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Data Science Test

Data Science brings together mathematics, programming, and domain understanding to turn raw data into actionable intelligence. The Data Science Test evaluates your ability to apply analytical reasoning, build predictive models, and interpret results that support real business decisions.

Duration (Customizable)

14 min

Skills Covered

4

Trusted by 1,000+ professionals worldwide

About the Data Science Test

This assessment reflects the full data science workflow — from statistical foundations to machine learning implementation and model evaluation. Each question tests a blend of technical capability and applied problem-solving skills.

You’ll be evaluated across four key areas:

  • Probability and Statistics
    Apply statistical reasoning, hypothesis testing, distributions, and sampling concepts that support sound inference and predictive analysis.

  • Machine Learning Fundamentals
    Understand learning paradigms, model assumptions, overfitting vs. underfitting, and the role of training data, validation, and generalization.

  • Modeling Techniques and Algorithms
    Work with supervised and unsupervised methods such as regression, classification, clustering, and tree-based learning. Select appropriate algorithms and tune hyperparameters for performance.

  • Data Analysis and Evaluation
    Clean and explore datasets, engineer features, and evaluate model results using metrics like RMSE, accuracy, precision-recall, ROC-AUC, silhouette score, and cross-validation.

This is where mathematical rigor meets practical execution — proving you can derive real insights and value from data.

Covered Skills

Probability and Statistics

Machine Learning Fundamentals

Modeling Techniques and Algorithms

Data Analysis and Evaluation

Test Details


Type

Role specific skills


Languages

English


Duration

14 minutes


Difficulty

Intermediate

Recommended Job Roles to Use the Data Science

Ideal for candidates in data-focused careers who need to demonstrate strong analytics and predictive modeling skills. Particularly useful in hiring processes requiring end-to-end data science capability.

Data Scientist
Machine Learning Engineer
Quantitative Analyst
Research Scientist
Data Analyst (advanced)
AI/ML Practitioner

Enhance Decision-Making with TestTrick's Data Science Detailed and Advanced Reports

Enhance your recruitment process with the most comprehensive Data Science and gain access to detailed and advanced reports. Utilize the Test to efficiently hire the perfect candidates 20x faster. Simplify your hiring process with our accessible solutions!

Data Science Report Preview

Transform Your Hiring Process with Data Science Test

ASSESSMENT LIBRARY

Built-in & Customizable Assessments for Every Role

Get started instantly with 400+ ready-to-use tests designed by industry experts or create your own from scratch:
400+ Pre-Built Tests – covering cognitive, coding, and role-based assessments.
Create Custom Tests – tailor questions and formats to match your exact hiring needs.
Scientifically Validated Content – every built-in test is reviewed by subject matter experts for accuracy and fairness.
Flexible Question Types – from multiple choice to coding simulations, design assessments your way.
Assessment library
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Brand Your Assessments, Your Way

Deliver a consistent and professional candidate experience that reflects your company's brand identity:
White-Label Experience – remove TestTrick branding and showcase your logo, colors, and tone.
Branded Communication – personalize email invites, landing pages, and candidate follow-ups.
Employer Branding Advantage – strengthen candidate trust and present your company as an employer of choice.
Professional Presentation – turn every assessment into a powerful reflection of your brand.
Branded assessments
AUTOMATION

Automated Scoring & Smart Candidate Management

Spend less time managing logistics and more time making data-driven hiring decisions:
Bulk Invitations & Smart Scheduling – invite hundreds of candidates in one go and set automated reminders.
Automatic Scoring – get instant results the moment candidates complete a test.
AI-Powered Insights – receive recommendations for top performers and borderline candidates.
Real-Time Reporting Dashboard – track progress, completion rates, and detailed results in one place.
Automated scoring
AI-POWERED PROCTORING

AI-Powered Proctoring for Fair & Secure Assessments

TestTrick ensures integrity in every assessment with advanced AI-driven monitoring:
Smart Candidate Monitoring – AI-based face detection, absentee tracking, and dual-screen detection.
Activity Tracking – screen & webcam recording, plus tab-switch monitoring to flag suspicious behavior.
Code Safety Controls – copy-paste disabling and detection of pasted code to ensure original work.
Real-Time Alerts & Reports – suspicious actions are flagged instantly, giving you confidence in results.
AI Proctoring

A Step-by-Step Process With Our Talent Assessment Software

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Set Up

Pick from our test library or build custom assessments for any job role.

Invite Candidates

Send assessments directly through your ATS or any other platform in a few clicks.

Track Performance

Use score cards or reports to review scores, code playback, and behavior logs.

Make Decisions

Collaborate with your team to compare results, spot skills gaps, and select candidates with confidence.

Related tests

Advanced Proctoring Features

Comprehensive AI-powered monitoring and security features to maintain test integrity

Face Detection

AI-based Face Detection

Advanced AI detects and verifies candidate's face throughout the test, flagging multiple faces or absence to prevent impersonation.

Dual Monitor

Dual Screen Detection

Monitors and alerts when candidates use multiple screens or external monitors, marking violations for review.

Code Paste

Code Paste Detection

Tracks when candidates paste pre-written code instead of typing their own and flags the behavior for review.

Screen Recording

Screen Recording

Captures screen activity and screenshots at intervals, allowing proctors to review unauthorized software use or suspicious behavior.

Webcam Monitoring

Webcam Monitoring

Takes camera shots at intervals to ensure continuous monitoring of identity and environment, preventing external help.

Tab Proctoring

Tab Proctoring

Detects and flags when candidates switch between tabs or browsers to prevent searching for answers online.

Flag Suspicious

Flag Suspicious Candidates

Automatically identifies candidates exhibiting unusual behavior like extended absences, dual monitors, or copy-paste attempts.

Code Paste

Copy-Paste Disabling

Disables copy-paste function during assessments to ensure originality and fairness in candidate responses.

Absentee Monitoring

Absentee Monitoring

Tracks assessment attempts and duration to help identify delays, missed attempts, and monitor participation.

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