning solutions applied to complex banking datasets.
• AI systems developed in line with ING's model governance and compliance standards.

Skills

Data Science

Machine Learning

Agentic AI

Agent Frameworks

Advanced Degree

ML Techniques

Business Problem Solving

Info Extraction

Graph Analytics

Communication

Education

MSc or PhD preferred

Tools

LangGraph

CrewAI

AutoGen

Google ADK

OpenAI Agents SDK

Job description

Build the Next Generation of AI Agents for Wholesale Banking

At ING Wholesale Banking, we're applying Agentic AI to one of the most complex challenges in financial services: KYC (Know Your Customer).

As part of ING Analytics Wholesale Banking, you'll build intelligent systems that extract information, assess completeness, resolve entities, and support risk-based decision-making while meeting the governance and compliance standards required in global banking.

The Challenge

This role combines Agentic AI, machine learning, entity resolution, and graph analytics to solve complex KYC challenges for ING's corporate and institutional banking clients.

You'll work within a cross-functional squad to design, develop, validate, and deploy scalable AI solutions that support KYC processes across ING's international operations. Unlike many AI roles focused on generic automation, you'll work on high-impact problems where accuracy, auditability, and trust are critical.

Work Model

At ING Hubs Türkiye, flexibility is more than a benefit — it's part of how we work.

Our hybrid working model is designed to balance collaboration, innovation, and personal flexibility. Team members typically come together in our Vadistanbul office for two days per week during three weeks of the month, while one week each month is fully remote.

We also offer additional flexibility during August, allowing colleagues to work remotely throughout the month.

As part of a globally distributed organization, you'll collaborate with colleagues across multiple ING locations while contributing to large-scale AI initiatives that create impact across the bank.

What You'll Build

You will contribute to:

• Agentic AI solutions that automate KYC workflows and decision-support processes.
• Multi-agent systems built using modern orchestration frameworks such as LangGraph, CrewAI, AutoGen, Google ADK, or similar technologies.
• Document understanding and information extraction solutions.
• Entity resolution and corporate ownership discovery capabilities.
• Network and graph-based analytics supporting risk and compliance investigations.
• Machine learning solutions applied to complex banking datasets.
• AI systems developed in line with ING's model governance and compliance standards.

About You

We hire smart people like you for your potential. Our biggest expectation is that you'll stay curious. Keep learning. Take on responsibility. In return, we'll back you to develop into an even more awesome version of yourself.

You likely bring:

• 3+ years of experience in Data Science, Machine Learning, AI, or a related field.
• Experience working with Agentic AI and LLM-based solutions.
• Hands‑on experience with at least one agent orchestration framework such as LangGraph, CrewAI, AutoGen, Google ADK, OpenAI Agents SDK, or similar technologies.
• A degree in Mathematics, Physics, Computer Science, Engineering, Econometrics, or a related field (MSc or PhD is a plus).
• Solid understanding of machine learning techniques, from classical models to modern neural networks.
• Experience applying Data Science methods to real business problems.
• Interest in information extraction, entity resolution, graph analytics, and network analysis.
• Strong communication and stakeholder engagement skills.

Experience in Wholesale Banking, KYC, AML, financial crime, model governance, or regulated industries will be considered an advantage.

Where This Role Can Take You

This role offers an opportunity to deepen expertise in:

• Agentic AI engineering
• Entity resolution and graph intelligence
• KYC automation
• Wholesale Banking analytics
• Responsible and governed AI

You'll work on one of ING's most strategic AI capabilities while contributing to solutions used across multiple countries and business domains.

Don't meet every single requirement? Don't let that hold you back. Studies show many talented professionals hesitate to apply unless they meet every qualification. If you're excited about this role and believe you can make an impact, we'd love to hear from you.

At ING Hubs Türkiye, we believe that your work should be fulfilling in every way. We pay attention to even the smallest details to ensure that your experience is rewarding.

Be Yourself, Be an ING'er

• Welcome Leave: Enjoy 14 days of welcome leave, even in your first year
• Career Opportunities: Self-driven career paths and international opportunities
• Personal Growth: Challenging work and continuous development
• Dynamic Environment: Informal, vibrant, and collaborative culture
• Innovation Culture: Explore and apply PACE methodology
• Global Exposure: Participate in international projects and communities
• Communication & Celebrations: Various communication activities and celebrations
• Health Care: Comprehensive private health insurance for you and your family
• Meal Card
• MultiSport Membership
• Remote working opportunities throughout August

Do you want to work at the cutting edge of what's possible and at the same time ensure you work with integrity and hold the customer's interests at heart? Do you want to be surrounded by progressive, inspiring, diverse and supportive colleagues?

Then there is no better place to invest your talents than at ING.

About ING

With 65,000 employees and operations in approximately 40 countries, there is no shortage of opportunities for people with initiative who want to help people take a step ahead in life and in business.

Do you want to work at the cutting edge of what's possible and at the same time ensure you work with integrity and hold the customer's interests at heart? Do you want to be surrounded by progressive, inspiring, diverse and supportive colleagues?

Then there is no better place to invest your talents than at ING.

About ING Hubs

Following ING's strategic ambition to deliver a superior experience to its customers worldwide, the hubs network contributes to fostering efficiency and digitalization across ING. Providing concentrated expertise along with scalable and sustainable solutions, the hubs focus on straight-through processing, delivering automated services like software development, data management and retail operations.

Present in Poland, Romania, Slovakia, the Philippines, Türkiye and Spain, ING Hubs employ more than 13,000 professionals in domains such as software development, data management, operations and non-financial risk.

ING Hubs Türkiye is looking for talents to join an international network of professionals. Building on an existing framework and shared mission, our up‑coming team will bring its unique personality and skills set to provide borderless services with bank‑wide capabilities.

We value strong work ethics, knowledge sharing and flexibility in our way of working – it is both our promise to you and what we look for in new colleagues.