Most AMS migrations don't fail because of the technology. They fail because the data going in was never clean, consistent, or fully understood to begin with.

jnsankey Consulting was engaged by a consultancy as the project lead responsible for preparing their clients for successful AMS data migrations — ensuring that what moved into the new system was accurate, structured, and ready to perform from day one.

The problem

Each client arrived at migration with the same underlying condition: departments operating from disconnected, outdated spreadsheets that were unreliable the moment they were exported. No one had a complete, authoritative view of their own customer data — and without that foundation, a migration isn't a fresh start. It's just moving the mess.

The work

The engagement followed a structured 6-8 week preparation process, repeated successfully across multiple client organizations.

The first priority was the customer record itself — establishing the unique identifier as the anchor for every data point that followed. That meant resolving practical but consequential questions: which email address among multiple would serve as the primary login? How would individual and organizational records be distinguished and linked?

From there, the work expanded outward systematically — standardizing demographic data including addresses, organizational details, and postal codes across geographies; mapping relationships within the AMS that determined each customer's permissions, pricing eligibility, and access to integrations like the LMS; and sorting historical data by customer number across awards, events, exhibits, committee assignments, memberships, renewals, lapses, and terminations.

The final and most strategic piece was helping leadership understand what data belonged where — what went into the data lakehouse as the decision-making layer, and what went into the data warehouse as customer-accessible information. That distinction, often overlooked, determined how useful the new system would actually be after go-live.

The outcome

Multiple migrations completed successfully — on schedule, with data integrity intact. The 6-8 week preparation process was replicated consistently across engagements, followed by a focused one-week final conversion where clients executed the process themselves.

More than the technical success, each client arrived at go-live understanding their own data in a way they hadn't before. That clarity — of record structure, relationships, permissions, and history — was the foundation the new system needed to actually work.

A national association engaged jnsankey Consulting after a critical AMS billing implementation stalled — leaving staff overwhelmed, member data compromised, and leadership losing confidence in both the system and the project.

Upon entry, the scope of the problem became clear immediately: 827 erroneous invoices had been generated, ledger accuracy was compromised, membership statuses were misaligned, and no documentation existed to guide resolution. The internal staff lead was new to the role, unfamiliar with the AMS's data model, and had no structured process to work from.

The work

Within the first week, jnsankey Consulting executed a full operational triage — mapping the AMS's CRM model, identifying the root cause of the invoice propagation, and conducting cross-system validation across the ledger, invoice roster, and cancellation history. The remediation required 8+ hours of disciplined, manual work: canceling the initial invoice batch, building a structured cancellation workflow for the remaining invoices, and directing the client team through final validation.

Equally important was what came after the fix: clear, replicable documentation covering remediation steps, validation logic, prevention protocols, and ownership expectations — the structural foundation the engagement had been missing from the start.

The outcome

The accounting risk was resolved. The AMS was stabilized. Staff had documented processes they could own and follow. And leadership, now with full visibility into what had gone wrong and what had been corrected, restructured the engagement scope — bringing jnsankey Consulting on in a broader strategic capacity to lead the recovery.

This engagement moved from salvage mode to strategic recovery in under a week.

The organization already had the answers. They just didn't know it.

Their AMS contained a fully built executive dashboard — real-time membership retention, attrition, revenue, events, publications, certifications, and renewals — sitting unused because no one on staff understood what it showed, how it was populated, or what administrative actions affected the data they were seeing.

jnsankey Consulting was engaged to close that gap.

The work

The engagement focused entirely on people and process, not technology. Through discovery sessions and workflow mapping, the full picture came into focus: the dashboard existed, the underlying reports and queries were intact, but the organization lacked any documentation connecting their daily work to what leadership saw on screen.

What followed was the creation of clear, practical SOPs and workflow documentation — explaining the AMS's data model, how staff actions downstream affected executive visibility upstream, and what each team needed to understand to keep the data accurate and meaningful.

The outcome

Leadership gained reliable, real-time visibility into their organization — not because anything was rebuilt, but because their team finally understood what they already had. The documentation became the bridge between the system and the people using it.