The encyclopedia · Finance & Accounting · Financial decision · 1998–2004
Bank Hapoalim built a portfolio optimizer for retail customers
Bank Hapoalim's Opti-Money built tailored asset-class portfolios, earning customers $244m above benchmark and the bank $31m.
Bank Hapoalim
the move
Bank Hapoalim, Israel's largest bank, needed a way for its relationship managers to give sound investment advice to individual customers, who differ in risk and situation and who had previously received inconsistent guidance.
Opti-Money is a decision-support system that takes customer- and market-specific inputs and solves a modified Markowitz-type nonlinear programming problem to produce an optimal tailor-made portfolio in asset classes, without making buy or sell recommendations.
Over five years it was used in 133,000 consultation sessions with 63,000 customers in 2002 alone; customers who used it earned 88% higher net income, advised customers earned $244 million a year above benchmark, and the bank's direct annual income exceeded $31 million.
why it works
- Retail customers have different risks, so one-size advice is wrong.
- Stocks and bonds are too fine-grained for a retail advisor to price.
- Optimizing asset classes per customer makes advice tailored and consistent.
- Measured: $244m a year above benchmark for customers, $31m for the bank.
what transfers
To give personalized advice to many customers, solve one optimization per customer over asset classes, instead of scaling product rules of thumb; consistency and tailoring are the value.
what came after
Opti-Money ran for years as a mature system and gave the bank a unique position in the Israeli banking sector, with income directly attributed to it exceeding $31 million in 2002; it was a Franz Edelman Award finalist because it scaled tailored private-bank-style advice to retail customers.
references
- Opti-Money at Bank Hapoalim: A Model-Based Investment Decision-Support System for Individual Customers
- Opti-Money at Bank Hapoalim: A Model-Based Investment Decision-Support System for Individual Customers
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