Validation at entry
Can the team define which fields are required for a particular account stage? Explore how the system handles unknown values without encouraging people to enter misleading defaults.
Design a CRM data practice your team can trust: agree on the meaning of a metric, decide who maintains its inputs, and make cleanup part of the account workflow.
Agree on the rule before building the report.
Make the handoff visible to the people updating it.
Correct the source, not just the slide.
Account teams often inherit records from sales, update them through ongoing conversations, and then use those same fields to discuss retention or account coverage.
When “active account” means something different to each person, a chart can look precise while the underlying decisions remain uncertain. Start with the question the team needs to answer, then trace it back to the fields and people involved.
Use one recurring account review as the test case. Map where its information comes from and where it becomes a decision.
An account manager finds missing relationship owners before a review. The team debates which records belong in the report and corrects a spreadsheet without resolving the source.
The team defines which accounts need an owner, identifies who confirms assignments, and agrees when unresolved records are reviewed. Corrections are made in the system of record.
Pick one field used in a leadership report. Write down its definition, the person accountable for it, the event that should trigger an update, and where an unclear value goes for review. Test the rules against two real account records.
When assessing CRM software for account analytics, bring a sample reporting question and ask to see how the underlying records would be maintained. These are questions to investigate, not assumed capabilities.
Can the team define which fields are required for a particular account stage? Explore how the system handles unknown values without encouraging people to enter misleading defaults.
Can responsibility for an account or field be made clear when a customer moves from sales to account management? Ask how changes in ownership are recorded and reviewed.
Investigate how users find missing, stale, or duplicate records, and how they determine which record is authoritative before merging or correcting it.
Ask how filters, date ranges, and field definitions are documented and shared. Check whether a reviewer can trace a summary back to the records behind it.
Use this example as a discussion starter, not a universal definition. The right rule depends on your account model.
Choose one role accountable for its accuracy, even if several people can update it. Document who resolves disagreements and what happens when an account changes hands.
Not necessarily. Separate information essential to a decision from information that can be collected later. Consider an explicit unknown state and a review path rather than forcing a guess.
Review the definition when account coverage, lifecycle stages, or the decision it supports changes. Keep the previous definition visible so changes in a report are not mistaken for changes in customer behavior.
Then follow its data back to the people who keep it current.