CRM Data Quality — Guide Field notes for account management
An account management workshop

Make account reporting worth the conversation.

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.

01 / DefineWhat counts as an active account?

Agree on the rule before building the report.

02 / OwnOne field, one accountable owner.

Make the handoff visible to the people updating it.

03 / CheckInvestigate exceptions together.

Correct the source, not just the slide.

Illustrative process
01 / The reporting problem

A report is only as clear as its definitions.

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.

02 / Workshop exercise

Replace the last-minute cleanup with a deliberate handoff.

Use one recurring account review as the test case. Map where its information comes from and where it becomes a decision.

Before / A familiar pattern

The report raises more questions than it answers.

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.

Designed practice / A better handoff

The exception has a route back to its owner.

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.

Try this together

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.

03 / Selection notes

Evaluate the controls behind the chart.

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.

01

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.

02

Ownership and handoffs

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.

03

Cleanup and exceptions

Investigate how users find missing, stale, or duplicate records, and how they determine which record is authoritative before merging or correcting it.

04

Reporting definitions

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.

A definition before a dashboard

Put the metric on paper first.

Use this example as a discussion starter, not a universal definition. The right rule depends on your account model.

Illustrative metric brief
QuestionWhich accounts have a named relationship owner?
PopulationAccounts the team agrees are currently managed.
MeasureManaged accounts with an owner divided by all managed accounts.
Review ruleInvestigate missing owners and disputed account status before the review.
AccountabilityAgree who confirms the population and who resolves ownership gaps.
04 / Questions for the room

Make the rules workable in practice.

Who should own a shared account field?

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.

Should every missing field block an update?

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.

When should the team revisit a metric?

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.

Bring it to your next review

Start with one question the team needs to answer.

Then follow its data back to the people who keep it current.

Review the evaluation notes