Data Science & Data Engineering Simulations for Pre-Employment Assessment
Scientifically evaluate data science and machine learning concepts
Programming simulation for Machine learning, data science and data engineering roles

Save precious interview time of data science experts in the organization

Combine with knowledge tests in associated skills such as Hadoop, Tableau, Hive, Spark, Mongo DB, etc.

Python or R programming with interpreter access in the test environment to test tests skills required.

Structured problems to test for skills such as wrangling and munging, ML workflow and ML algorithm implementation.

World's largest technical recruiter built a cutting-edge technology team using Automata

Data Science Competencies, Evaluated Accurately
Automata Data Science
Automata Data Engineering
Data Science Concepts
Data Engineering Concepts
Data Interpretation
Business Analysis
Truly anywhere, anytime online delivery with scheduling, reporting and proctoring

100% Cloud Based

Highly scalable assessment platform, deployable anywhere, anytime, and available in over a dozen languages

Mobile Ready

A device-agnostic solution, available on mobile phones (browser and app), tablets and computers

Automated Proctoring

In-built AI-powered automated remote proctoring capabilities leveraging webcams, browser controls, keystroke analytics, facial recognition and more

Proven Success, 100+ Job Roles, 5 M+ Candidates


Adhering­ to the global standards of reliability, we measure and report the standard error and Cronbach alpha of our pre-employment tests

Job Role Mapping (Mapped to O*NET)

Our recommendation engine, mapped to the Department of Labor ONET, identifies relevant Aspiring Minds tests and the required proficiency level for hundreds of job roles.

Criterion Validity

Our test scores show a validity of 0.30-0.55 with job performance with further improvement when language, personality, and functional skills tests are administered subsequently

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