5 Accounts Receivable Metrics Every Cannabis CFO Should Track

Cash conversion velocity separates cannabis operators who scale from those who stall. In an industry where traditional financing remains scarce and 280E compresses margins, AR efficiency isn't a back-office function - it's a strategic lever.

These five metrics give CFOs the visibility needed to protect cash flow and identify collection bottlenecks before they become liquidity crises.

1. Days Sales Outstanding (DSO)

DSO measures the average number of days between invoicing and payment collection. For cannabis operators dealing with extended retailer payment terms and inconsistent enforcement, DSO reveals whether your credit policies match market reality.

Calculation: (Accounts Receivable ÷ Total Credit Sales) × Number of Days

What it tells you: Rising DSO signals deteriorating payment behavior across your customer base. In cannabis wholesale, where retailers frequently stretch terms during slow seasons, DSO spikes often precede cash crunches by 30-60 days. Track DSO by customer segment - dispensary chains behave differently than independent retailers.

2. Collection Effectiveness Index (CEI)

CEI measures how effectively your team collects receivables that were available for collection during a given period. Unlike DSO, CEI accounts for timing and isolates collection performance from sales volume fluctuations.

Calculation: (Beginning Receivables + Monthly Credit Sales − Ending Total Receivables) ÷ (Beginning Receivables + Monthly Credit Sales − Ending Current Receivables) × 100

What it tells you: CEI above 80% indicates functional collection processes. Below that threshold, examine whether the problem is process (inconsistent follow-up), people (under-resourced AR team), or policy (terms that don't match customer payment behavior). Cannabis operators often discover CEI drops correlate with sales team turnover - new reps may not enforce payment terms as aggressively.

3. Accounts Receivable Turnover Ratio

AR turnover measures how many times per year you collect your average receivables balance. Higher turnover means faster cash conversion.

Calculation: Net Credit Sales ÷ Average Accounts Receivable

What it tells you: This ratio contextualizes DSO within your sales volume. A company with $10M in annual sales and $2M in average AR has turnover of 5x - collecting the full receivables balance roughly every 73 days. Compare turnover across quarters to identify seasonal patterns. Many cannabis wholesalers see turnover drop Q1 as retailers conserve cash post-holiday, then recover Q3-Q4.

4. Average Days Past Due

While DSO measures the full invoice-to-payment cycle, average days past due isolates delinquency - how far beyond terms your customers actually pay.

Calculation: Weighted average of days past due across all overdue invoices

What it tells you: This metric separates structural payment delays from policy issues. If your terms are Net 30 and average days past due is 15, customers are paying at Net 45 regardless of what the invoice says. That's a pricing problem, not a collections problem. Use this metric to inform credit policy adjustments and identify customers who chronically pay late but remain profitable enough to retain.

5. Bad Debt to Sales Ratio

Bad debt ratio measures uncollectible receivables as a percentage of total credit sales. In cannabis, where customer financial instability is common and legal remedies are limited, this metric directly impacts margin.

Calculation: Bad Debt Write-offs ÷ Total Credit Sales × 100

What it tells you: Track this metric monthly, not just at year-end write-off. Rising bad debt ratios often lag economic stress by 90-120 days - by the time write-offs hit, the underlying problem has metastasized. Segment analysis matters: if bad debt concentrates in a specific region or customer type, adjust credit limits proactively rather than absorbing losses reactively.

Connecting Metrics to Action

These five metrics form an interconnected system. DSO provides the headline number; CEI diagnoses collection execution; turnover contextualizes performance against sales volume; days past due isolates delinquency from structural delays; bad debt ratio quantifies the cost of failures across the system.

Review them together monthly. When multiple metrics move adversely simultaneously, prioritize investigation over incremental process changes - the root cause is likely systemic.