KNOWLEDGE CENTRE Blog
Practitioner notes

Lending discipline, written from the inside.

Long-form notes on credit risk, customer centricity, and the institutional routines that separate good lending from profitable lending. Written by Q-Lana practitioners. Tested in real bank operations across emerging and developed markets.

Latest articles

47 articles
Credit Risk

The Strait That Prices Your Bread

In this thought leadership piece, we talk about how shipping blockages far from Africa can push sound borrowers into default, and argue that lenders can act early by linking free shipping data to borrowers’ trade routes. We draw on BIS research, IMF PortWatch data and Northern Corridor figures.

Kenneth Ochieng 8 min read

Why Most SME Lending Transformations Fail, And How to Fix Them

This is the first article in Q-Lana’s four-part Data Management series for modern SME lenders. It explores data failure, eight critical data domains, minimum viable data architecture, and data governance, quality, and knowledge management.

Kenneth Ochieng 3 min read
Data Management

The Eight Critical Data Domains for SME Lenders

This is the second article in Q-Lana’s four-part Data Management Series, exploring the eight critical data domains for SME lending and how they support better credit decisions.

Kenneth Ochieng 5 min read
Data Management

The Minimum Viable Data Architecture for SME Lending

This is the third article in Q-Lana’s four-part Data Management Series, exploring minimum viable data architecture and how it helps SME lenders organize fragmented data for better credit decisions.

Kenneth Ochieng 5 min read
Data Management

Data Governance, Data Quality & Knowledge Management

This is the final article in Q-Lana’s four-part Data Management Series, covering data governance, quality, and knowledge management for modern SME lending.

Kenneth Ochieng 5 min read
Credit Risk

Credit Risk Starts with Measurement, Not Instinct

This is the first article of the 5-part Credit Risk Management in SME and Corporate Lending series. We begin by showing why effective credit risk management starts with precise measurement, rather than intuition or anecdotal judgment.

Kenneth Ochieng 6 min read
Credit Risk

Provisions Are Not Enough: Understanding Unexpected Loss

This is the second article of the 5-part Credit Risk Management in SME and Corporate Lending series. We delve into the limitations of relying solely on provisions, and how to anticipate and plan for unexpected losses. Risk management should be proactive, not reactive.

Kenneth Ochieng 5 min read
Credit Risk

Capital Is a Signal, Not a Constraint

This is the third article of the 5-part Credit Risk Management in SME and Corporate Lending series. We shift focus to capital management, and demonstrate how capital should guide decision-making and signal where risk-adjusted discipline is required, rather than being seen as a mere limit on lending.

Kenneth Ochieng 5 min read
Credit Risk

RAROC in Practice: How to Separate Profitable Lending from Safe-But-Costly Deals

This is the fourth article in our 5-part Credit Risk Management series. We explore RAROC as a key measure of whether lending decisions create value, helping lenders distinguish between safe lending and genuinely profitable, sustainable strategies.

Kenneth Ochieng 6 min read
Credit Risk

Risk Appetite as the Operating System for Strategy

Finally, the series concludes with a discussion on risk appetite, presenting it as the operating system that aligns strategy, execution, and governance, to ensure responsible growth across the portfolio.

Kenneth Ochieng 6 min read
customer centricity

Customer Centricity Is a Risk Strategy, Not a Marketing Concept

This first article in Q-Lana’s Customer Centricity Series introduces the framework for moving from product-focused to problem-solving lending. The full whitepaper provides the complete framework and rollout plan.

Kenneth Ochieng 6 min read
customer centricity

How Customer Centricity Scales Without Reorganizing the Bank

This second article in Q-Lana’s Customer Centricity Series explores the shift from product-focused to problem-solving lending. The full whitepaper provides the complete framework and rollout plan.

Kenneth Ochieng 6 min read
customer centricity

From Client Problems to Solution Toolkit

This is the third article in Q-Lana’s Customer Centricity Series, exploring the shift from product-focused to problem-solving lending. The full white paper outlines the framework, operating models, governance, and rollout plan.

Kenneth Ochieng 6 min read
customer centricity

The RM Discovery Script: How a 10-Minute Conversation Turns Dialogue into Diagnosis

This is the fourth article in Q-Lana’s Customer Centricity Series, exploring the shift from product-focused to problem-solving lending. The full whitepaper outlines the framework, operating models, governance, and rollout plan.

Kenneth Ochieng 7 min read
customer centricity

Artificial Intelligence Must Enforce Discipline, Not Replace Judgment

This is the fifth article in Q-Lana’s Customer Centricity Series, exploring the shift from product-focused to problem-solving lending. The full whitepaper outlines the framework, operating models, governance, and rollout plan.

Kenneth Ochieng 7 min read
customer centricity

How Customer Centricity Becomes Measurable, Enforced, and Self-Sustaining

This is the final article in Q-Lana’s Customer Centricity Series, exploring the shift from product-focused to problem-solving lending. The full whitepaper outlines the framework, operating models, governance, and rollout plan.

Kenneth Ochieng 7 min read
Digital Transformation

Digital Transformation With Q-Lana

This is the first article in Q-Lana's Digital Transformation and Business Strategy Series, on how financial institutions combine customer-centricity, risk management, data, and partnerships into a modern strategy. It argues transformation must start with strategy.

Kenneth Ochieng 3 min read
Digital Transformation

Steps to Prepare for Digital Transformation

This is the second article in Q-Lana's Digital Transformation and Business Strategy Series on how financial institutions combine customer-centricity, risk management, data, and partnerships into a modern strategy. It covers groundwork needed before an institution attempts transformation.

Kenneth Ochieng 4 min read
Digital Transformation

Are You Ready for Digital Transformation?

This is the third article in Q-Lana's Digital Transformation and Business Strategy Series on how financial institutions combine customer-centricity, risk management, data, and partnerships into a modern strategy. It offers a readiness check across leadership, culture, and infrastructure now.

Kenneth Ochieng 3 min read
Digital Transformation

Let's Develop a Business Strategy

This is the fourth article in Q-Lana's Digital Transformation and Business Strategy Series on how financial institutions combine customer-centricity, risk management, data, and partnerships into a modern strategy. It lays the strategic foundation for the series, previewing the pillars.

Kenneth Ochieng 4 min read
Digital Transformation

Customer Centricity

This is the fifth article in Q-Lana's Digital Transformation and Business Strategy Series on how financial institutions combine customer-centricity, risk management, data, and partnerships into a modern strategy. It covers pillar one, customer-centricity, as the core strategy.

Kenneth Ochieng 4 min read
Digital Transformation

Risk Management

This is the sixth article in Q-Lana's Digital Transformation and Business Strategy Series on how financial institutions combine customer-centricity, risk management, data, and partnerships into a modern strategy. It covers pillar two: managing risk as a strategic discipline.

Kenneth Ochieng 6 min read
Digital Transformation

Data Analytics

This is the seventh article in Q-Lana's Digital Transformation and Business Strategy Series on how financial institutions combine customer-centricity, risk management, data, and partnerships into a modern strategy. It covers pillar three, turning scattered data into a strategic asset.

Kenneth Ochieng 4 min read
Digital Transformation

Risk Appetite and Relationship Pricing: Part 1

This is the eighth article in Q-Lana's Digital Transformation and Business Strategy Series on how financial institutions combine customer-centricity, risk management, data, and partnerships into a modern strategy. It explains how risk appetite should shape relationship pricing.

Kenneth Ochieng 4 min read

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