How to improve financial data quality for CFOs: 5 practical steps

Most CFOs do not trust their spend data.

The numbers look off. Reports contradict each other. Procurement, accounts payable, and financial planning and analysis (FP&A) all work with different versions of what is supposedly the same information. Instead of using data to steer the business, finance teams spend hours double-checking, explaining, and trying to stitch together the truth.

This is a liability. 

Decisions made on financial data quality that is less than par lead to overspending, missed savings and inaccurate forecasts. For many finance leaders, this is already happening.

To be honest, it is not for lack of effort. 

Finance teams use ERPs, BI tools and dashboards. They track invoices, manage vendors and chase accruals. But the more tools and processes they adopt, the more fragmented the data becomes. Too many systems, too many people handling the same information in different ways.

This can be fixed. It does not require a complete overhaul, just a more practical approach to how spend data is handled, categorised, and shared. Here are five ways finance teams are improving the quality of their data and building systems that people can trust.

When the same supplier shows up in three reports under three different categories, that is not a glitch. It is a sign of deeper issues. Most finance teams do not have a unified approach to how they classify and manage spend.

There is usually no single system of record. ERPs, spreadsheets, expense platforms and procurement tools all store some part of the truth, but not the whole picture. Information moves slowly, and often inconsistently, between departments.

Indirect spend is where most of the mess hides. Direct costs are usually tied to contracts, POs and standard workflows. Indirect costs, on the other hand, are scattered. Subscriptions renew without warning. Freelancers invoice with vague descriptions. Team events get expensive after they happen. Someone always seems to be buying new software on a corporate card without going through procurement.

This creates blind spots. Finance teams cannot plan for what they cannot see. And when surprises hit the books, there is no time left for anything but damage control.

Fix #1 — sort out your expense categories

Expense categorisation is often overlooked. People treat it as an admin task, but it has serious consequences.

When the same product is listed under “Marketing SaaS” by one person, “IT tools” by another, and “Design software” by a third, it breaks everything that depends on that classification. Department-level rollups are skewed. Budget comparisons become unreliable. And attempts to consolidate vendors fall apart.

Cleaning this up does not require complex tech. It requires discipline. 

Start by building a standard list of categories that makes sense for your business. Make it simple enough that people know what to choose, but detailed enough to be useful.

Then get everyone to use it. Train budget owners. Review how categories appear in different systems. Audit your vendor list to remove duplicates and inconsistent naming. You would be surprised how much clarity you gain from something this basic.

When everyone speaks the same financial language, reporting gets cleaner and decisions get faster.

Fix #2 — get control of indirect spend

Indirect spend or procurement is slippery because it often falls outside the usual process. There is no PO. There may not even be an approval. Subscriptions just renew. People hire freelancers. Teams book offsites, and the costs show up weeks later in expense reports.

The result is finance seeing the spend long after the money is committed. And by then, the forecast is already off.

To improve this, the first step is visibility. You need a way to see all spend, including what comes through expense reimbursements and corporate cards. Ideally, you should be able to track it in real time, not at month-end.

Limit the number of systems where spending can happen. Every extra platform creates risk. 

Set thresholds where any spend above a certain amount requires visibility from procurement or finance. And where you can, automate alerts for unusual or unapproved vendors.

It is not about blocking every purchase, but about making sure your finance team knows what is happening before the books close.

Fix #3 — stop treating procurement and finance as separate

Procurement and finance teams often operate on different timelines. Procurement makes commitments early, negotiating contracts and placing orders. Finance only sees the impact when the invoice lands, which might be weeks later.

This gap creates a false sense of security. A forecast may look fine, but it is hiding costs that have already been committed and not yet recorded.

The fix here is better coordination.

Start with regular check-ins between finance and procurement. Make it monthly at a minimum. Review current commitments, contract changes, and expected costs. Even if the data is not perfect, having the conversation helps surface issues early.

If you can, use shared dashboards that show both committed and actual spend. This helps both sides track against targets and align decisions with the same numbers.

When these teams operate in sync, you stop reacting to surprises and start managing spend proactively.

Fix #4 — stop closing your books by hand

Many finance teams still run their month-end close using spreadsheets. They copy and paste figures, track accruals manually, and chase approvals over email.

This is a slow and fragile process. It burns time and introduces risk. One wrong formula or missing tab, and your entire report is off.

Automating parts of your close does not require enterprise software. Many tools designed for mid-market companies can help you automate PO matching, invoice approvals, accruals, and prepaid tracking.

You do not have to automate everything at once. Start with the step that takes the most time or causes the most errors. Fix that, and then move to the next one.

The gains are immediate. Fewer delays. Fewer surprises. And more time to focus on what matters.

Fix #5 — do not rely on ERP reports for real-time data

ERPs are built for control and compliance. They are not built for speed or insight.

If you want a new report, you often need IT to build it. If you want to change a setting, you file a ticket. By the time the report is ready, the data it contains is already old.

This is fine for audit trails. It is not fine for day-to-day decisions.

Modern finance teams add a layer on top of their ERP that gives real-time visibility into spend. These tools pull data continuously and let you see trends before they become problems.

You do not need to replace your ERP. Just stop using it as your only source of analysis. The sooner you can see what is happening with your money, the faster you can respond.

Many finance teams don’t realise how much hidden risk sits in their data. Before you roll out a big transformation project, it helps to take stock of where you stand.

If you cannot answer yes to most of these, you know where to start.

You do not need to fix everything overnight. Choose one area that creates the most frustration and improve that. Then move to the next.

The best CFOs don’t wait for problems to show up in reports. They design systems that catch issues early and identify trends before they spiral.

They use shared dashboards, automate reporting, and regularly check vendor data. They train their teams on spend policies and follow-up, and they don’t let tools or platforms act as excuses for poor data.

By integrating platforms like SpendConsole, finance teams can streamline their processes and ensure that data is consistent and accurate. More than gut instinct, it’s about having the right systems in place so that decisions are based on clean, connected data, enabling faster, more reliable outcomes.