KNOWLEDGE CENTRE Blog

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47 articles
Digital Transformation

Risk Appetite and Relationship Pricing: Part 2

This is the ninth 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 builds on Part 1 and expands on RAROC's role in appetite and price.

Kenneth Ochieng 9 min read
Digital Transformation

The Q-Lana Platform

This is the tenth 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 turns concept into execution: tools and partnerships behind the strategy.

Kenneth Ochieng 3 min read
Digital Transformation

Risk Sharing Concept

This is the eleventh and final 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 closes the series on how risk-sharing extends capital and trust.

Kenneth Ochieng 4 min read
Credit Risk

Credit Risk Concepts: Introduction

Welcome to this series of the credit risk concepts where we explore key quantitative techniques that support pricing, capital planning, and performance measurement, simplifying core elements like PD, LGD, and EAD for practical use in lending institutions.

Kenneth Ochieng 3 min read
Credit Risk

Quantifying Credit Risk Using PD, LGD and EAD

This is the first article in our Credit Risk Management series, introducing Probability of Default (PD), Loss Given Default (LGD), and Exposure at Default (EAD), and how they help quantify potential losses and support better credit decisions.

Kenneth Ochieng 4 min read
Credit Risk

Expected Loss in Credit Risk: Formula, Calculation & Examples

This is the second article in our Credit Risk Management series, introducing Expected Loss and its role in measuring average credit losses. We explain how EL is calculated and how it connects to Unexpected Loss and risk variability.

Kenneth Ochieng 5 min read
Credit Risk

Unexpected Loss (UL): Capital Buffers, Calculation & Portfolio Implications

This is the third chapter of our credit risk series where we build on the previous discussion of expected loss, introducing unexpected loss, which is the more volatile, less predictable side of credit risk.

Kenneth Ochieng 7 min read
Credit Risk

Quantifying Capital Requirements for Individual Loans

This is the fourth chapter of our Credit Risk Series where we explain how credit risk managers can go about quantifying capital requirements for individual loans, using global standards like Basel to match capital to risk.

Kenneth Ochieng 11 min read
Credit Risk

RAROC: How to Calculate Risk-Adjusted Return on Capital (With Worked Example)

This final article in our Credit Risk Management series introduces RAROC and shows how it links credit risk to loan profitability, helping institutions guide pricing, optimize capital use, and align lending decisions with risk-return expectations.

Kenneth Ochieng 5 min read
Credit Risk

Credit Risk Series Summary

This final article in our Credit Risk Management series brings together Expected Loss, Unexpected Loss, and RAROC, showing how these metrics support pricing, capital allocation, profitability, and stronger credit risk management decisions.

Kenneth Ochieng 4 min read
Artificial Intelligence

AI and the Future of Banking

AI is transforming SME banking from hype to impact, enabling faster decisions, personalized insights, and proactive risk management. Banks that combine innovation with trust, strategy, and strong data foundations can turn AI into lasting competitive advantage.

Kenneth Ochieng 6 min read
Artificial Intelligence

The Future of Credit Decisions with AI

AI in Credit Decision-Making helps banks make faster, smarter lending decisions. By combining AI with relationship managers’ knowledge, banks can identify real risks, understand clients better, and approve more loans for overlooked small businesses.

Kenneth Ochieng 3 min read
SME Lending

Building SME-Centric Ecosystems: From Transactions to Transformation

SME banking is shifting from standardized transactions to ecosystem-driven solutions. Building SME-centric ecosystems means combining personalization, data, and partnerships to deliver smarter, more holistic services that support growth and resilience.

Kenneth Ochieng 5 min read
SME Lending

SME Lending: The Role of Local Banks and Investors

SMEs face limited access to finance. An SME Lending Platform connects banks and investors through risk sharing to expand lending capacity.

Kenneth Ochieng 3 min read
SME Lending

Porter's 5 Forces Model for Assessing SME Borrowers

Porter’s Five Forces helps financial institutions assess industry pressures affecting SME borrowers, revealing key risks and opportunities. Q-Lana integrates this analysis with financial and risk management tools to support smarter lending decisions.

Kenneth Ochieng 6 min read
SME Lending

Building Loyalty in SME Banking Beyond Points and Promises

True SME banking loyalty comes from understanding clients, flexibility, and trust. Banks that support relationship managers and use technology to strengthen personal connections can build lasting partnerships.

Kenneth Ochieng 4 min read
SME Lending

Business Model Canvas in SME Lending

The Business Model Canvas (BMC) is a strategic tool that enables businesses to visualize, describe, and analyze their business models. Developed by Alexander Osterwalder, the BMC provides a structured approach to understanding how a company creates, delivers, and captures value.

Kenneth Ochieng 5 min read
SME Lending

SME-Focused Bank Branding

SME-Focused Bank Branding goes beyond marketing. It is the authentic reflection of a bank's values and commitment to entrepreneurs. By aligning positioning, visuals, internal culture, and technology, banks can turn empty slogans into lasting SME trust.

Kenneth Ochieng 4 min read
SME Lending

Business Plan for SMEs

A Business Plan for SMEs turns ideas into clear, actionable goals, helping entrepreneurs make better decisions and align their teams. Q-Lana's template makes it simple to create structured plans that also build credibility with lenders, investors, and partners.

Kenneth Ochieng 3 min read
Q-Lana

Q-Lana Steering Financial Institutions with Advanced Features

Many financial institutions struggle with fragmented systems and incomplete data. Q-Lana unifies data, embeds risk analytics, and provides advisory support—turning loan management into a holistic tool for informed decisions and sustainable growth.

Kenneth Ochieng 4 min read
SME Lending

What SWOT Analysis Really Tells You About SME Borrowers

SWOT analysis helps lenders look at SME borrowers beyond just their bank statements. It highlights what a business is good at, where it struggles, the opportunities it can tap into, and the risks that could threaten its growth.

Kenneth Ochieng 3 min read

Role of Relationship Management in SME Lending

In SME banking, relationships still matter. Behind every loan or restructuring deal is a relationship manager who understands clients beyond the numbers.

Kenneth Ochieng 3 min read
Credit Risk

Most SME Lending Problems Stem From Capability Gaps, Not Credit Problems

SME lending challenges often stem from limited institutional capacity to assess, structure, and manage credit effectively. Closing these gaps is key to sustainable SME portfolio growth and resilience.

Kenneth Ochieng 4 min read