Choose one point to resolve
Open the renewal workflow at its eligibility step. State the unresolved question: how should paused subscriptions enter this comparison?
Scientist · Live collaboration
Resolve assumptions in the analysis—not after it.
Work with colleagues while the workflow is evolving. Scientist brings collaboration into preparation, methods and interpretation, so a domain expert can challenge an analytical choice before it becomes a finding.
Live collaboration
Review a cohort definition with a domain specialist
Work through the renewal cohort workflow with the customer research team before comparing account groups.
Shared workflow
Renewal cohorts · Account eligibility
Discussion point
How should paused subscriptions enter the analysis?
Next revision
Update eligibility logic · Inspect affected records
Bring the subject-matter discussion into the working analysis.
Follow the investigation
A concrete path through the research.
A paused subscription might be excluded, classified separately or counted as eligible. Each choice changes the study population. A useful collaboration session ends with a definition the team can inspect in the workflow.
Connect domain knowledge to the logic
Discuss the business meaning of a pause, then revise the eligibility logic to reflect the study’s intended population.
Inspect what changed
Review affected records together. Make sure the revised definition does not silently mix temporary pauses with completed cancellations.
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.
Before the session
Bring a concrete disputed definition, the relevant operator and the records that reveal the ambiguity.
During the review
Separate the specialist’s business explanation from the analyst’s transformation choices.
After the revision
Identify the next run and the interpretation that still needs evidence.
Scientist in the DO Stack
Take the research to the right next owner.
Flow can organize a consequential review or follow-up arising from the research. Keep collaboration on the analysis in Scientist and business authorization with its named owner; confirm how review context will be handed over.
What should we validate for implementation?
Validate supported simultaneous editing and execution behavior, conflict handling and collaborator permissions. Do not assume a specific concurrency model or automatic resolution of conflicting workflow edits.
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.