Data & Analytics for Financial Services

Purpose-built Data & Analytics for financial services organizations. We understand your compliance requirements, workflow patterns, and integration needs to deliver solutions that work from day one.

80%Reduction in compliance reporting time
60%Decrease in fraud false positive rates
95%Straight-through processing rate achieved
10xFaster regulatory change implementation

The Challenge

Financial Services Pain Points

Regulatory Compliance Complexity and Reporting Burden

Financial services firms operate under one of the most heavily regulated environments in any industry, facing overlapping requirements from federal regulators, state authorities, self-regulatory organizations, and international bodies that generate an ever-expanding universe of compliance obligations. Banks, investment firms, insurance companies, and fintech organizations must simultaneously satisfy requirements spanning anti-money laundering, know-your-customer verification, capital adequacy, consumer protection, data privacy, market conduct, and dozens of other regulatory domains, each with their own reporting formats, timelines, and evidence standards. The regulatory landscape continues to evolve rapidly, with new requirements and guidance issued regularly that demand immediate assessment, gap analysis, and implementation across often-complex organizational structures. Compliance teams are perpetually stretched thin, spending the majority of their time on manual data collection, report preparation, and audit response rather than on the strategic risk management and proactive compliance monitoring activities that would create more lasting value. The cost of compliance failures extends far beyond regulatory fines, encompassing reputational damage, customer attrition, executive liability, and operational restrictions that can fundamentally impair a firm's ability to compete and grow.

What It Costs You
  • $10,000-$50,000 average cost per regulatory report preparation cycle
  • 15-20% of total operating budget allocated to compliance activities
  • $4.7 million average total cost of a compliance failure incident
  • 30% of compliance staff time consumed by manual data gathering and reconciliation

Legacy System Modernization and Data Integration

Financial institutions carry a particularly heavy burden of legacy technology, with core banking systems, policy administration platforms, and trading infrastructure often running on decades-old architectures that were designed for a fundamentally different era of financial services. These legacy systems, while stable and battle-tested, create enormous friction in an industry where customer expectations, competitive dynamics, and regulatory requirements increasingly demand real-time processing, seamless digital experiences, and sophisticated data analytics capabilities. The integration challenge is compounded by the layered technology architecture that has accumulated over years of mergers, acquisitions, and point-solution implementations, creating a tangled web of batch processes, file transfers, custom middleware, and manual reconciliation procedures that collectively represent significant operational risk and cost. Modernization initiatives are perpetually complicated by the critical nature of financial data and processing, where even brief disruptions can have severe consequences for customers, markets, and regulatory standing. Many firms find themselves trapped in a cycle where the cost and risk of modernization seem prohibitive, yet the ongoing cost of maintaining and working around legacy limitations continues to escalate as the gap between system capabilities and business requirements widens with each passing year.

What It Costs You
  • 70-80% of IT budgets consumed by maintaining and operating legacy systems
  • $5-$15 million typical cost of a core system modernization project
  • 48-72 hours average time to implement regulatory reporting changes on legacy platforms
  • 35% higher operational error rates in processes relying on legacy system integrations

Fraud Detection and Risk Management Limitations

Financial institutions face an increasingly sophisticated and rapidly evolving threat landscape where fraudsters leverage advanced technology, social engineering, and cross-channel attack vectors that overwhelm traditional rule-based detection systems designed for simpler threat patterns. The volume of transactions requiring real-time monitoring has grown exponentially with the expansion of digital banking, mobile payments, and instant transfer services, creating a scale challenge that legacy fraud detection infrastructure was never designed to handle. False positive rates remain problematically high across the industry, with legitimate transactions frequently flagged for manual review, creating customer friction, operational bottlenecks, and a noise level that can mask genuine fraud signals within the alert queue. The challenge extends beyond transaction monitoring to encompass account takeover prevention, synthetic identity detection, insider threat management, and the emerging risks associated with cryptocurrency and decentralized finance platforms that operate outside traditional monitoring frameworks. Risk management teams struggle to aggregate and correlate threat intelligence across siloed detection systems, making it difficult to identify coordinated attacks that may individually appear benign but collectively represent significant exposure.

What It Costs You
  • $4.2 billion annual fraud losses across the U.S. banking sector
  • 95%+ false positive rate in traditional rule-based fraud detection systems
  • $25-$50 manual investigation cost per flagged transaction alert
  • 30% of genuine fraud detected only after customer complaint rather than proactive monitoring

Our Solution

How We Solve It

Regulatory Reporting Dashboard

Build automated reporting dashboards for regulatory submissions including capital adequacy, liquidity ratios, and risk exposure metrics with audit-ready documentation.

Impact

  • 50% reduction in regulatory report preparation time

Includes

  • Capital adequacy dashboards
  • Liquidity ratio monitoring
  • Risk exposure visualization
  • Audit trail documentation

Portfolio & Risk Analytics

Create interactive dashboards for portfolio performance tracking, risk assessment, and asset allocation analysis with drill-through to individual holdings.

Impact

  • 30% improvement in risk-adjusted portfolio decisions

Includes

  • Portfolio performance tracking
  • Risk exposure dashboards
  • Asset allocation views
  • Benchmark comparison charts

Client & AUM Analytics

Visualize assets under management trends, client segmentation, fee revenue analysis, and advisor book-of-business performance across the organization.

Impact

  • 25% better visibility into fee revenue trends

Includes

  • AUM trend dashboards
  • Client segmentation views
  • Fee revenue analysis
  • Advisor performance scorecards

Fraud Detection & Compliance Monitoring

Build anomaly detection dashboards that flag suspicious transactions, unusual patterns, and compliance exceptions for investigation teams.

Impact

  • 40% faster suspicious activity identification

Includes

  • Transaction anomaly dashboards
  • Pattern detection visualization
  • Compliance exception tracking
  • Investigation workflow views

Compliance & Standards

Financial Services-Specific Requirements

1
SOX

SOX Financial Controls

2
AML

AML Monitoring Support

3
SOC 2

SOC 2 Type II

Investment

Financial Services Packages

Financial Services Starter

$15,000 - $22,000
5-7 weeks
Small financial services teams
  • 3-5 data source connections
  • Star schema data modeling
  • 3-5 interactive dashboards
  • Daily scheduled data refresh
  • Basic row-level security
  • Power Query transformations
  • 2 user training sessions
  • 30-day post-launch support
Get Started

Financial Services Enterprise

$40,000 - $60,000
10-12 weeks
Enterprise financial services
  • Everything in Professional with 10+ data sources
  • 15+ dashboards with unlimited complexity
  • Advanced analytics (R/Python integration)
  • Paginated reports for print and export
  • Incremental refresh for large datasets
  • Deployment pipelines (dev/test/prod)
  • Premium capacity recommendation
  • 6 training sessions + 90-day support
Get Started

Illustrative Scenario

What Success Looks Like

Regional Banking Institution ($8B assets, 120 branches)

The Challenge

The bank operated on a 25-year-old core banking system, required 12 days to produce quarterly regulatory reports, and experienced a 97% false positive rate in fraud detection that generated 15,000 manual review alerts monthly. Customer onboarding took an average of 7 business days due to fragmented KYC processes.

Our Solution

Deployed an integration middleware layer connecting the core system to modern compliance automation, implemented AI-enhanced fraud detection with behavioral analytics, and automated the customer onboarding workflow with digital KYC verification and real-time screening.

Representative scenario illustrating a typical engagement of this type, not a specific named client.

FAQ

Data & Analytics for Financial Services — FAQ

Transform Your Financial Services Operations

Get a tailored Data & Analytics solution for your financial services organization.

Industry-specific implementation • Compliance-ready • 90-day guarantee