Citisoft logo Citisoft logo
  • Capabilities
    • Capabilities

      From design to delivery, we're your partner at every step.

      • Services
        • Strategic Assessment
        • Operating Model Design
        • Vendor Evaluation
        • Systems Implementation
        • Outsourcing Transition
        • Program and Project Management
      • Practice Areas
        • Investments
        • Operations
        • Distribution
        • Data
      • Markets Served
        • Asset Managers
        • Asset Servicers
        • Asset Owners
        • Wealth Managers
        • Insurance
  • Insights
      • Blog
      • Resources
      Unlock the Industry's Transformation Agenda

      Get the full report to benchmark your transformation strategy and stay ahead of industry change.

      Read the report

  • About
      • Management Team
      • Vendor Relations
      • Events
      • Contact Us
      Unmatched Expertise

      From business transformation to on-the-ground delivery.

      Learn more

  • Careers
  • Submit an inquiry
  • Capabilities
    • Services
      • Strategic Assessment
      • Operating Model Design
      • Vendor Evaluation
      • Systems Implementation
      • Outsourcing Transition
      • Program and Project Management
    • Practice Areas
      • Investments
      • Operations
      • Distribution
      • Data
    • Markets Served
      • Asset Managers
      • Asset Servicers
      • Asset Owners
      • Wealth Managers
      • Insurance
  • Insights
    • Blog
    • Resources
  • About
    • Management Team
    • Vendor Relations
    • Events
    • Contact Us
  • Careers
  • Submit an inquiry

Citisoft Blog

    • Topics:
    • All
    • Investments
    • Operations
    • Data
    • Our Industry
    • Technology and Innovation
    • Vendors and Service Providers
    • Program and Project Management
    • Compliance and Regulation
    • Systems Implementation
    • Operating Model Design
    • Solutions Market Perspective Series
    • Outsourcing Transition
    • Strategic Assessment
    • Asset Managers
    • Corporate Social Responsibility
    • Vendor Evaluation
    • Distribution
    • Industry News
    • Asset Owners
    • Wealth Managers
    • Annual Outlook
background image
Article
•
April 13, 2023

Data Strategy: Look Back Before Moving Forward

Paul McInnis Paul McInnis

micinnis-data-thumb

“It’s like De ja Vu all over again.” Yogi Berra’s famous colloquial expression comes to mind when thinking about the evolution of the next generation of data architecture and the approaches and early thoughts of some asset managers.

As noted in Citisoft’s Outlook 2023, asset managers must prioritize the evolution of their data architectures with the concurrent evolution and modernization of industry solutions. But how many asset managers will truly capitalize on the opportunity to build a next generation architecture or simply opt to build version 2.0 of what they have today?

The financial services industry has a long history of being slow to adopt new technologies and trends. Looking back—and realistically it’s not that long ago—financial services firms held the believe that they could not possibly:

  • Outsource their back and middle office operations to an external service provider
  • Allow wireless technology (i.e., laptops) in their offices to access core systems
  • Store their clients’ financial information in the cloud

Obviously, all the above transformations have been adopted and are now the industry standard. And yet, here we are today where some asset managers are contemplating data and technology strategies that resemble similar approaches used in the ‘90s and early 2000s. The leading approach of the time involved resolving all data in a centralized data warehouse. This involved piping in, transforming, and reconstructing data from multiple external and internal sources into a single “gold copy”. Although this was effective decades ago, today’s cloud-native solutions are following a different path.

The reality is that many asset managers and service providers began their initial cloud journeys around the same time, have learned from those experiences, and are now at the point of being able to deliver significant value for their organizations. With more and more (front, middle, and back office) cloud-native products being introduced, asset managers need to prioritize their data architecture with the evolution of those solutions. The challenge they both face is time to delivery if they choose to go it alone and build it all themselves. In some cases, partnering with a solution provider that solves a significant business problem may be the best way to accelerate an asset manager’s data architecture and deliver solutions to the business sooner.

The way in which data is consumed, shared, and stored will continue to progress along with the evolution and maturation of the next generation data architecture. The next domino to fall will be: where will all the data be stored? Historically, asset managers have been reluctant (for good reason) to adopt a federated data model with service providers. Relinquishing control of your firm’s data assets to a vendor can be a frightening thought.

Since then, data integration approaches like REST APIs and Snowflake Share, have quickly become commonplace industry standards. With the continued evolution of cloud native solutions, cloud storage fees, and the never-ending quest for seamless integration, a federated data model that utilizes a common infrastructure for the investment industry, may be the next solution on the horizon. Can you envision a regulatory report that has sourced from trades from a vendor order management system, positions from a back office service provider, and client account data from an internal data application?

Untitled (1000 × 750 px) (1)

Senior operations leaders are continuously focused on solutions that provide business growth and operational scalability for the front, middle, and back offices. With more and more cloud-native products being introduced and the evolution of data architectures, the next few years are sure to be interesting! As Yogi Berra said, “The future ain’t what it used to be.”

Tags:

  • Our Industry
  • Technology and Innovation
  • Data
Paul McInnis
Paul McInnis

Paul McInnis is a Citisoft Director with over 20 years of experience leading teams and transforming technology and operations for asset managers. Paul is an innovative thought leader on a variety of topics including investment software solutions, data governance, and data management. He is a builder of highly optimized, objective-focused teams with in-depth knowledge of investment processes and related technologies.

Read full bio
Paul McInnis headshot

Paul McInnis

Managing Director, North America

Paul provides strategic direction and leadership on Citisoft programs in North America and globally. He has over 20 years of experience leading teams and transforming technology and operations for asset managers. Paul is an innovative thought leader on a variety of topics including investment software solutions, data governance, and data management. He is a builder of highly optimized, objective-focused teams with in-depth knowledge of investment processes and related technologies.

Comments

Related posts

Photo of Woman on Blog about Europe ETF Operating Model Challenges
Blog • Nov 19, 2025 ETFs in Europe: Why Operating Model Change is the Real Barrier to Growth
Blog • Jun 04, 2025 From Data Onboarding to Sharing: Enabling Offensive Agility with Today’s Cloud Data Platforms
Citisoft logo
  • Resources
  • Blog
  • About
  • Careers
  • Contact Us

Subscribe to Insights

Subscribe to our monthly newsletter to have insights sent directly to your inbox.

Subscribe
©2025 Citisoft. All rights reserved.
  • Terms of Use
  • Privacy Policy
  • Notice at Collection
  • Linkedin
  • Twitter