Financial institutions must grow and serve customers while managing fraud, conduct, credit, liquidity, operational and model risk. We help teams make those trade-offs visible and improve the decisions embedded in products, controls and customer journeys.
Types of projects Marketways delivers in Banking, Financial Services & Insurance
Select a project to review the decision, industry challenge, evidence and relevant Marketways services and methods.
What Marketways helps answer
Which combinations of behaviour and relationships warrant investigation?
How Marketways contributes
Marketways helps clients reduce low-value alerts while surfacing contextual risk.
Why the question is difficult
Rules remain necessary, but isolated thresholds can miss patterns and overwhelm investigators.
Evidence Marketways examines
Transactions, customers, entities, geography, alerts and investigation outcomes.
How success is measured
Useful alert yield, missed risk, investigation time and explainability.
Related services
Risk Detection, AI & Model Risk.
Supporting methods
Machine Learning & Predictive Analytics, Forecasting, Risk & Optimisation.
What Marketways helps answer
Which customers are at risk, why, and what response is worthwhile?
How Marketways contributes
Marketways helps clients focus retention action on relationships where intervention can create value.
Why the question is difficult
Propensity to leave, value at risk and responsiveness to an offer are different questions.
Evidence Marketways examines
Transactions, products, interactions, complaints, tenure and campaign response.
How success is measured
Incremental retention, relationship value and contact cost.
Related services
Customer Satisfaction & Experience Research, Operational Performance Diagnostic.
Supporting methods
Machine Learning & Predictive Analytics, Market, Customer & Behavioural Analytics.
What Marketways helps answer
Where do legitimate payments fail and suspicious payments pass?
How Marketways contributes
Marketways helps clients improve customer completion and control effectiveness together.
Why the question is difficult
Stronger friction can reduce fraud while also excluding legitimate customers or shifting fraud elsewhere.
Evidence Marketways examines
Payment events, authentication, declines, disputes, devices and merchant context.
How success is measured
Fraud loss, false decline, completion and review time.
Related services
Process & Workflow Analysis & Redesign, Risk Detection.
Supporting methods
Process, Workflow & Systems, Machine Learning & Predictive Analytics.
What Marketways helps answer
Which applicants or accounts need which decision or treatment?
How Marketways contributes
Marketways helps clients improve risk-adjusted approval and recovery decisions.
Why the question is difficult
Historical outcomes may reflect past policy and unequal access rather than underlying ability alone.
Evidence Marketways examines
Applications, bureau data, cash flow, repayment, treatment and outcomes.
How success is measured
Risk-adjusted return, cure rate, fairness and decision stability.
Related services
Decision Assurance, AI & Model Risk.
Supporting methods
Statistics & Econometrics, Machine Learning & Predictive Analytics.
What Marketways helps answer
How should service capacity change as customers move between channels?
How Marketways contributes
Marketways helps clients reduce avoidable waiting and preserve support for complex needs.
Why the question is difficult
Digital adoption does not remove demand; it changes contact reasons and escalation patterns.
Evidence Marketways examines
Visits, calls, digital journeys, handling time, abandonment and staffing.
How success is measured
Completion, waiting, first-contact resolution and cost to serve.
Related services
Workforce Planning & Capacity, Process & Workflow Analysis & Redesign.
Supporting methods
Forecasting, Risk & Optimisation, Process, Workflow & Systems.
What Marketways helps answer
Which claims need straight-through handling, expert review or investigation?
How Marketways contributes
Marketways helps clients shorten valid claims while concentrating expertise on uncertainty and risk.
Why the question is difficult
A rigid triage model can delay unusual but valid cases and obscure systematic leakage.
Evidence Marketways examines
Claims, policy terms, documents, repair/provider data and outcomes.
How success is measured
Settlement time, leakage, referrals and overturned decisions.
Related services
Risk Detection, Process & Workflow Analysis & Redesign.
Supporting methods
Machine Learning & Predictive Analytics, Process, Workflow & Systems.
What Marketways helps answer
How resilient is the institution under linked market and behavioural shocks?
How Marketways contributes
Marketways helps clients expose concentrations and management choices before conditions deteriorate.
Why the question is difficult
Depositor, borrower and market reactions can change together, invalidating single-factor stress tests.
Evidence Marketways examines
Cash flows, maturities, behavioural assumptions, market factors and limits.
How success is measured
Buffer adequacy, limit breaches and decision triggers.
Related services
Risk & Uncertainty Modelling, Decision Assurance.
Supporting methods
Forecasting, Risk & Optimisation, Statistics & Econometrics.
What Marketways helps answer
Which models influence material decisions, and can the institution rely on them?
How Marketways contributes
Marketways helps clients prioritise validation and controls according to real business consequence.
Why the question is difficult
A technically accurate model may still fail through poor data, workflow use or changing conditions.
Evidence Marketways examines
Model purpose, inputs, validation, overrides, monitoring and incidents.
How success is measured
Coverage, unresolved findings, drift response and controlled use.
Related services
AI & Model Risk, Business Systems Design & Architecture.
Supporting methods
Data Foundations & Business Intelligence, Machine Learning & Predictive Analytics.
Selected multi-project engagements
These anonymised engagements combined related projects because the client needed to connect evidence, decisions and implementation across functions.
Payment Journey and Fraud-Control Redesign for a Local Bank
Marketways combined these projects to connect payment completion, fraud, operations and customer impact.
- Payment failure and fraud journey
- Adaptive AML risk intelligence
- Branch, contact-centre and digital capacity
- Model inventory and reliance review
Engagement shape: Multi-quarter transformation. Success was assessed through: Safer growth with fewer avoidable failures and clearer control.
Customer Retention and Credit Decision Analytics for a Regional Financial-Services Company
Marketways combined these projects to coordinate retention, credit and service treatments around relationship economics.
- Customer churn and relationship value
- Credit and collections decision review
- Branch, contact-centre and digital capacity
Engagement shape: Initial diagnostic and treatment trials. Success was assessed through: Incremental value, fair treatment and sustainable service cost.
Published case studies connected to this industry
These links point to existing published Marketways case studies. Each case may combine several project areas.
- Real-Time AML Risk Intelligence Using Bayesian Networks
Connected project areas: Adaptive AML risk intelligence.
- Predictive Modelling for Customer Loyalty & Churn Management
Connected project areas: Customer churn and relationship value.
- Foreign Exchange Branch Demand Analytics for a Regional Money-Services Provider
Connected project areas: Branch, contact-centre and digital capacity.
Related analysis, AI and decision guides
These guides examine specific industry decisions, the evidence required to answer them and the role that analytics or AI can play.
AI Agents in Banking, Finance and Insurance: Use Cases and Implementation
A transaction alert rarely provides a complete investigation. Analysts must connect customer history, counterparties, previous alerts, payment purpose and policy before deciding whether the case deserves escalation.
AI Workflow Automation in Banking, Finance and Insurance: A Practical Design
Credit teams spend time chasing documents, reconciling versions and transferring figures into several systems before a credit judgement begins.
Agentic AI in Banking Customer Analytics and Service
Banks can use bounded agents to assemble customer evidence and coordinate service work, but financial authority, eligibility, privacy and adverse decisions require strong controls.
How to Design Agentic AI Workflows for Banking in Dubai
Commercial onboarding in a UAE bank is a continuing risk process, not a document-upload event. The institution must establish the legal customer, identify and verify beneficial owners and authorised representatives, understand the purpose and expected activity of the relationship, screen relevant parties and apply enhanced measures where risk requires them.
How to Design Agentic AI Workflows for Finance and CFO Operations in Dubai
UAE finance operations are moving from emailed documents and scanned invoices towards structured electronic invoice data exchanged through accredited service providers. Accounts payable still has to connect the invoice to supplier master data, purchase orders, receipts, tax treatment, approval limits and the actual payment state.
How to Design Agentic AI Workflows for Insurance in the UAE
An insurance claim is both a service case and a contractual decision. The insurer must establish coverage, event timing, claimant identity, supporting loss evidence, exclusions, prior claims and the amount that can be justified under the policy.
How to Evaluate Agentic AI for Banking Customer Onboarding in Dubai
A bank can shorten onboarding preparation and still make the review less reliable. An agent may assemble a polished file while joining the wrong legal entities, hiding a break in beneficial ownership or treating a screening result as resolved.
How to Evaluate Agentic AI for Finance Invoice and Payment Workflows in Dubai
A finance agent can extract every invoice field correctly and still create a payment failure. The material question is whether the complete route preserves supplier identity, purchase evidence, approval authority, duplicate protection and final ledger state.
Adaptive AML risk intelligence: Banking, Financial Services & Insurance
Reduce low-value alerts while surfacing contextual risk. The decision requires evidence and analysis that account for the fact that rules remain necessary, but isolated thresholds can miss patterns and overwhelm investigators.
Customer churn and relationship value: Banking, Financial Services & Insurance
Focus retention action on relationships where intervention can create value. The decision requires evidence and analysis that account for the fact that propensity to leave, value at risk and responsiveness to an offer are different questions.
Payment failure and fraud journey: Banking, Financial Services & Insurance
Improve customer completion and control effectiveness together. The decision requires evidence and analysis that account for the fact that stronger friction can reduce fraud while also excluding legitimate customers or shifting fraud elsewhere.
Credit and collections decision review: Banking, Financial Services & Insurance
Improve risk-adjusted approval and recovery decisions. The decision requires evidence and analysis that account for the fact that historical outcomes may reflect past policy and unequal access rather than underlying ability alone.
Branch, contact-centre and digital capacity: Banking, Financial Services & Insurance
Reduce avoidable waiting and preserve support for complex needs. The decision requires evidence and analysis that account for the fact that digital adoption does not remove demand; it changes contact reasons and escalation patterns.
Insurance claims triage and leakage: Banking, Financial Services & Insurance
Shorten valid claims while concentrating expertise on uncertainty and risk. The decision requires evidence and analysis that account for the fact that a rigid triage model can delay unusual but valid cases and obscure systematic leakage.
Liquidity and balance-sheet stress scenarios: Banking, Financial Services & Insurance
Expose concentrations and management choices before conditions deteriorate. The decision requires evidence and analysis that account for the fact that depositor, borrower and market reactions can change together, invalidating single-factor stress tests.
Model inventory and reliance review: Banking, Financial Services & Insurance
Prioritise validation and controls according to real business consequence. The decision requires evidence and analysis that account for the fact that a technically accurate model may still fail through poor data, workflow use or changing conditions.
Discuss an industry decision
Begin with the decision, the operating context, the available evidence and the consequence of choosing incorrectly.