Work volumeTransactions, invoices, accounts, entities, vendors, customers, and reporting lines.
Process complexityApproval layers, exceptions, reconciliations, project accounting, multi-currency, and intercompany needs.
Technology environmentPlatforms, integrations, access constraints, data exports, automation, and migration requirements.
Team structureRequired roles, seniority, review depth, domain familiarity, and backup coverage.
Service cadenceDaily, weekly, monthly, close-period, reporting, and response expectations.
Security and complianceData residency, access controls, audit trails, contractual requirements, and regulated information.
Data conditionBacklogs, missing records, unresolved balances, inconsistent coding, and documentation quality.
Scope changeNew entities, systems, reports, languages, time-zone coverage, or responsibilities may affect estimates.