DATA ANALYTICS IN ACCOUNTING

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COURSE OVERVIEW

This course empowers accounting professionals with essential data analytics skills, including the latest advancements in artificial intelligence (AI) for financial analysis. Participants will gain hands-on experience with practical applications of data analytics and AI, focusing on key accounting processes such as accounts receivable, accounts payable, inventory, fixed assets, reconciliations, loans, and financial reporting. By integrating MS Excel analytics and AI-powered tools, attendees will learn to identify trends, uncover opportunities, automate analysis, and improve operational efficiency.

Course Pre-requisites: Familiarity with MS Excel

Course Level: Intermediate

COURSE OBJECTIVES

  • Understand the role of data analytics and AI in accounting decision-making.
  • Ensure financial data accuracy through effective preparation and validation.
  • Use Excel, Power Query, Power Pivot, and AI-powered tools for financial data analysis.
  • Optimize accounting processes like AR, AP, reconciliations, and fixed assets.
  • Detect trends and anomalies to improve efficiency.
  • Streamline workflows using practical analytics and AI techniques.
  • Design visualizations and reports to communicate findings.
accounting for non accountants

TARGET COMPETENCIES

  • Data-Driven Accounting
  • Data Integrity
  • Analytical Tools & AI Proficiency
  • Accounting Workflow Optimization
  • Visualization and Reporting

This course is designed for corporate accounting professionals responsible for accounts receivable, accounts payable, reconciliations, fixed asset management, and financial reporting, seeking to enhance their data analytics and AI capabilities.

The course includes instructor-led training, hands-on workshops, and practical exercises, providing participants with an interactive learning experience to develop essential skills and apply knowledge effectively in real-world accounting, data analytics, and AI scenarios.

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
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