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Everything You Need to Know About Data & ML Roles

Career paths, salaries, required skills, and how to land your next opportunity

About Data & ML Development

Data and ML engineers transform raw information into business intelligence and intelligent systems. From building robust pipelines to deploying production ML models, these roles sit at the intersection of engineering and applied mathematics.

Data & ML Career Path

1

Junior

0-2 yrs

Build pipelines. Clean data. Support analysts.

2

Mid-Level

2-5 yrs

Design data models. Deploy models. Own domains.

3

Senior

5-8 yrs

Architect data platforms. Lead ML initiatives.

4

Staff/Principal

8+ yrs

Org-wide data strategy. Research to production.

Data & ML Skills & Technologies

Must Have

PythonSQLPandas/NumPyData PipelinesStatisticsGit

Nice to Have

SparkAirflow/DagsterPyTorch/TensorFlowdbtCloud PlatformsKubernetes

Emerging

LLM/RAG SystemsFeature StoresMLOps PlatformsReal-time ML

What Data & ML Hiring Managers Look For

Beyond technical skills, these are the qualities that separate candidates who get offers from those who don't.

  • Production ML experience, not just notebooks
  • Strong software engineering fundamentals
  • Understanding of data quality and governance
  • Ability to communicate findings to non-technical stakeholders
  • Pragmatism about when ML is (and isn't) the right solution

How TalentProfile Matches You to Data & ML Jobs

Traditional job boards make you search through thousands of listings. We flip the model: upload your CV once, and let AI find the roles that actually match your skills.

1. Upload Your CV

Drop your resume once. Our AI extracts your skills, experience level, and tech stack automatically.

2. AI Matches You

We scan thousands of data & ml jobs daily and score them against your profile—not just keywords, but real skill matching.

3. Get Matched

Receive personalized job matches at your preferred frequency—daily digest, weekly summary, or instant alerts.

Common Data & ML Career Questions

Find Your Next Data & ML Role

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