EDS for Asset Managers, Wealth Managers, and Family Offices

Benchmark-aware investing with consistency, governance, and transparency

Asset managers and wealth platforms operate in benchmark-relative environments where discipline, repeatability, and explainability are essential. Equity Data Science enables firms to unify research, portfolio construction, risk analytics, ESG insight, and performance attribution, supporting consistent decision-making across long-only portfolios and multiple mandates.

EDS helps firms manage portfolios relative to benchmarks such as the S&P 500, MSCI indices, or custom benchmarks, while maintaining full transparency into how research and portfolio decisions drive outcomes over time.

What Matters Most for Long-Only and Benchmark-Aware Investors

  • Benchmark-aware portfolio management
  • Repeatable research and decision processes
  • Clear oversight across portfolios and teams
  • ESG and risk embedded into daily workflows
  • Transparent reporting for stakeholders and investors

How Institutional Investors Use the EDS Platform

Centralized Research Across Coverage Teams

RMS provides a structured system for notes, models, KPIs, transcripts, and ESG data, creating a consistent research foundation across analysts and portfolios.

Portfolio Construction Relative to Benchmarks

Sizing decisions are evaluated in the context of benchmark weights, active risk, and portfolio constraints, supporting consistent long-only portfolio management.

Risk and ESG Integrated Into Portfolio Oversight

Risk analytics and ESG insights are visible alongside holdings and benchmark exposures, helping teams manage unintended tilts and long-term risk.

Benchmark-Aware Performance Attribution

Asset managers use Brinson-style attribution to evaluate security selection, allocation, and interaction effects relative to benchmarks, alongside absolute portfolio attribution where appropriate.

Multi-sector performance history chart (Feb 2025–Feb 2026) with stacked colored bars and a yellow total line; right axis shows % returns.

Performance History

Key Products for Asset Managers and Wealth Platforms

Common Integrations for Asset Managers

Portfolio management systems (PMS)

Market and benchmark data providers

ESG data vendors

Risk and performance systems

See how EDS supports benchmark-aware investing

Before EDS

  • Fragmented research documentation
  • Manual benchmark comparisons
  • Limited visibility into decision drivers
  • ESG treated as a separate reporting exercise
  • Time-consuming investor reporting

After EDS

  • Centralized, auditable research workflows
  • Clear benchmark-relative portfolio oversight
  • Attribution that explains results in context
  • ESG embedded into research and portfolio decisions
  • Stronger transparency for clients and stakeholders

Common Integrations for Asset Managers

Portfolio management systems (PMS)

Market and benchmark data providers

ESG data vendors

Risk and performance systems

See how EDS supports benchmark-aware investing

Ready to Strengthen Your Investment Process?

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