FOUNDATIONS OF DATA ANALYTICS IN ACCOUNTING
- Introduction to Data Analytics in Accounting
- What is Data Analytics?
- Role and Importance of Analytics in Accounting
- Key challenges in data-driven accounting
- Understanding Accounting Data Sources
- Overview of Accounting Data Sources
- Cleaning and Structuring Data
- Data Integrity and Validation
- Data Classification and Categorization
- Data Cleaning and Preparation in Excel
- Removing Duplicates
- Using Conditional Formatting to Spot Errors and Inconsistencies
- Restructuring Data for Analysis
TOOLS FOR ANALYTICS
- Analyzing Patterns and Trends in AR and AP
- Identifying Anomalies in Financial Transactions
- Using Excel Functions for Financial Analysis
- Introduction to Power Pivot
- Overview of Power Pivot for Data Modeling
- Creating Relationships between Data Tables
- Analyzing Accounting Data with Pivot Tables
- Building Pivot Tables for AR Aging Schedules and AP Reports
- Using Calculated Fields and Measures for Financial Insights
WORKFLOW OPTIMIZATION
- Analyzing Accounting Practices
- AR Insights: Aging Schedules, Overdue Invoices
- AP Insights: Vendor Analysis and Payment Optimization
- Fixed Asset Analysis: Depreciation Schedules
- Optimizing Accounting Workflows with Excel
- Automating Repetitive Tasks Using Macros and Advanced Formulas
Anomalies Detection
- Risk Identification in Accounting
- Common Risks in AR, AP, and Fixed Assets
- Early Warning Indicators for Risks
- Anomalies Identification
- Spotting Duplicate Transactions and Irregular Patterns
- COUNTIFS, IFERROR for Anomaly Detection
- Monitoring Inventory Risks Using Pivot Tables
AI in Financial Analysis, Visualization, and Reporting
- Leveraging Artificial Intelligence in Financial Analysis
- Introduction to AI and Machine Learning in Accounting
- Real-world Applications: AI for Fraud Detection, Predictive Analytics, and Automated Reporting
- Hands-on: Using AI-powered features in Excel
- Creating Impactful Visualizations
- Creating a Comprehensive Dashboard for Financial Reporting
- Adding Filters, Slicers, and Summary Views for Stakeholders
