About a-team Marketing Services
The knowledge platform for the financial technology industry

A-Team Insight Blogs

And You Thought Your Structured Data Was in a Mess….

Subscribe to our newsletter

As the world of reference data moves to a phase of relative maturity, the landscape is becoming littered with the usual ‘after-dinner circuit’ of case studies, interviews and Powerpoints gloating about how the data challenge has finally been met. Instead of the chaos we uncovered three years ago – has it been that long? – when we launched Reference Data Review, the reference data steer has been broken, and the industry’s talk is of governance, best practices and ROI.

So far, so good. Progress, it seems, has been made. It’s just the simple matter of implementing, right?

Wandering around the SIA Show this month, we enjoyed two very interesting conversations with a couple of people, the existence of whose businesses suggests that the data management world isn’t quite as rosy as many of the industry’s thought leaders might have you believe.

Tom Jordan, who’s fronted Jordan & Jordan since leaving Knight-Ridder Financial back in 1989 or 1990, has started to gain traction helping firms implement their reference data management projects, just as he did with market data implementations all through the ‘90s. J&J has had some success in formulating a reference data consulting practice, and has even developed a set of processes and tools to help it and its clients test internal reference data management capabilities.

And then there’s Steve Semenzato, CEO of ClusterSeven, which is in the process of evangelizing the strategic nature of the lowly spreadsheet.

Why should we care?

Semenzato says we should care because the spreadsheet – or rather the messy, unstructured data that resides within the spreadsheet – just might be the next frontier in winning the data management West.

Semenzato argues that financial institutions need to recognize that spreadsheets have become a strategic element of their systems infrastructure. Part of the reason for this is that spreadsheets represent a powerful tool that sits outside of the IT empire. They allow business people – traders, analysts, investment bankers – to formulate their own models, outside of the controlled realm of a bank’s ‘strategic’ systems and platforms.

Of course, regulators have waded in and decreed auditability of spreadsheets used in various operational areas. Firms’ responses to these regulatory requirements, though, are in effect negative; they audit and control spreadsheets in order to comply.

Semenzato argues that if firms were to concede that spreadsheets were in fact strategic assets, then they could benefit from a more positive or proactive approach to managing them. This is where ClusterSeven comes in. The company’s software provides a continuous audit of changes to spreadsheets’ structure, data and formulas. Semenzato’s line is that this can help firms bring spreadsheets into the strategic technology environment – and rein in the mass of unstructured data that currently sits on many a financial markets professional’s desktop PC.

ClusterSeven isn’t the only company to twig to the value of spreadsheet-based data. Data platform provider Xenomorph has just added a ‘Spreadsheet Inside’ capability to its TimeScape system. Perhaps the unstructured world of .xls is about to be welcomed into the data management fold.

Subscribe to our newsletter

Related content

WEBINAR

Recorded Webinar: Generative and Agentic AI in Financial Markets: What the Data Really Shows

Artificial intelligence is reshaping financial markets – but the reality on the ground is more nuanced, more uneven, and more instructive than the headlines suggest. A new A-Team Insight research programme, drawing on responses from senior AI decision-makers at buy-side and sell-side institutions across the USA, UK and Canada, reveals a market in transition: from...

BLOG

12 Leading Providers of Semantic Layers in Modern Capital Markets Data Stacks

Reconciling fragmented financial data across disparate trading systems, risk engines and regulatory reporting pipelines is a challenge that frequently results in conflicting analytical outputs, costly reconciliation cycles, and elevated operational risk under frameworks like BCBS 239 and FRTB. The enterprise response has been a move away from continuous database consolidations towards centralised semantic layers. Positioned...

EVENT

Eagle Alpha Alternative Data Conference, London, hosted by A-Team Group

Now in its 8th year, the Eagle Alpha Alternative Data Conference managed by A-Team Group, is the premier content forum and networking event for investment firms and hedge funds.

GUIDE

Regulatory Data Handbook 2026 – Fourteenth Edition

Welcome to the fourteenth edition of A-Team Group’s Regulatory Data Handbook. Supervisors increasingly expect firms to demonstrate which rules apply, which data supports each obligation, who owns the control and how exceptions are identified and resolved. Policies and implementation programmes must now be supported by records that can withstand regulatory scrutiny. This edition examines material...