BCS

Kelferd Hor is a dynamic digital innovation leader with a proven track record of driving business growth and transformation. A UK-certified Chartered IT Professional (CITP) specializing in Portfolio, Programme & Project Management and an Australia Certified Professional (CP) in ICT Project Management, he also holds the Certified Generative AI Specialist (CGAI™) certification.

As Vice President in banking, he spearheads Conversational Banking (Chatbot, Live Chat & Generative AI) and Digital Wealth Management solutions. His contributions earned him the Global Retail Banking Innovations Award 2024 for Highly Acclaimed: Excellence in Digital Wealth Management.

Kelferd is also a speaker at Malaysia and Singapore conferences, sharing insights on AI, digital innovation, and marketing technology. He was recognized as a Top Leader in the Marketing Sector 2023 by MarTech Outlook. He holds a Professional MBA (Entrepreneurship) from UTM, where he received the Academic Excellence Award, and is currently pursuing a Doctorate in Business Administration (DBA). Passionate about knowledge sharing and mentoring, Kelferd contributes to the ASEAN Emerging Leaders Program and serves as an advisory board member for eTail Asia 2025.

Balancing Agility with Regulatory Compliance in Banking

Balancing agility and regulatory compliance in banking is a critical challenge. Compliance isn’t just about ensuring that financial institutions adhere to regulations and industry standards—it also plays a crucial role in mitigating risks associated with data breaches, financial losses, and reputational damage. On the other hand, agility emphasizes adaptability and efficiency. By adopting agile methodologies, banks can shift from a compliance-first mindset to a customerfirst approach while ensuring faster product delivery.

“The success of a digital product is determined not only by how and when it is delivered but also by what business value it brings.”

The key to achieving this balance is embedding compliance within agile workflows:

1. Early Compliance Integration – We engage risk and compliance stakeholders from the conceptual stage rather than waiting until the final production phase.

2. Iterative & Incremental Compliance – Agile’s iterative nature allows us to address compliance incrementally, breaking down large regulatory requirements into manageable tasks.

For example, launching a customer-facing communication tool traditionally takes 9-12 months due to complex regulatory reviews and approval processes. However, by adopting an Agile approach and engaging compliance teams from the outset, we implemented an MVP (Minimum Viable Product) approach, focusing on core features while conducting parallel regulatory discussions. This enabled us to launch the first MVP in 9 months—reducing time-to-market while ensuring full regulatory adherence.

Key Metrics for Measuring the Success of Digital Products

The success of a digital product is determined not only by how and when it is delivered but also by what business value it brings. To align with broader business objectives, I track metrics that reflect both efficient delivery and strong business impact.

During development, I monitor on-time delivery to ensure efficient execution. After launch, I measure business value through a mix of engagement and conversion metrics.

For instance, consider an AI chatbot on a bank’s website that assists visitors with mortgage, credit card, or personal loan inquiries. Key metrics include:

• Engagement: Number of Handovers to Human Agents – A lower rate suggests the chatbot effectively handles customer requests, whereas a higher rate indicates gaps in AI understanding.

• Conversion: Number of Leads Generated – If the chatbot collects contact information and product interest, it qualifies as a successful lead generation tool.

To structure these insights, I apply the marketing funnel framework, ensuring metrics are product-specific and tied to agreed-upon KPIs established during the requirement-gathering phase.

The Role of AI and Machine Learning in Personalized Digital Banking

AI and machine learning are transforming digital banking by personalizing the investor experience. Consumers now demand better online interactions and tailored offerings from financial institutions.

According to a Capco survey, 87 percent of Malaysian consumers prefer personalized financial services. A Deloitte study further highlights the rising demand for personalized investment advisory that aligns with individual financial goals and risk appetites.

AI and machine learning analyze transaction history, investment preferences, and risk tolerance to craft personalized recommendations. These technologies enhance investor experiences through:

• AI-driven investment suggestions tailored to an individual’s financial profile.

• Empowered sales tools that assist financial advisors with data-driven insights.

• Self-service robo-advisory platforms for investors seeking independent financial decision-making.

By leveraging AI, banks can significantly enhance digital wealth management services, making financial advice more accessible and customized.

Advice for Industry Peers and Aspiring Professionals

For professionals driving innovation in banking, I recommend focusing on these three key principles:

1. Start with Data – Data-driven decision-making is essential. Prioritize analytics in product development, marketing, and performance measurement. “Without data, you're just another person with an opinion.” – W. Edwards Deming

2. Be Agile, but Focus on Value – While speed is important, delivering high-value products should take precedence. Prioritize quality over speed if necessary. “Good, Fast, Cheap—you can't have all three.”

3. Never Stop Learning – The digital landscape is constantly evolving. Staying updated with industry trends is crucial for success.

“The purpose of learning is growth, and our minds, unlike our bodies, can continue growing as we continue to live.” – Mortimer Adler

By embracing these principles, professionals can drive meaningful innovation in the banking sector while maintaining compliance, efficiency, and customer satisfaction.

Disclaimer: The views and opinions expressed in this article are those of the author and do not necessarily reflect the official policy or position of any employer or organization.