Glossary of Financial Controlling & BI Terms
Definitions of 60 key terms across management reporting, performance analysis, financial planning, data governance, and business intelligence — written for finance and operations professionals.
Featured terms
Advanced Analytics
Advanced analytics refers to analytical methods beyond standard reporting — including statistical modelling, predictive modelling, and machine learning — that extract patterns and make predictions from business data.
BI & AIAI in Finance
AI in finance applies artificial intelligence techniques to financial processes and analysis, including anomaly detection, predictive modelling, automated reporting, and intelligent forecasting.
BI & AIAnalytical Model
An analytical model is a structured representation of a business process or decision problem, built to support analysis, projection, or optimisation.
Governance & Data TrustAudit Trail
An audit trail is a chronological record of activities or changes to data and systems, enabling reconstruction of events and providing evidence for audits of financial reporting and compliance.
A
Advanced Analytics
Advanced analytics refers to analytical methods beyond standard reporting — including statistical modelling, predictive modelling, and machine learning — that extract patterns and make predictions from business data.
BI & AIAI in Finance
AI in finance applies artificial intelligence techniques to financial processes and analysis, including anomaly detection, predictive modelling, automated reporting, and intelligent forecasting.
BI & AIAnalytical Model
An analytical model is a structured representation of a business process or decision problem, built to support analysis, projection, or optimisation.
BI & AIAudit Trail
An audit trail is a chronological record of activities or changes to data and systems, enabling reconstruction of events and providing evidence for audits of financial reporting and compliance.
Governance & Data TrustAutomation in Finance
Automation in finance uses technology to execute financial processes with reduced manual intervention, aiming to reduce processing time, eliminate errors, and accelerate reporting cycles.
BI & AI
B
Benchmarking
Benchmarking is the comparison of performance metrics against reference points such as historical results, industry averages, or peer organisations to assess relative performance.
Performance AnalysisBottom-Up Planning
Bottom-up planning builds financial targets from the operational unit level upward, aggregating departmental plans to produce detailed, operationally grounded projections.
Planning & ProjectionsBudget
A budget is a formal financial plan setting target revenues, expenditures, and resource allocations for a period, serving as the primary reference point for performance evaluation.
Planning & ProjectionsBusiness Intelligence (BI)
Business Intelligence (BI) refers to the technologies, processes, and practices used to collect, integrate, analyse, and present business data to support organisational decision-making.
BI & AI
C
Compliance Readiness
Compliance readiness is the state of financial reporting and data governance processes being sufficiently controlled, documented, and auditable to satisfy external regulatory requirements and audit scrutiny.
Governance & Data TrustContribution Margin
Contribution margin is revenue minus variable costs, representing the amount available per unit or product to cover fixed costs and contribute to profit.
Performance AnalysisControl Framework
A control framework is a structured system defining the complete set of internal controls, their relationships, and how they collectively provide assurance over financial reporting and compliance.
Governance & Data TrustConversational Analytics
Conversational analytics enables users to query data and generate insights through natural language questions, without the need to write queries or navigate traditional BI interfaces.
BI & AICost Driver
A cost driver is the factor or activity that causes a cost to be incurred, enabling management to model how costs will change in response to changes in business operations.
Performance AnalysisCost Structure
Cost structure is the composition and proportions of different cost types within a business, which determines how profitability responds to changes in revenue and scale.
Performance Analysis
D
Dashboard
A dashboard is a visual display that consolidates key performance indicators and metrics in a format that enables rapid understanding of performance status.
ReportingData Consistency
Data consistency is the property of data being uniform and non-contradictory across systems and reports, which is a prerequisite for reliable management reporting.
Governance & Data TrustData Governance
Data governance is the set of policies, processes, and roles that define how data is managed, maintained, and used across an organisation to ensure data is a trustworthy, controlled resource.
Governance & Data TrustData Model
A data model is a structured representation of data entity relationships that defines how data is organised within a reporting or analytical system.
ReportingData Pipeline
A data pipeline is an automated sequence of processes that moves data from source systems through transformation steps to a destination reporting or analytical system.
BI & AIData Quality
Data quality is the fitness of data for its intended use across dimensions of accuracy, completeness, consistency, timeliness, and validity.
Governance & Data TrustData Refresh Cycle
The data refresh cycle is the frequency at which reporting system data is updated from source systems, which determines the currency of information available in management reports.
ReportingData Validation
Data validation verifies that data meets defined quality standards and business rules before being accepted into a system, preventing unreliable data from propagating through reporting systems.
Governance & Data TrustDecision Support System
A decision support system (DSS) assists management decision-making by providing structured access to relevant data, analytical models, and decision frameworks.
BI & AIDescriptive vs Predictive Analytics
Descriptive analytics explains what happened using historical data, while predictive analytics forecasts what is likely to happen, representing two positions on the analytics capability spectrum.
BI & AIDimensional Model
A dimensional model organises data into facts and dimensions, optimised for analytical queries and the reporting use cases typical of data warehouses.
ReportingDriver-Based Planning
Driver-based planning builds financial projections from operational drivers that causally determine financial outcomes, producing more transparent and responsive plans than historical extrapolation.
Planning & Projections
F
Financial Planning
Financial planning is the process of setting quantified financial targets and resource allocation plans that translate strategic objectives into an operational financial framework.
Planning & ProjectionsFinancial Reporting
Financial reporting is the process of producing formal financial statements for external stakeholders, prepared according to regulatory frameworks such as IFRS or local GAAP.
ReportingFixed vs Variable Costs
Fixed costs remain constant regardless of output volume while variable costs change proportionally with activity, a distinction fundamental to understanding margin behaviour and financial planning.
Performance AnalysisForecast
A forecast is a regularly updated projection of expected future financial performance based on current information, providing management with a current view of likely outcomes.
Planning & ProjectionsForecast Accuracy
Forecast accuracy measures how closely forecasts correspond to actual outcomes, serving as an indicator of planning process quality and the reliability of planning assumptions.
Planning & ProjectionsFP&A (Financial Planning & Analysis)
FP&A (Financial Planning & Analysis) is the function responsible for financial planning, budgeting, forecasting, and performance analysis that supports management decision-making.
Planning & Projections
K
Key Performance Indicator (KPI)
A Key Performance Indicator (KPI) is a quantifiable metric that measures an organisation's progress toward a defined strategic or operational objective.
ReportingKPI Framework
A KPI framework is a structured system for selecting, defining, and organising key performance indicators to ensure strategic alignment and measurement consistency across an organisation.
Reporting
M
Management Information System (MIS)
A Management Information System (MIS) is an integrated system that collects, processes, and presents structured data to support internal management decision-making and reporting.
ReportingManagement Reporting
Management reporting is the systematic process of collecting, processing, and presenting financial and operational data to internal management to support decision-making and performance monitoring.
ReportingMargin Erosion
Margin erosion is a sustained reduction in profit margins driven by cost increases outpacing revenue, pricing pressure, or adverse mix shifts, often gradual and difficult to detect until significant.
Performance AnalysisMaster Data
Master data refers to core reference entities (customers, products, suppliers) used across multiple systems, managed centrally to ensure consistent definitions across all reports and processes.
Governance & Data TrustMetric vs KPI
A metric is any quantifiable measure of a business activity, while a KPI is a metric specifically selected for its direct link to a strategic or critical operational objective.
Reporting
P
Performance Analysis
Performance analysis is the systematic examination of financial and operational results to understand performance drivers, identify deviations from plan, and inform decision-making.
Performance AnalysisPerformance Driver
A performance driver is a factor with a direct causal relationship to a performance outcome, enabling management to focus on upstream activities that most directly determine results.
Performance AnalysisPlan vs Actuals
Plan vs actuals compares actual financial results against planned targets to identify and quantify performance deviations, forming the foundation of the monthly management review cycle.
Planning & ProjectionsPredictive Analytics
Predictive analytics uses statistical models and historical data to generate probability-based forecasts of future outcomes, enabling proactive rather than reactive decision-making.
BI & AIProfitability Analysis
Profitability analysis is the structured examination of financial results to understand profit composition and drivers across products, customers, business units, and other dimensions.
Performance Analysis
R
Reconciliation
Reconciliation compares data between two or more sources to verify agreement and resolves differences, providing assurance that financial data is complete and consistent.
Governance & Data TrustReporting Frequency
Reporting frequency is the cadence at which management reports are produced and distributed, which should be aligned to the pace of decision-making it is intended to support.
ReportingReporting Granularity
Reporting granularity is the level of detail at which data is captured and reported, ranging from aggregated summaries to transaction-level detail, which determines the analytical capabilities of a reporting system.
ReportingRolling Forecast
A rolling forecast maintains a constant forward planning horizon by adding new periods as old ones close, avoiding the calendar-year bias of static annual budgets.
Planning & Projections
S
Scenario Analysis
Scenario analysis models how financial outcomes would change under different assumptions, enabling management to understand the range of possible results and prepare responses.
Planning & ProjectionsSelf-Service Analytics
Self-service analytics enables business users to access, explore, and analyse data independently without requiring technical support for every query.
BI & AISensitivity Analysis
Sensitivity analysis examines how changes in individual input variables affect financial model outputs, identifying which assumptions have the greatest impact on projected outcomes.
Planning & ProjectionsSingle Source of Truth (SSOT)
Single source of truth (SSOT) is the principle of maintaining one authoritative record for each data entity, ensuring all reports and analyses produce consistent results from the same underlying data.
Reporting
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