Associations · Data & Database Engineering

Member data cleanup for associations

Consolidate member records from forms, spreadsheets, and old systems, resolve duplicates, and build reliable reports on renewals, engagement, and events.

Member data is often the association's most valuable and least reliable asset. The same person appears three times with different emails, company memberships are tracked in a spreadsheet, and event attendance lives in a separate tool. Renewal reminders go to the wrong people, and reports cannot be trusted.

We consolidate member data, resolve duplicates, standardize organizations and member types, and migrate to a clean model with reconciliation checks. Reports then answer real questions, such as renewal rates by segment, engagement by member type, and event attendance over time.

Things to keep in mind

  • Decide data retention for lapsed members.
  • Respect communication preferences and opt-outs when merging records.
  • Clean data before launching a new portal or website.

How it works

  1. Inventory sources

    List every system, form, and spreadsheet that holds member data.

  2. Resolve duplicates

    Match records and agree which source wins for each field.

  3. Migrate and validate

    Load the clean data with counts reconciled against the sources.

  4. Report

    Build renewal, engagement, and event reports from one source of truth.

Frequently asked questions

Can you migrate us to a new member system?

Yes. Migrations include mapping, cleanup, and reconciliation, scoped after an assessment.

How do you handle duplicates?

We use matching rules plus staff review for uncertain matches.

Talk through Data & Database Engineering for your business.

Tell us what needs to work better. We reply within one business day with a clear next step.