Should Merrill Lynch prioritize expanding its robo-advisor platform for mass-market appeal or focus on enhancing high-touch advisory services for wealthy clients?

Introduction

The trade-off question at hand is whether Merrill Lynch should prioritize expanding its robo-advisor platform for mass-market appeal or focus on enhancing high-touch advisory services for wealthy clients. This scenario presents a critical strategic decision that could significantly impact Merrill Lynch's market position, revenue streams, and long-term growth trajectory.

To address this complex trade-off, I'll analyze the current product offerings, evaluate potential impacts on different user segments, and propose a data-driven approach to inform our decision. My response will cover key aspects including product understanding, hypothesis formulation, metrics identification, experiment design, and a decision framework.

Step 1

Clarifying Questions (3 minutes)

• Based on recent market trends, I'm thinking robo-advisors are gaining traction among younger investors. Could you share any data on how our current robo-advisor platform is performing in terms of user acquisition and retention, particularly for millennials and Gen Z?

Why it matters: Helps assess the growth potential and current market fit of our robo-advisor offering Expected answer: Moderate growth, but lagging behind competitors in younger demographics Impact on approach: Would influence whether to focus on improving the robo-advisor or doubling down on traditional services

• Considering our revenue model, I assume high-touch advisory services contribute significantly to our bottom line. Can you provide a rough breakdown of revenue between robo-advisor and traditional advisory services?

Why it matters: Helps understand the financial implications of shifting focus Expected answer: Traditional advisory services likely account for 70-80% of revenue Impact on approach: Would inform the balance between innovation and maintaining core business

• Looking at user behavior, I'm curious about the overlap between our robo-advisor clients and those who might upgrade to high-touch services. Do we have data on the conversion rate or lifetime value of clients who start with robo-advisory and transition to full-service advisory?

Why it matters: Indicates potential for robo-advisor as a funnel for high-value services Expected answer: Low but growing conversion rate, with high lifetime value for converted clients Impact on approach: Could suggest a hybrid strategy leveraging both offerings

• From a technical perspective, I'm wondering about the scalability of our current robo-advisor platform. What's our current capacity, and what would be required to significantly expand our user base?

Why it matters: Assesses feasibility and resource requirements for expansion Expected answer: Current platform can handle moderate growth, but major expansion would require significant investment Impact on approach: Influences timeline and resource allocation for potential robo-advisor focus

• Regarding our team capacity, how are our human resources currently allocated between maintaining/enhancing the robo-advisor platform and supporting high-touch advisory services?

Why it matters: Helps understand current operational focus and potential for reallocation Expected answer: Majority of resources likely dedicated to high-touch services Impact on approach: Informs feasibility of shifting focus without major restructuring