Xpress Personal Loan completions fell 20% in tier-2 and tier-3 cities this quarter. What is the root cause?

Introduction

HDFC Bank's Xpress Personal Loan, part of its XpressWay digital lending suite, offers pre-approved and instant personal loans with near-instant disbursal for eligible customers through NetBanking, the HDFC Bank App and partner journeys. The prompt says: completed Xpress Personal Loan applications fell 20% quarter-on-quarter in tier-2 and tier-3 cities, while metro volumes are flat. What happened? Personal loans are high-margin for the bank, and tier-2/3 markets are where HDFC Bank has been adding branches and customers since the merger with HDFC Ltd, so this drop matters. I'll clarify, rule out external factors, map the journey, break down the metric, gather data, build hypotheses, isolate the root cause, validate and decide.

Step 1

Clarifying Questions (3 minutes)

• Is the drop in applications started, approvals, or disbursals?

Why it matters: Each points to different causes: demand, risk policy or process. Expected answer: Applications started are down 5%; completed applications (submitted with all steps) are down 20%. Impact on approach: The issue is inside the funnel, not demand.

• Has the bank changed risk policy, pricing or pre-approved offer eligibility this quarter?

Why it matters: Unsecured lending has faced regulatory tightening, including higher risk weights from RBI in late 2023, and banks have adjusted policies. Expected answer: Pre-approved offer volumes were reduced slightly for some segments; pricing unchanged. Impact on approach: We check how much of the drop is policy-driven.

• Did any journey or technology change ship in the quarter?

Why it matters: Process changes often hit less digitally confident users hardest. Expected answer: A new income verification step using account aggregator consent was introduced for non-pre-approved applicants. Impact on approach: Strong candidate for a tier-2/3-specific drop.

• Do tier-2/3 customers apply mostly through self-serve digital channels or through branch-assisted journeys?

Why it matters: Branch-assisted flows behave differently from self-serve. Expected answer: About half are branch-assisted, where staff help customers start the journey on their phones. Impact on approach: Branch incentives and staffing could matter too.