Account and transaction volumeMore lines, accounts, schedules, and exceptions increase preparation and review effort.
Entities and dimensionsEntity, department, project, customer, product, region, and channel reporting add mapping and validation work.
Data readinessUnreconciled balances, inconsistent classifications, missing dimensions, and manual extracts increase setup effort.
Systems and integrationsMultiple platforms, APIs, warehouses, custom queries, and access controls affect implementation.
Reporting frequencyMonthly, quarterly, weekly, or event-driven delivery changes capacity and coordination requirements.
Review and commentary depthDetailed movement analysis, stakeholder coordination, and board-ready narratives require additional senior input.
Turnaround and coverageCompressed close cycles, time-zone coverage, backup staffing, and extended support hours affect team design.
Security and complianceEnhanced access control, audit evidence, retention, segregation, and client-specific onboarding can add effort.