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Also known as: Actual Values
Recorded realized values for metrics, contrasted with planned, budgeted, or forecasted figures.
DESCRIPTION
Actuals are the realized measurements captured from operations, such as revenue, cost, volume, or KPI values. They serve as the ground truth for reporting and analysis in finance and performance management. Variance analysis compares actuals against plans, budgets, or forecasts to understand deviations. In data warehousing, actuals populate fact tables and time series used in dashboards and executive reporting. Accurate actuals enable decision-making, accountability, and continuous improvement.
ALTERNATIVE DEFINITIONS
Investopedia
Variance analysis is the quantitative investigation of the difference between actual and planned behavior. This analysis is used to maintain control over a business.
Positions actuals as a baseline for variance analysis against plan.
SAP Help Portal
Actuals are values posted in the system that reflect real business transactions and are used for reporting and variance analysis against plans or budgets.
Emphasizes system-posted transactions and reporting use.
Oracle Help Center
Actuals represent realized values captured from operations and are stored as a distinct data type to compare against plan and forecast.
Defines actuals explicitly for EPM planning and comparison.
RELATED TERMS
Variance Analysis Plan Key Performance Indicator Financial Reporting Data Mart Fact Temporal Data Rolling Forecast
COMPETING TERMS
Forecasts Budget
RELATIONS
- Broader: Fact
KNOWLEDGE AREAS
Data Warehousing & BI Data Products Domain & Business Context Data Management
TARGET AUDIENCE
BI Specialist Data Analyst Business Analyst Data Steward Data Modeler Data Architect
EXTERNAL SOURCES
- Wikipedia - Variance (accounting)
- SAP - Actuals vs plan reporting guidance
- Oracle - EPM data types including actuals
- Investopedia - Finance context for actual vs plan
TOP QUESTIONS
What do Actuals represent in business analytics?
Actuals are the recorded, realized values of metrics from operations. They are used as the ground truth for reporting and analysis.
Category: Definition
Why are Actuals essential in variance analysis?
Variance analysis compares actuals to plans or forecasts, revealing performance gaps and informing corrective actions and budgeting.
Category: Relevancy
How are Actuals modeled in data warehouses?
Actuals typically populate fact tables with measures and time dimensions, enabling trend analysis and period comparisons.
Category: Management
What risks occur if Actuals are inaccurate?
Misreported actuals lead to bad decisions, flawed forecasts, and reduced trust in analytics. Robust quality controls are vital.
Category: Risks
How do Actuals differ from Budgets and Forecasts?
Actuals are realized values; budgets and forecasts are planned or predicted values used for guidance and expectation-setting.
Category: Misunderstanding
What are common mistakes when managing Actuals?
Mixed time periods, improper currency conversions, and missing late postings distort actuals. Data validation and reconciliation help.
Category: Mistakes
How should organizations govern Actuals?
Define ownership, validation rules, cut-off policies, and reconciliation processes to ensure integrity and timeliness of actuals.
Category: Management
How do Actuals support KPI dashboards?
Actuals feed KPI calculations, enabling real-time visibility into performance and variance against targets or thresholds.
Category: Topic
Where can I learn more about Actuals in EPM?
Vendor guides from SAP and Oracle provide modeling practices, data types, and setup for plan vs actual reporting.
Category: Example