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AT
THE INTERSECTION OF INVESTMENT PROCESS, DATA AND TECHNOLOGY |
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SOLUTIONS
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Performance
Measurement and Attribution
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Risk
Decomposition and Management |
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Risk
Measurement & Management - Designed
and implemented risk management
methodology for a premier global balanced
manager. Multiple factors at the
portfolio, composite, and benchmark
levels, assembled from multiple raw data
sources, were used to construct and
correlate factor indices, and to detail
factor-specific exposure, tracking error,
and information ratio, both historical and
projected. |
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Alpha
and Risk Modeling |
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Factor
Modeling - Architected and implemented
data and component design for a
leading-edge quantitative firm running
multi-factor models on U.S.
and global equity portfolios. Models
designed to be re-usable in all steps of
the investment process, including
back-testing, indexing, exposure
calculation, alpha generation,
optimization, performance attribution and
risk budgeting. |
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Factor
Research Management - Architected
meta-data structures for managing factor
research at this premier global management
firm. Resultant database used to manage
daily raw data collection, direct
re-calculation of factor universes, track
factor usage in research and operational
models, and record historical availability
and usage. |
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Custom
Benchmark Design & Construction |
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Equity
Benchmark Design - Conducted extensive
research and modeling of custom benchmark
definitions for measurement and client
reporting, at a Boston-area boutique
manager. Back-tested historical
performance and tracking under various market conditions. Results
used to define mandate and benchmark for
client’s new mid-cap and small-cap value
products. |
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Liability
Benchmark Analysis - Designed and
implemented system for a premier
fixed-income manager to collect client
liability stream data and calculate
liability benchmarks using customizable
methods. Automated liability projection and
market data collection, feeding performance measurement and attribution
systems with benchmark returns,
partial & effective durations, and
term structure analytics. |
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Completeness
Fund - Conceived, designed and implemented
automated daily construction of
Completeness Fund for this hedge
fund-of-funds manager. Resultant product
removed residual risk vs. client
benchmarks, while preserving constituent
fund manager alphas. |
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Optimization
and Back-testing |
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Black-Litterman
Asset Allocation - Adapted the Black-Litterman
forecasting methodology (with conditional covariance extensions
suggested by Qian and Gorman) for a tool
giving fixed-income managers at this
premier institution fine-grained control
over their excess return forecasts.
Designed and implemented optimizer to
integrate closely with these forecasts,
producing inherently more feasible optimal
portfolios than were previously possible. |
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Optimization
and Back-testing - Designed and implemented
interface for automating factor research,
back-testing, optimization and rebalancing
functions for a leading-edge global quantitative
manager. Integrated proprietary modules
into efficient and coherent front-end
process for research department; results
integrated on the back end to automate
operational trading of long/short equity
accounts. |
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Derivatives |
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CDO
Modeling & Optimization - Formulated,
designed and implemented a custom model
for valuing and analyzing Collateralized
Debt Obligations for a premier fixed
income manager issuing synthetic bespoke
tranches. Integrated correlation mapping
from traded index tranches with a
heterogeneous, single-factor copula model;
calculated expected loss distribution and
fair spread; generated deltas to
single-name obligors. To support ongoing
management of the CDO portfolio,
implemented optimization capability
suggesting obligor substitutions and
hedges. |
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Research
Data Warehousing |
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Research
Data Integration - Evaluated, selected and
integrated data sources and suppliers to
support the modeling, ranking and scoring
processes of a premier global equity
investment firm. Designed and implemented
processes for updating and managing
fundamental, market, corporate action,
expectational, economic and benchmark data
feeds in an integrated data framework. |
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Investment
Data Warehousing - For a leading global
manager, architected and implemented a
tiered data warehouse supporting portfolio
management, research, trading, operations,
marketing and client services. Integrated
external and internal databases and feeds;
constructed automated systems for update
and scrubbing, and for driving interfaces
with all analytic and operational systems. |
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