Siloed or underused data
Information sits in separate systems with definitions that disagree.
FINTECH ROADMAP · STEP 03 SOLUTION
DANIEL
Transforming Data Into Decisions.
Data Analytics and Data Science implementation that delivers insight from customer data and activity, and predicts future behaviour.
Discuss DANIEL
What it is
DANIEL is a Data Analytics and Data Science implementation that delivers insight from customer data and activity, and predicts future behaviour.
The problems it addresses
Where the friction actually sits
Slow reporting
Numbers arrive late, by hand, and are argued about rather than acted on.
Hindsight-only decisions
Reporting explains what happened without informing what to do next.
Limited foresight
Customer behaviour, arrears risk and demand are anticipated informally.
HOW IT HELPS
What DANIEL changes in practice
Data connected and defined
Sources joined with agreed definitions and pipelines someone monitors.
Decision-ready analytics
Dashboards built around decisions that have an owner.
Responsible prediction
Models built on real operating history, with limits stated plainly.
Interpretation for leadership
Findings translated into options, not handed over as output.
Capabilities
Data science across the operation
Analytics and predictive work grounded in real operating history.
Customer & Member Management
Segmentation, lifetime value and attrition signals by member.
Deposit & Account Management
Balance behaviour, product take-up and deposit trends.
Loan Management
Credit risk indicators, arrears prediction and portfolio health.
Transaction Processing
Volume patterns, anomaly detection and channel shift.
General Ledger & Accounting
Profitability by product, branch and channel once cost is included.
Interest, Fees & Charges
Pricing, interest and fee income analysed over time.
Payments & Funds Transfer
Payment behaviour, failure causes and settlement patterns.
Branch & Teller Operations
Branch traffic, staffing demand and service-time analysis.
Security, Controls & Audit
Fraud indicators and control effectiveness measured.
Reporting & Regulatory Compliance
Regulatory and board reporting produced from one definition set.
WHAT THE ENGAGEMENT COVERS
- Data sources reviewed, cleaned and connected
- Reporting and dashboards for the people doing the work
- Predictive models built on real operating history
- Findings interpreted for leadership decisions
Built for financial institutions that need insight and foresight from operating data.
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