Planning & Analysis
Process Solutions

Ways for finance teams to track key metrics and KPIs of accounts receivable.
The cash is tight for most business owners. The money is usually not gone. It is simply a matter of sitting there, stuck in your accounts receivable, awaiting the arrival of AR to retrieve it.
You already did the hard part, you made the deal, you have provided the product, and you also made the money. The only thing standing between you and that cash is a broken collections process. The good news is that tracking and acting on the right KPIs for accounts receivable can improve cash flows and make them more predictable.
More than 50 percent of B2B invoices worldwide remain outstanding. Billions. Gone – not because business did not make it, but because no one created a system to take it. Three-quarters of finance leaders describe AR as being more strategic than impulsive.
Knowing which AR metrics to pay attention to, what they are telling you, and what to do the moment they start moving in the wrong direction is important for the company to grow.
This guide will cover KPIs for accounts receivable in detail.
The performance of the accounts receivable can be as good as the performance indicators applied to it.
The ability to track the appropriate AR measures turns the receivables into an active cash flow management system rather than a passive record.
The basic KPI of accounts receivable is DSO. It is a measure of the average days between the sale and payment. All AR conversations that are worth having begin with this.
The formula is simple: take your total accounts receivable, divide it by your total net credit sales for the period, and multiply by the number of days in the period.
The number shows how many days it takes to collect payment after an invoice is delivered.
Different industries have different ideal DSO. A DSO below 45 days is a good indicator for most industries, as it indicates quicker collections (TechTarget).
An increased DSO is usually an early indicator that something has gone amiss before it manifests in other ways. It may indicate that your customers are simply in a dire economic situation, that delays are inherent in your invoicing process, or that your follow-up in collections is erratic.
When companies do not have a specified DSO baseline, they cannot determine whether collections are getting better or worse on a quarter-to-quarter basis and thus are unable to hold the AR function accountable.
Where DSO will inform you of the number of days outstanding receivables, AR turnover ratio will inform you how many times you are turning the entire outstanding balance of receivables into cash during a specific time. It is the speed measure of your collection function.
8 = Receivables collected 8 times per year
Optimal turnover ratios are 7-8 for the industry (NCRi). A ratio below that range indicates that collections are sluggish or the credit terms are excessively generous.
At times when the AR turnover ratio is too large it may accompany declining sales. The reason is that the customers may switch to other companies that offer a more lenient collection period (a.k.a a longer collection period).
Like DSO, the power of this metric is in the trend. Monitor it month by month and quarter by quarter. Such an indicator as a falling AR turnover should be a red flag that should be examined on time before it turns into a cash flow issue.

DSO informs you about the time of collections. CEI informs you of the level of collection that your team would actually have. The difference is important since a company that has a long collection period may have high DSO due to structural factors, but has a tight and efficient collections cycle. CEI directly measures that effectiveness.
The outcome is a percentage that indicates the percentage of the available receivables your team has collected during the period.
A strong CEI is between 80 and 90 percent, whereas an excellent collection performance is at 95 percent or more (Sage).
Nearly 40% of finance departments do not even monitor CEI (Esker), which indicates that they have no means of knowing whether their collection efforts are actually working or simply keeping pace with the rate of incoming invoices.
Firms that have automated collection tools, especially those that rely on AI-based predictions of payment and prioritized worklists, are more likely to demonstrate statistically significant increases in CEI than those that do not.
AR aging is the way you lump your outstanding receivables into buckets in accordance with their length of existence. It is among the most useful tools in AR management as it not only informs you of the amounts to which you are entitled, but also the extent to which such sums can be collectible.
The older the receivable, the harder it is to collect. A follow-up call is a call made 15 days after the due date. Negotiating a 90-day past due invoice. An invoice that is past due for more than 120 days is most likely to be written off or sent to collections.
The Days Beyond Terms of the industry, or the average term of customers paying, is 19 days. In a recent webinar, 60% of the respondents said they had an average DBT of 16 to 50 or higher days, implying that most organizations are holding more aging risk than is appropriate.
Proactive collections are also based on aging analysis. Unlike the approach used to handle all outstanding invoices as a single unit, the aging report enables the finance departments to focus on high-value accounts that are approaching the critical range and ensure that they follow up on them before they reach the high-risk area. APQC benchmarking data of AR provides industry-specific aging breakdowns that may help finance teams to understand what normal is in their industry.
The measure is the indicator of the downstream price of poor credit measurement, follow-up, or both.
The high-performing companies had a bad debt-to-sales ratio of 0.1% or less in 2023. Ratios of 0.57% or above were on low performers (HighRadius). Businesses that are manual in AR write off approximately 4% of AR collections annually. The industry average bad debt ratio is approximately 1.5% (Esker), but healthcare and construction are expected to be higher because of the complexity of billing in the sector.
Your credit onboarding is directly related to the bad debt ratio. Firms that perform due credit checks before the extension of terms, place adequate limits, and regularly inspect the risk profile of a customer, always have reduced write-off rates.
The KPIs that have been introduced to date are mostly outcome-based. The rate of automation quantifies the infrastructure generating such results. The percentage of AR activities processed without human effort: invoice delivery, payment reminders, cash application, and routing of disputes.
Automation rate in the industry is between 60 and 75 percent on AR functions (Serrala). Top users on dedicated AR systems frequently achieve more than 90% cash application automation specifically. Eighty-five percent of finance departments that use automation tools find more efficiency, and 63 percent indicate better payment timeliness (Upflow).
Most of the other KPIs of this guide are led by the automation rate. The more automation companies have, the lower the DSO, the higher the CEI, and the lower the bad debt ratios since automation imposes uniformity. Each invoice will be sent. All the alerts are set at the right time. All at-risk accounts are flagged. Human capacity is concerned with exceptions that do demand judgment, rather than with routine, which may or may not be run-to-rule.
All the disputed invoices are for late payments. Once a customer challenges an invoice, the clock halts on a receivable until such a dispute is sorted out. The high dispute rates swell DSO, and customer relations and occupy collections bandwidth that would be more effectively occupied by simple follow-up.
The standard percentage of invoice disputes in the industry is 2 percent, but most finance professionals record higher rates of dispute than the standard of 2 percent, with some recording rates of more than 10 percent (Esker).
High levels of dispute are often an indication of an upstream issue: invoices being released with the incorrect quantities, incorrectly matched prices with the purchase order, or incorrectly captured delivery confirmations. It is not the AR team that is often the fix. It is during the invoicing process, the data integration of order management and billing process, and the clarity of payment terms that are communicated to customers at the point of sale.
Building a KPI for Accounts Receivable That Actually Gets Used
It is one thing to track AR KPIs. Another one is the construction of a measurement system that finance leadership actually uses to make decisions. The difference lies in a couple of principles.
Measure the right stage metrics. A small business with 50 customers requires DSO and aging analysis. The requirement of a mid-market company with thousands of invoices requires CEI, dispute rate, and automation rate in addition to the above. Begin with what can be done based on your existing data and the capacity of your team.
Set benchmarks that are sector-specific. A SaaS company has a problem with net 30 terms of 55 days. It can be perfectly typical of a construction company with 60-day payment terms. Before you measure yourself against the gap that you feel, compare yourself to your own industry.
Discuss metrics at the end of every month and take action. KPIs that are not opened by anyone in a dashboard do not exist. They are data. The measurement is only important when there is an individual who has the power to take action with the numbers.
Link AR measures to business. DSO has a direct influence on working capital. Bad debt ratio directly affects profit margin. Staff capacity is directly related to the rate of automation. The metrics receive the attention they require when the leaders of finance present them as measures of the business results they bring about.
As an example of what teams are doing to build or enhance that discipline, Expertise Accelerated’s effort to establish baselines, compare against industry data, and establish the correct review cadences can serve as a practical starting point. The metrics, per se, are only as valuable as the process constructed around them. Start there. The figures will speak volumes.
Conclusion: KPIs for Accounts Receivable Turn Guesswork Into Strategy
Accounts receivable is where the difference between the revenue reported and the real cash resides. Underperforming AR may leave a business with a good sales book and short of liquidity. The gap that is bridged by the companies is not always the gap between the companies with the most advanced software. It is they who know their numbers, follow them regularly, and use the results as prescriptions to action.