BAI: The data challenge

BAI Featured Article: The data challenge: Managing banking’s legacy systems during core conversions

Consider a strategic approach to data migration in an era of core system transformation.

The banking industry stands at a technological crossroads. According to a recent American Bankers Association survey, one-third of financial institutions express dissatisfaction with their core technology providers – a troubling statistic that signals potential upheaval ahead. More alarming still, among banks with fewer than two years remaining on their contracts, nearly 60% report unhappiness with their current systems, and 40% are actively considering platform switches.

This widespread dissatisfaction comes at a time when the industry faces mounting pressure to modernize operations, enhance customer experiences, and remain competitive in an increasingly digital landscape. Yet despite these compelling drivers for change, many institutions remain trapped in unsatisfactory relationships with their core providers. The primary culprit? The notorious complexity and expense of core conversions, particularly the daunting challenge of data migration.

Hidden costs of conversion paralysis

Traditional data conversion projects and costs represent one of the most significant barriers to core system modernization. These initiatives typically demand significant investments, often accompanied by lengthy implementation timelines and substantial operational disruption. For many institutions, these costs extend far beyond the initial conversion expense to include ongoing maintenance of multiple legacy systems, licensing fees, upgrade costs, and support expenses that can drain thousands of dollars annually.

The scope of data migration challenges becomes even more complex when considering the breadth of information that must be addressed. Financial institutions accumulate decades of customer relationships images and data stored across disparate systems, including check images, loan documentation, signature cards, compliance records, and cold reports that may span multiple formats and platforms. The idea of converting this vast digital history while maintaining operational continuity and regulatory compliance can overwhelm even well-resourced organizations.

Strategic considerations for data migration

When approaching core conversions, institutional leaders must recognize that data migration is not merely a technical exercise. It represents a strategic opportunity to optimize information management while positioning for future growth. The key lies in understanding that different types of data have varying access requirements and operational importance.

Recent check images and loan documentation require immediate integration with customer-facing platforms and operational systems. Meanwhile, historical records from decades past may only need occasional retrieval for compliance or research purposes. This distinction opens the door to more nuanced approaches that can significantly reduce conversion costs and complexity.

Most archived data experiences minimal access after the initial 18 months. This reality suggests that institutions will benefit from strategic approaches that prioritize immediate operational needs while ensuring historical data remains accessible without requiring expensive full conversions.

Three methods to legacy data management

Forward-thinking institutions have three ways to manage legacy data during merger and acquisitions or core conversions, each offering distinct advantages depending on organizational priorities and constraints.

The comprehensive approach involves converting all legacy data into the new archive or production system, creating a unified environment where historical information appears as if originally captured in the destination platform. While this method ensures access and eliminates the need to maintain multiple systems, it represents the highest cost option and longest implementation timeline due to the extensive data mapping, indexing, and validation work required related to both the extracted legacy data and the same data once it’s been imported into the new system.

A hybrid strategy offers compelling cost advantages by converting only critical, frequently accessed data and images into the new system while maintaining older records in a separate, searchable archive. This approach recognizes the practical reality that different data types serve different purposes. For instance, recent customer touchpoints require integration with current operational systems, while historical compliance documents need only occasional retrieval capability.

The browser-based approach provides the most economical solution for institutions seeking immediate access to legacy data without extensive conversion and mapping or indexing. This method loads all historical information into a secure, searchable archive that can reside at the institution or be hosted externally, eliminating conversion expenses while using the latest in technology to eliminate data mapping or indexing and still maintaining complete, searchable access to historical records.

Building future-ready data infrastructure

Successful core conversions require more than tactical data migration. Strategic thinking about future data management capabilities is key. Institutions should prioritize API-first approaches to software services, enabling modular systems that facilitate efficient data movement between platforms and support future integrations.

Remote conversion capabilities have become essential for maintaining normal operations during data migration. This approach minimizes core system disruption and ensures customers experience no service interruption during transition periods. Quality assurance processes, comprehensive audit procedures, and missing data reconciliation protocols help ensure data integrity and regulatory compliance throughout the conversion process.

Preparing for a possible conversion wave

As bank M&A activity increases and more banks look to modernize their core systems, the industry may soon see a wave of core conversions as existing contracts expire and dissatisfaction reaches critical levels. The convergence of contract renewals, technological advancement, and competitive pressure creates an environment where institutions can no longer afford to delay modernization decisions.

Successful preparation requires establishing dedicated teams focused exclusively on facilitating migration and integration processes. These teams should include representatives from IT, operations, compliance, and customer service to ensure all stakeholder needs are addressed throughout the conversion journey.

Financial institutions that approach core conversions with clear understanding of their data requirements, access patterns, and operational priorities can implement cost-effective solutions that maintain service quality while positioning for future growth. The key lies in recognizing that data conversion is not an all-or-nothing proposition—strategic categorization and phased approaches can deliver modernization benefits while controlling costs and risks.

As the industry stands on the brink of potential widespread core system transformation, institutions that develop comprehensive data migration strategies will be best positioned to capitalize on modernization opportunities while maintaining operational excellence. The question is not whether change is coming, but whether organizations will be prepared to manage it effectively when contracts expire and competitive pressures demand action.

The time for strategic planning is now. Institutions that begin developing data migration frameworks today will be best equipped to navigate the conversion challenges ahead while positioning themselves for long-term success in an increasingly competitive marketplace.

Kris Bishop is CEO of FIntegrate Technology.

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Fintegrate technology offers efficient
solutions for your financial institution.


our software does more

Fintegrate technology offers efficient
solutions for your financial institution.