Design and run rigorous experiments using causal inference, A/B testing, and offline evaluation ... Industry experience in ads, recommendation, or user understanding systems (internship experience ...
Design and run rigorous experiments using causal inference, A/B testing, and offline evaluation ... Industry experience in ads, recommendation, or user understanding systems (internship experience ...
Design and run rigorous experiments using causal inference, A/B testing, and offline evaluation ... Industry experience in ads, recommendation, or user understanding systems (internship experience ...
Design and run rigorous experiments using causal inference, A/B testing, and offline evaluation ... Industry experience in ads, recommendation, or user understanding systems (internship experience ...
Machine Learning Engineer, Next-Generation Recommendation Systems (New Grad / PhD)
New York, NY · On-site
Design and run rigorous experiments using causal inference, A/B testing, and offline evaluation ... Industry experience in ads, recommendation, or user understanding systems (internship experience ...
Machine Learning Engineer, Next-Generation Recommendation Systems (New Grad / PhD)
New York, NY · On-site
Design and run rigorous experiments using causal inference, A/B testing, and offline evaluation ... Industry experience in ads, recommendation, or user understanding systems (internship experience ...
Design and run rigorous experiments using causal inference, A/B testing, and offline evaluation ... Industry experience in ads, recommendation, or user understanding systems (internship experience ...
Design and run rigorous experiments using causal inference, A/B testing, and offline evaluation ... Industry experience in ads, recommendation, or user understanding systems (internship experience ...
Data Scientist, Core Data - PhD (2026)
San Francisco, CA · On-site +1
$170K/yr
You will also help craft how we measure AI-powered features through causal inference and ... Snowflake) through research or internships * Ability to communicate technical concepts clearly to ...
Data Scientist, Core Data - PhD (2026)
San Francisco, CA · On-site +1
$170K/yr
You will also help craft how we measure AI-powered features through causal inference and ... Snowflake) through research or internships * Ability to communicate technical concepts clearly to ...
You will also help craft how we measure AI-powered features through causal inference and ... Snowflake) through research or internships * Ability to communicate technical concepts clearly to ...
You will also help craft how we measure AI-powered features through causal inference and ... Snowflake) through research or internships * Ability to communicate technical concepts clearly to ...
Overview We are looking for interns to join Instacart's Economics team. The ideal candidate for ... Expertise in causal inference with observational and experimental data. * Expertise in Python or R ...
Overview We are looking for interns to join Instacart's Economics team. The ideal candidate for ... Expertise in causal inference with observational and experimental data. * Expertise in Python or R ...
Applied Scientist Intern - Monetization Technology - Global Frontier Tech Recruitment Program - 2...
San Jose, CA · On-site
$60/hr
... and causal inference. We tackle extreme challenges of trillion-level features and millisecond ... Interns have day one access to health insurance, life insurance, wellbeing benefits and more.
Applied Scientist Intern - Monetization Technology - Global Frontier Tech Recruitment Program - 2...
San Jose, CA · On-site
$60/hr
... and causal inference. We tackle extreme challenges of trillion-level features and millisecond ... Interns have day one access to health insurance, life insurance, wellbeing benefits and more.
Software Development Engineer - Big Data Analytics, Measurement, AdTech and Data Science
Boulder, CO · On-site
$57.75 - $76.50/hr
... causal inference - Adapt to evolving technical environments and devise creative solutions to ... non-internship design or architecture (design patterns, reliability and scaling) of new and ...
Software Development Engineer - Big Data Analytics, Measurement, AdTech and Data Science
Boulder, CO · On-site
$57.75 - $76.50/hr
... causal inference - Adapt to evolving technical environments and devise creative solutions to ... non-internship design or architecture (design patterns, reliability and scaling) of new and ...
We also have a causal inference machine learning model that estimates advertisements' causal impact ... BASIC QUALIFICATIONS - 3+ years of non-internship professional software development experience - 2+ ...
We also have a causal inference machine learning model that estimates advertisements' causal impact ... BASIC QUALIFICATIONS - 3+ years of non-internship professional software development experience - 2+ ...
Post Doctoral Fellow - Biostatistics and Data Science
Baltimore, MD · On-site
$48K - $66K/yr
... ML-based causal inference models for real-world evidence applications (e.g., target trial ... Relevant experience may include research, teaching, clinical duties, internships, or other work in ...
Post Doctoral Fellow - Biostatistics and Data Science
Baltimore, MD · On-site
$48K - $66K/yr
... ML-based causal inference models for real-world evidence applications (e.g., target trial ... Relevant experience may include research, teaching, clinical duties, internships, or other work in ...
We're now looking for AI, NLP, Machine Learning, Data Science, and Math PhD Interns to work ... causal inference, and other related disciplines * Programming skills and familiarity of modern ML ...
We're now looking for AI, NLP, Machine Learning, Data Science, and Math PhD Interns to work ... causal inference, and other related disciplines * Programming skills and familiarity of modern ML ...
To thrive in this role, you have * 5-7 years in data-focused roles (post-internship), building ... causal inference) E2E to guide decision making. * Expertise in SQL - you innately translate ...
To thrive in this role, you have * 5-7 years in data-focused roles (post-internship), building ... causal inference) E2E to guide decision making. * Expertise in SQL - you innately translate ...
Internships at TikTok aim to offer students industry exposure and hands-on experience. Watch your ... causal inference, uplift model, and deep learning. • Experience in managing projects. Preferred ...
Internships at TikTok aim to offer students industry exposure and hands-on experience. Watch your ... causal inference, uplift model, and deep learning. • Experience in managing projects. Preferred ...
To thrive in this role, you have * 5-7 years in data-focused roles (post-internship), building ... causal inference) E2E to guide decision making. * Expertise in SQL - you innately translate ...
To thrive in this role, you have * 5-7 years in data-focused roles (post-internship), building ... causal inference) E2E to guide decision making. * Expertise in SQL - you innately translate ...
Internships at TikTok aim to offer students industry exposure and hands-on experience. Turn your ... and other causal inference methods to evaluate the model's performance and promote the ...
Internships at TikTok aim to offer students industry exposure and hands-on experience. Turn your ... and other causal inference methods to evaluate the model's performance and promote the ...
Data Science PhD Intern
Kirkland, WA · On-site
We're now looking for AI, NLP, Machine Learning, Data Science, and Math PhD Interns to work ... causal inference, and other related disciplines * Programming skills and familiarity of modern ML ...
Data Science PhD Intern
Kirkland, WA · On-site
We're now looking for AI, NLP, Machine Learning, Data Science, and Math PhD Interns to work ... causal inference, and other related disciplines * Programming skills and familiarity of modern ML ...
... interns, and postdoctoral fellows. Our success in each of these areas depends on an interactive ... • Causal inference • Computational neuroscience • Ecological momentary assessment • ...
... interns, and postdoctoral fellows. Our success in each of these areas depends on an interactive ... • Causal inference • Computational neuroscience • Ecological momentary assessment • ...
... interns, and postdoctoral fellows. Our success in each of these areas depends on an interactive ... Statistical methods for imaging Genetics Multivariate methods Causal inference Computational ...
... interns, and postdoctoral fellows. Our success in each of these areas depends on an interactive ... Statistical methods for imaging Genetics Multivariate methods Causal inference Computational ...
Frontend Engineer Project Intern (TikTok Multimedia Arch) - 2026 (BS/MS)
San Jose, CA · On-site
$45/hr
... causal inference analysis etc. As a project intern, you will have the opportunity to engage in ... Interns have day one access to health insurance, life insurance, wellbeing benefits and more.
Frontend Engineer Project Intern (TikTok Multimedia Arch) - 2026 (BS/MS)
San Jose, CA · On-site
$45/hr
... causal inference analysis etc. As a project intern, you will have the opportunity to engage in ... Interns have day one access to health insurance, life insurance, wellbeing benefits and more.
Internship Causal Inference information
See salary details
$9.13 - $10.47
2% of jobs
$10.47 - $11.80
2% of jobs
$11.80 - $13.13
3% of jobs
$13.13 - $14.47
17% of jobs
$14.55 is the 25th percentile. Wages below this are outliers.
$14.47 - $15.80
18% of jobs
The median wage is $16.51 / hr.
$15.80 - $17.13
16% of jobs
$17.13 - $18.47
11% of jobs
$18.89 is the 75th percentile. Wages above this are outliers.
$18.47 - $19.80
20% of jobs
$19.80 - $21.13
6% of jobs
$21.13 - $22.47
3% of jobs
$22.47 - $23.80
2% of jobs
$9
$17
$23
How much do internship causal inference jobs pay per hour?
What types of projects and team collaborations can I expect during an Internship in Causal Inference?
What are the key skills and qualifications needed to thrive as an Internship Causal Inference, and why are they important?
What is the difference between Internship Causal Inference vs Data Analyst?
| Aspect | Internship Causal Inference | Data Analyst |
|---|---|---|
| Required Credentials | Undergraduate or graduate in statistics, economics, or related fields | Degree in statistics, data science, or related fields |
| Work Environment | Research-focused, often in academia or research institutions | Business, corporate, or consulting settings |
| Employer & Industry Usage | Universities, research labs, tech companies | Finance, marketing, healthcare, tech companies |
| Comparison Search Intent | Understanding causal inference techniques during internships | Analyzing data to inform business decisions |
Internship Causal Inference roles focus on applying statistical methods to identify cause-effect relationships, often in research settings. Data Analyst roles involve interpreting data to support business strategies. While both require analytical skills, causal inference internships emphasize research and advanced statistical techniques, whereas data analyst positions focus on data processing and reporting.
What is an Internship in Causal Inference?

Machine Learning Engineer, Next-Generation Recommendation Systems (New Grad / PhD)
Unity TechnologiesMountain View, CA
Other
Medical, Life, Retirement, PTO
Posted 5 days ago
Job description
The opportunity
Unity's Vector AI team builds the machine learning systems that decide which ads reach which players - across billions of monthly users on the world's leading game engine. Recommendation and ranking systems are the core of this work: predicting user value, optimizing bids, and delivering outcomes for advertisers at massive scale.
We are building the next generation of these systems. The frontier has shifted - large language models, reinforcement learning from human feedback, and agentic AI are reshaping what recommendation systems can do. We are looking for PhD graduates who have worked at that frontier and want to bring those ideas into production systems that matter.
What you'll be doing
- Design, build, and evaluate next-generation ranking and recommendation models that incorporate LLMs, RLHF, and preference learning to improve ad relevance and user experience.
- Develop user understanding systems - conversion prediction, behavioral modeling, and value estimation - that operate across billions of impressions.
- Apply reinforcement learning and optimization techniques to bidding strategy, auction dynamics, and real-time ad delivery.
- Design and run rigorous experiments using causal inference, A/B testing, and offline evaluation frameworks to measure and improve model quality.
- Partner with engineering to bring research ideas into production, working across the full pipeline from training data to deployed model.
- Communicate findings clearly to technical and non-technical stakeholders across engineering, product, and business teams.
What we're looking for
- PhD in Computer Science, Machine Learning, Statistics, or a related field (graduating 2026 or recent graduate).
- Strong research foundations in one or more of: recommendation systems, reinforcement learning, LLM post-training or alignment, human-AI collaboration, probabilistic modeling, or optimization.
- Experience working with large-scale data and ML systems, whether through research or industry internships.
- Fluency in Python; familiarity with ML frameworks such as PyTorch or TensorFlow.
- A track record of rigorous, high-quality research - publications at top venues (NeurIPS, ICML, ICLR, KDD, RecSys, ACL, WWW, or similar) are a strong signal.
- Strong written and verbal communication skills - able to make complex ideas accessible across technical and non-technical audiences.
You might also have
- Industry experience in ads, recommendation, or user understanding systems (internship experience counts).
- Hands-on experience with production ML pipelines - training at scale, feature engineering, or experimentation infrastructure.
- Experience applying LLMs or generative models to ranking, retrieval, or structured prediction problems.
- Familiarity with agentic AI approaches - multi-step reasoning, tool use, or human-AI collaboration frameworks.
- Exposure to causal inference, uplift modeling, or A/B testing at scale.
- Genuine curiosity about applied research and the drive to see ideas through to impact.
Additional information
- Relocation support is not available for this position
Benefits
At Unity, we want our team members to thrive. We offer a wide range of benefits designed to support well-being and work-life balance.
Please note: Benefits eligibility, specific offerings, and coverage vary based on the country and employment status.
While specific benefits vary, here are some of the ways we strive to take care of our eligible team members globally: Comprehensive health, life, and disability insurance | Commute subsidy | Employee stock ownership | Competitive retirement/pension plans | Generous vacation and personal days | Support for new parents through leave and family-care programs | Office food snacks | Mental Health and Wellbeing programs and support | Employee Resource Groups | Global Employee Assistance Program | Training and development programs | Volunteering and donation matching program
Life at Unity
Unity [NYSE: U] is the world's leading game engine, powering play for more than 3 billion consumers each month. The top mobile games in the world, the most played PC indie titles, the most innovative console games, and virtually all of the top XR and Web Games are developed, deployed, and grown in Unity. Unity also enables teams across industries like automotive, manufacturing, and healthcare to design, simulate, and collaborate in 3D - closing the gap between ideas and reality. For more information, please visit www.unity.com.
Unity is a proud equal opportunity employer. We are committed to fostering an inclusive, innovative environment and celebrate our employees across age, race, color, ancestry, national origin, religion, disability, sex, gender identity or expression, sexual orientation, or any other protected status in accordance with applicable law. Our differences are strengths that enable us to support the growing and evolving needs of our customers, partners, and collaborators. If you have a disability that means there are preparations or accommodations we can make to help ensure you have a comfortable and positive interview experience, please fill out this form to let us know.
This position requires the incumbent to have a sufficient knowledge of English to have professional verbal and written exchanges in this language since the performance of the duties related to this position requires frequent and regular communication with colleagues and partners located worldwide and whose common language is English.
Headhunters and recruitment agencies may not submit resumes/CVs through this website or directly to managers. Unity does not accept unsolicited headhunter and agency resumes. Unity will not pay fees to any third-party agency or company that does not have a signed agreement with Unity.
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