Experimentation Framework

An experimentation framework lets you test various versions of a product or feature to discover which performs best. It's a systematic, data-driven method crucial for both product development and marketing. This approach helps in minimizing risks and enhancing user engagement by enabling informed decision-making through concrete data analysis.

  • Setting Objectives: Initially, you define clear goals. What do you aim to achieve with this experiment?

  • Developing Hypotheses: Next, you form hypotheses based on your objectives. What changes do you think might improve the product?

  • Creating Variations: Then, you design variations of your product that each address different hypotheses.

  • Executing Tests: You run these variations in a controlled experiment to gather data.

  • Analyzing Results: Finally, you analyze the results to see which variation met the objectives most effectively.

By systematically following these steps, you ensure that your product decisions are backed by solid data, reducing the guesswork and enhancing the chances of your product's success in the market. This process not only streamlines product development but also aligns it closely with user needs and preferences.

Examples of experimentation framework

  • A/B Testing: Imagine you run a tech company and decide to test two homepage designs. By tweaking elements like button placement and headline text, you can directly measure which design enhances user engagement by observing changes in conversion rates and time spent on the site.

  • Multivariate Testing: Suppose you manage an e-commerce store. You could apply multivariate testing to a product page by varying images, descriptions, and layouts. This method allows you to track how these changes affect purchase rates and customer feedback, helping you pinpoint the most effective configuration to boost sales.

  • Lean Hypothesis Testing: Consider you're at a startup, developing a new app feature. By creating a minimum viable product (MVP) and releasing it to a select group of users, you gather immediate feedback. This feedback informs whether the feature meets user needs and what iterations are necessary before a wider release, streamlining the development process.

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What builders love about us

OpenAI OpenAI
Brex Brex
Notion Notion
SoundCloud SoundCloud
Ancestry Ancestry
At OpenAI, we want to iterate as fast as possible. Statsig enables us to grow, scale, and learn efficiently. Integrating experimentation with product analytics and feature flagging has been crucial for quickly understanding and addressing our users' top priorities.
OpenAI
Dave Cummings
Engineering Manager, ChatGPT
Brex's mission is to help businesses move fast. Statsig is now helping our engineers move fast. It has been a game changer to automate the manual lift typical to running experiments and has helped product teams ship the right features to their users quickly.
Brex
Karandeep Anand
President
At Notion, we're continuously learning what our users value and want every team to run experiments to learn more. It’s also critical to maintain speed as a habit. Statsig's experimentation platform enables both this speed and learning for us.
Notion
Mengying Li
Data Science Manager
We evaluated Optimizely, LaunchDarkly, Split, and Eppo, but ultimately selected Statsig due to its comprehensive end-to-end integration. We wanted a complete solution rather than a partial one, including everything from the stats engine to data ingestion.
SoundCloud
Don Browning
SVP, Data & Platform Engineering
We only had so many analysts. Statsig provided the necessary tools to remove the bottleneck. I know that we are able to impact our key business metrics in a positive way with Statsig. We are definitely heading in the right direction with Statsig.
Ancestry
Partha Sarathi
Director of Engineering
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