IBM

Associate Data Scientist 2027 - AI & Data Analytics

IBM$80K — $95K *
Information Technology
Less than 5 years of experience
Job Overview by Ladders

Qualifications

  • Strong background in mathematics, statistics, and computer science.
  • Familiarity with programming languages like Python, SQL, or R.
  • Foundational understanding of machine learning and AI concepts, including GenAI and agentic AI.
  • Basic knowledge of cloud environments and data platforms like AWS or Azure.
  • Excellent problem-solving, debugging, and teamwork skills.
  • Willingness to travel up to 100% based on project needs.

Responsibilities

  • Prepare, cleanse, and analyze various data types for analytics and AI workflows.
  • Implement and validate predictive and statistical models focused on client outcomes.
  • Design experiments and metrics to evaluate model performance and business impact.
  • Build workflows for GenAI and agentic AI, ensuring quality of generated responses.
  • Collaborate in an Agile environment with cross-functional teams to address client challenges.
  • Communicate with stakeholders to gather business requirements and explain model results clearly.

Benefits

  • Comprehensive healthcare benefits including medical, dental, vision, and mental health coverage.
  • Financial programs such as 401(k), pension plan, and employee stock purchase options.
  • Generous paid time off including holidays, vacation, and parental leave.
  • Access to personalized training and educational resources for skill development.
  • Inclusion in diverse employee resource groups and community engagement opportunities.
Full Job Description
Your role and responsibilities

As an Associate Data Scientist, you will help solve business problems using statistics, machine learning, and data science techniques while contributing to generative AI and agentic AI workflows, along with open-source tools such as Python, R, and TensorFlow, IBM tools, and AI application suites. You will prepare, analyze, and understand data to deliver insight, predict emerging trends, evaluate model and workflow performance, and provide recommendations to stakeholders.

Collaborating closely with diverse teams, you will help select appropriate modeling approaches, identify the critical data needed for analysis, and translate complex model results into clear recommendations for technical and non-technical audiences.

In your role, you may be responsible for:
  • Prepare, cleanse, join, and analyze structured, semi-structured, and unstructured data for analytics, machine learning, GenAI, and agentic AI workflows.
  • Implement and validate predictive, prescriptive, statistical, and machine learning models with a focus on measurable client and business outcomes.
  • Design experiments, features, prompts, evaluation datasets, metrics, and tests to assess model outputs, workflow accuracy, reliability, bias, and business value.
  • Build GenAI, RAG, and agentic AI workflows by evaluating retrieval quality, grounding, generated responses, tool-use outcomes, and end-to-end agent performance.
  • Work in an Agile, collaborative environment with data scientists, data engineers, AI engineers, consultants, architects, and database administrators to bring analytical rigor and responsible AI practices to client challenges.
  • Communicate with internal and external clients to understand business needs, selectappropriate modelingtechniques, and explain assumptions, limitations, and recommendations.
  • Evaluate modeling results and present insights clearly to technical and non-technical audiences, translating findings into practical actions.


Required education

High School Diploma/GED

Preferred education

Bachelor's Degree

Required technical and professional expertise

  • Strong fundamentals in mathematics, statistics, computer science, algorithms, and analytical reasoning.
  • Familiarity with programming language such as Python, SQL, R, or similar.
  • Foundational understanding of predictive modeling, prescriptive modeling, statistical methods, machine learning,GenAIand Agentic AI.
  • Basic understanding of cloud environments, data platforms, or AI platforms such as AWS, Azure, Google Cloudor similar.
  • Strong technical and analytical abilities, problem solving, debugging, troubleshooting, teamwork, and communication skills.
  • Willingness to travel up to 100%, based on project requirements.


Preferred technical and professional experience

  • Bachelor's degree in a related field such as Computer Science, Data Science, Statistics, Mathematics, MIS, Engineering, AI/ML, or another quantitative field.
  • Coursework, projects, internship experience, or portfolio work involving data science, machine learning, analytics, GenAIand Agentic AI.
  • Familiarity with LLMs, embeddings, vector databases, retrieval systems, prompt workflows, RAG, model behavior evaluation, and AI agent workflow patterns.
  • Exposure to orchestration and agentic AI frameworks such asLangChain,LangGraph,LlamaIndex, Semantic Kernel, AutoGen, MCP-based tooling, or similar tools.
  • Understanding of Git, containers, APIs, testing frameworks, CI/CD, MLOps, LLMOps, observability, model monitoring, data governance, privacy, security, or responsible AI practices.


OTHER RELEVANT JOB DETAILS

IBM offers a competitive and comprehensive benefits program. Eligible employees may have access to:

- Healthcare benefits including medical & prescription drug coverage, dental, vision, and mental health & well being

- Financial programs such as 401(k), cash balance pension plan, the IBM Employee Stock Purchase Plan, financial counseling, life insurance, short & long- term disability coverage, and opportunities for performance based salary incentive programs

- Generous paid time off including 12 holidays, minimum 56 hours sick time, 120 hours vacation, 12 weeks parental bonding leave in accordance with IBM Policy, and other Paid Care Leave programs. IBM also offers paid family leave benefits to eligible employees where required by applicable law

- Training and educational resources on our personalized, AI-driven learning platform where IBMers can grow skills and obtain industry-recognized certifications to achieve their career goals

- Diverse and inclusive employee resource groups, giving & volunteer opportunities, and discounts on retail products, services & experiences

We consider qualified applicants with criminal histories, consistent with applicable law.

This position was posted on the date cited in the key job details section and is anticipated to remain posted for 21 days from this date or less if not needed to fill the role.

IBM will not be providing visa sponsorship for this position now or in the future. Therefore, in order to be considered for this position, you must have the ability to work without a need for current or future visa sponsorship.

The compensation range and benefits for this position are based on a full-time schedule for a full calendar year. The salary will vary depending on your job-related skills, experience and location. Pay increment and frequency of pay will be in accordance with employment classification and applicable laws. For part time roles, your compensation and benefits will be adjusted to reflect your hours. Benefits may be pro-rated for those who start working during the calendar year.

About IBM

Sequent Computer Systems designs and manufactures multiprocessing computer systems based on Cache Coherent Non-Uniform Memory Access architecture, which are used primarily as application and database servers for commercial applications. Through a partnership with Oracle Corporation, Sequent became a dominant high-end UNIX platform in the late 1980s and early 1990s. Later it introduced a next-generation high-end platform for UNIX and Windows NT based on non-uniform memory access architecture, NUMA-Q. Sequent Computer Systems, Inc. was incorporated in 1983 and is based in Beaverton, Oregon. In July 1999 Sequent Computer Systems, Inc. was acquired by International Business Machines Corp.

IBM Careers

Joining IBM presents a prime opportunity to be part of our global team of professionals, leading the way in technological innovation and business solutions. At IBM, we offer more than just job opportunities; we provide a platform for growth, leadership development, and a chance to be at the forefront of industry innovation. Work You’ll Do At IBM, your work impacts global markets and helps reshape industries. As part of our team, you will contribute to projects that harness the power of cloud computing, AI, and blockchain technologies. With IBM, you are positioned to lead in the marketplace, leveraging our deep industry expertise and commitment to digital innovation. Transform Your Career IBM is not just a company; it's a culture of innovation and leadership. We are committed to diversity and providing an inclusive environment where all professionals can thrive. Joining IBM means being part of a team that values your unique skills and perspectives. IBM offers a variety of career paths, including full-time positions and internships, that allow you to explore your interests and develop new skills. Our professional development programs are designed to help you grow at every stage of your career, featuring robust training, certification support, and opportunities for advancement. Innovate with Us Engage in work that matters with a team of over 350,000 IBMers worldwide, driving progress in over 170 countries. At IBM, innovation isn’t just about technology, it’s about transforming how businesses operate and compete. Your work will deliver solutions that anticipate and fulfill the needs of our clients in an ever-evolving landscape. Be Part of a Great Team IBMers are diverse, talented, and globally connected. You’ll collaborate with thought leaders and industry experts who are shaping the future of technology. Our culture fosters creativity, teamwork, and the continuous pursuit of excellence. Networking and Professional Growth IBM is deeply invested in the professional growth of its employees. We encourage networking within the company to foster connections that can lead to greater innovation and career advancement. Our leadership is committed to providing every employee with the tools they need to succeed, from mentorship programs to diversity training. Explore Job Opportunities Whether you’re looking for an internship, a graduate role, or a leadership position, IBM offers a range of career opportunities. Our hiring process is designed to be transparent and fair, providing you with all the resources you need to succeed in your interview and resume preparation. Stay Connected Join Our Team Discover the various positions available that match your skills and interests. At IBM, we look for passionate, curious, and solution-driven team players. Explore our open positions and find where you can make a difference. Keep Up to Date Stay informed with career tips, insider perspectives, and industry-leading insights you can put to use today—all from the people who work here. Job Alert Emails Customize your subscription to receive job alerts, the latest news, and insider tips tailored to your preferences. See what exciting and rewarding opportunities await at IBM. Join IBM and be part of a legacy of leadership and innovation. Shape your future and build a career designed to last.
Learn more about IBM
Size
307,600 employees
Market Cap
$128 billion
Industry
Net Income
$5.5 billion
Founded
1911
5 Year Trend
-6.4%
Revenue
$73.6 billion
NASDAQ

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