Financial statements tell controllers where the business has been. But they do not always tell you what is happening inside the processes that produce those results or where the business may be headed next.
That is why controllers need to look beyond the income statement, balance sheet, and cash flow statement.
Operational and financial metrics can provide additional insight into cash flow, efficiency, working capital, forecasting, and the health of the finance function itself. They can also help controllers identify potential problems before they appear in the financial statements.
Organizations such as the American Productivity & Quality Center (APQC), the Association for Financial Professionals (AFP), and the Institute of Management Accountants (IMA) emphasize the importance of using meaningful performance measures to understand finance operations and support better decision-making.
So, which metrics should controllers consider monitoring?
1. Days Sales Outstanding
Days Sales Outstanding, or DSO, measures how long it takes a company to collect payment after making a sale.
A rising DSO can indicate slower collections, changes in customer payment behavior, invoicing issues, or problems within the accounts receivable process.
Monitoring DSO over time can help controllers identify changes in cash flow before they become more significant problems.
APQC identifies DSO as an important finance performance measure and provides cross-industry benchmarking data that organizations can use to evaluate their performance.
2. Days Payable Outstanding
Days Payable Outstanding, or DPO, measures how long a company takes to pay its suppliers.
DPO can provide insight into how effectively a company is managing its cash and accounts payable processes.
A change in DPO is not automatically good or bad. Paying suppliers too quickly can unnecessarily reduce available cash, while extending payments too far could affect supplier relationships or lead to missed discounts.
The goal is to understand what is driving the metric and whether it aligns with the company’s cash management strategy.
3. Cash Conversion Cycle
The Cash Conversion Cycle looks at how long it takes for money invested in operations to return to the business as cash.
It brings together three important measures:
- Days Sales Outstanding
- Days Inventory Outstanding
- Days Payable Outstanding
Looking at these metrics together can give controllers a better understanding of how effectively the organization is managing working capital.
AFP identifies working capital metrics such as DSO, DPO, and inventory days as important tools for understanding liquidity and operational performance.
4. Days Cash on Hand
Revenue and profitability do not necessarily tell you how much financial flexibility a company has today.
Days Cash on Hand estimates how long a business could continue operating using its available cash based on its current spending levels.
This can be particularly useful when evaluating liquidity, planning for uncertainty, or assessing whether the company has enough cash to support upcoming investments or obligations.
Controllers can use this metric alongside cash forecasts to provide leadership with a clearer picture of short-term financial flexibility.
5. Month-End Close Cycle Time
How long does it take your finance team to close the books?
Close cycle time is an important operational metric because a lengthy close can indicate inefficient processes, excessive manual work, reconciliation problems, or data issues.
APQC tracks monthly financial close cycle time as a finance performance measure. Its benchmarking data can help organizations evaluate their own close performance and identify opportunities for improvement.
More importantly, controllers should look at whether close time is improving and what is causing delays.
6. Forecast Accuracy
A forecast is only useful if it provides a reasonable view of what is likely to happen.
Controllers can monitor forecast accuracy by comparing projected results with actual results across areas such as revenue, expenses, cash flow, or operating costs.
Rather than simply asking whether the forecast was right or wrong, look for patterns.
Are certain expenses consistently underestimated? Is revenue regularly overestimated? Are cash collections taking longer than expected?
These patterns can help finance teams improve future forecasts and provide leadership with more reliable information.
7. Budget-to-Actual Variance
Budget variance is more than a number showing whether the company is above or below budget.
The real value comes from understanding why the variance occurred.
Controllers should consider monitoring significant variances by department, business unit, product line, or expense category.
For example, a 10% increase in an expense may not be concerning if it resulted from a planned investment. A smaller unexpected variance could be more important if it signals a recurring process or operational issue.
The goal is to move beyond reporting the variance and understand the business activity behind it.
8. Accounts Receivable Aging
DSO provides a high-level view of collections, but an AR aging report provides more detail.
Controllers should monitor the percentage of receivables that are current versus past due, while also looking for trends in aging categories.
A growing balance of older receivables may signal collection problems, billing disputes, customer issues, or inconsistent follow-up.
Tracking AR aging alongside DSO can give controllers a more complete picture of the company’s ability to convert revenue into cash.
9. Finance Process Cycle Time
Not every important finance metric is a financial metric.
Controllers should also understand how long key processes take.
Examples include:
- Time to process an invoice
- Time to complete an account reconciliation
- Time to generate a financial report
- Time to approve a transaction
- Time to resolve an exception
- Time to onboard a new customer or vendor
Long cycle times can indicate unnecessary manual steps, disconnected systems, unclear responsibilities, or process bottlenecks.
Measuring cycle time can help controllers identify where process improvements or automation could have the greatest impact.
10. Cost and Productivity of the Finance Function
Controllers should also understand how efficiently the finance function operates.
Possible measures include:
- Finance cost as a percentage of revenue
- Finance employees relative to company size
- Transactions processed per finance employee
- Cost to process accounts payable transactions
- Cost to process accounts receivable transactions
- Percentage of finance activities that are automated
APQC uses several of these types of measures in its finance benchmarking work.
The objective is not simply to reduce finance headcount or minimize costs. It is to understand whether the finance function is operating efficiently and whether the organization is getting the right value from its investment in finance.
How Should Controllers Decide Which Metrics to Monitor?
More metrics do not necessarily mean better financial management.
IMA research has emphasized the importance of focusing on meaningful performance measures rather than overwhelming decision-makers with too many metrics.
The right metrics will depend on the company’s size, industry, business model, growth stage, and priorities.
A controller at a rapidly growing company may need to focus heavily on cash conversion, collections, forecasting, and scalability. Another organization may need greater visibility into inventory, process efficiency, or finance costs.
The important question is not:
“What metrics can we track?”
It is:
“Which metrics help us understand what is happening in the business and what we should do next?”
How Can Technology Make These Metrics Easier to Monitor?
Tracking these metrics manually can quickly become another administrative burden for finance teams.
When financial and operational data is spread across accounting systems, CRM platforms, spreadsheets, and other applications, controllers may spend significant time gathering and reconciling information before they can actually analyze it.
Connected systems can make it easier to create consistent reporting and dashboards that provide visibility into key metrics.
Automation can also reduce the manual effort involved in collecting, reconciling, and distributing information.
The goal is not to create more dashboards.
The goal is to give finance leaders timely, reliable information that supports better decisions.
The Bottom Line
Financial statements remain essential, but they only tell part of the story.
Controllers who monitor operational and leading indicators can gain a better understanding of cash flow, working capital, process efficiency, forecasting, and the overall health of the finance function.
The most useful metrics are the ones that lead to action.
When controllers can see that collections are slowing, close cycles are getting longer, forecasts are becoming less accurate, or finance processes are consuming more resources, they can address the underlying issue before it becomes a larger business problem.
That is where financial reporting becomes more than a record of what happened. It becomes a tool for helping the business understand what is happening now and prepare for what comes next.
Augeō helps organizations connect financial processes, data, and technology to create greater visibility and more efficient finance operations.