# Experimentation

Skill · Data Science, Analytics and AI/ML

Canonical page: https://career.thegoodapps.co/skills/experimentation

Experimentation refers to the systematic practice of testing hypotheses through controlled trials, such as A/B tests or randomized controlled experiments, to determine cause-and-effect relationships. It is widely used by product managers, data scientists, and growth teams to validate whether changes to a product, feature, or process actually improve target metrics before wide rollout.

## Experimentation in the job market

- Open roles: 18
- Employers hiring: 15
- Last checked: September 13, 2026

## Asked for alongside Experimentation

Measured from the 18 open roles that name Experimentation, not from a curated list.

- [Python](https://career.thegoodapps.co/skills/python) — 7 roles (38.9%)
- [SQL](https://career.thegoodapps.co/skills/sql) — 7 roles (38.9%)
- [Data Analysis](https://career.thegoodapps.co/skills/data-analysis) — 5 roles (27.8%)
- [Machine Learning](https://career.thegoodapps.co/skills/machine-learning) — 5 roles (27.8%)
- [R](https://career.thegoodapps.co/skills/r) — 4 roles (22.2%)
- [Artificial Intelligence (AI)](https://career.thegoodapps.co/skills/artificial-intelligence-ai) — 3 roles (16.7%)
- [Product Strategy](https://career.thegoodapps.co/skills/product-strategy) — 3 roles (16.7%)
- [Statistical Modeling](https://career.thegoodapps.co/skills/statistical-modeling) — 3 roles (16.7%)

## Roles that use Experimentation

- [Data Scientist](https://career.thegoodapps.co/occupations/data-scientist) — 5
- [Product Manager](https://career.thegoodapps.co/occupations/product-manager) — 4
- [Business Analyst](https://career.thegoodapps.co/occupations/business-analyst) — 1
- [Data Analyst](https://career.thegoodapps.co/occupations/data-analyst) — 1
- [Engineering Manager](https://career.thegoodapps.co/occupations/engineering-manager) — 1
- [Marketing Analyst](https://career.thegoodapps.co/occupations/marketing-analyst) — 1

## Employers hiring for Experimentation

- [Duolingo](https://career.thegoodapps.co/organizations/duolingo) — 3 open roles
- [Intuit](https://career.thegoodapps.co/organizations/intuit) — 2 open roles
- [A-dec](https://career.thegoodapps.co/organizations/a-dec) — 1 open role
- [Bend Studio](https://career.thegoodapps.co/organizations/bend-studio) — 1 open role
- [CharacterAI](https://career.thegoodapps.co/organizations/characterai) — 1 open role
- [Circle](https://career.thegoodapps.co/organizations/circle) — 1 open role

Related skills: [A/B Testing](https://career.thegoodapps.co/skills/a-b-testing), [Growth Hacking](https://career.thegoodapps.co/skills/growth-hacking), [Experimentation Strategy](https://career.thegoodapps.co/skills/experimentation-strategy), [Statistical Analysis](https://career.thegoodapps.co/skills/statistical-analysis)

## Open roles requiring Experimentation (18)

- [Scientist, Principal](https://career.thegoodapps.co/jobs/d4808691-c1f1-48dc-b45b-5306b21a0efc/scientist-principal-at-a-dec) at [A-dec](https://career.thegoodapps.co/organizations/a-dec) — Newberg, OR
- [Principal Applied Data Scientist - Search and Browse (NLP, Vector Search, LLMs)](https://career.thegoodapps.co/jobs/81aac289-515f-4c92-bc09-c5e36f403816/principal-applied-data-scientist-search-and-browse-nlp-vector-search-llms-at) at [Target](https://career.thegoodapps.co/organizations/target) — Full-time, $168,000 – $356,000
- [Manager, Marketing Science](https://career.thegoodapps.co/jobs/f5f2ad29-47a3-44a5-9d0b-9fc8c2800cd2/manager-marketing-science-at-the-home-depot) at [The Home Depot](https://career.thegoodapps.co/organizations/the-home-depot) — Atlanta, GA
- [Staff Data Scientist - Payments](https://career.thegoodapps.co/jobs/ffbbe7bb-6ce7-49e6-82e7-076a49d413cd/staff-data-scientist-payments-at-circle) at [Circle](https://career.thegoodapps.co/organizations/circle) — San Francisco, CA · Remote, $195,000 – $257,500
- [Senior Developer Advocate, AI](https://career.thegoodapps.co/jobs/bd34c25d-911a-4cb2-97c9-fa1e7dbfbeab/senior-developer-advocate-ai-at-launchdarkly) at [LaunchDarkly](https://career.thegoodapps.co/organizations/launchdarkly) — Full-time, Oakland, CA, $152,000 – $210,000
- [Senior Data Science Manager, User Growth](https://career.thegoodapps.co/jobs/c2e6287f-5e71-4ade-970b-2f7464368491/senior-data-science-manager-user-growth-at-duolingo) at [Duolingo](https://career.thegoodapps.co/organizations/duolingo) — New York, NY, $204,000 – $306,000
- [Lead/Principal Product Manager, Growth](https://jobs.ashbyhq.com/helpscout/c7efec74-e8f7-428f-8c33-be4e7097b2cd/application) at [Help Scout](https://career.thegoodapps.co/organizations/help-scout) — Full-time, United States · Remote, $172,000 – $248,000 (listed on Help Scout's own careers site)
- [Staff Data Scientist – Voice of the Customer (VoC)](https://career.thegoodapps.co/jobs/096d1451-f878-4d11-8252-2b488873f591/staff-data-scientist-voice-of-the-customer-voc-at-intuit) at [Intuit](https://career.thegoodapps.co/organizations/intuit) — San Diego, CA, $185,500 – $251,000
- [Product Director, Cooking](https://job-boards.greenhouse.io/thenewyorktimes/jobs/4710661005) at [The New York Times Company](https://career.thegoodapps.co/organizations/the-new-york-times-company) — Full-time, New York, NY, $170,000 – $200,000 (listed on The New York Times Company's own careers site)
- [Manager, Engineering - Data Science](https://career.thegoodapps.co/jobs/d05b162f-21ef-48d2-8b75-055462e5252d/manager-engineering-data-science-at-ltk) at [LTK](https://career.thegoodapps.co/organizations/ltk) — Full-time, United States

All 18 open roles: https://career.thegoodapps.co/jobs?skills=4d3d42e9-a46b-44c1-802d-4cbd23bad743