Frame the investigation
Write down the renewal question and the observation period. Identify the analyst building the workflow and the specialist who understands the subscription lifecycle.
Scientist · Shared workspaces
Give the question a shared working context.
Bring the research question, datasets and analytical workflow into one place. Scientist helps analysts and domain specialists develop the same investigation, instead of trying to reconstruct it from separate files and final slides.
Shared workspaces
Investigate customer renewal patterns together
Set up a shared analysis of renewal activity using the account and subscription datasets.
Research question
Which account characteristics warrant closer renewal analysis?
Working datasets
Accounts · Subscriptions · Renewal events
Team workspace
Cohort workflow · Research notes · Review discussion
Keep the research question and its working material together.
Follow the investigation
A concrete path through the research.
A renewal study starts with more than a table. The team needs to agree on what counts as a renewal, which records belong in the population and what the comparison can reasonably explain.
Bring the working material together
Connect the account and subscription datasets to the analysis. Keep the cohort workflow and the notes needed to interpret its preparation choices in the shared context.
Review the question before the result
Ask collaborators to examine the eligibility definition. Resolve whether paused subscriptions belong in the study before interpreting differences between groups.
What to examine
Put the analytical choices in view.
The useful output is not just a completed run. It is an analysis whose inputs, assumptions and limits another researcher can question.
Question
Which account characteristics warrant further renewal research—not an immediate intervention?
Evidence
Account definitions, subscription events and the preparation path that connects them.
Handoff
A common study scope and a specific assumption for the next analytical run.
Scientist in the DO Stack
Take the research to the right next owner.
Coworker can help teams work with company knowledge around the research question. Scientist is where the analytical workflow develops. Decide which contextual material should enter the investigation and validate the transfer and access requirements.
What should we validate for implementation?
Confirm workspace membership, supported dataset access, sharing controls and retention for your deployment. A shared research context does not establish that every collaborator can access every underlying source.
What should the team bring to a first discussion?
Bring one research question, its source requirements, a relevant workflow and the review criteria. Confirm available capabilities, access and operating requirements before using sensitive material or applying a finding operationally.
Start with a question worth investigating.
Bring the question, the available data and the people who understand it. We’ll work through the analytical path, the review points and the implementation requirements.