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Applying Data Analytics in Accounting · LearnSpace
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Applying Data Analytics in Accounting

Курс от University of Illinois Urbana-Champaign
Средний≈ 14 чАнглийский
О курсеНавыкиПрограммаПреподаватели

О курсе

This course explores how modern technologies are transforming accounting practice. We begin with a survey of accounting fundamentals and emerging analytics topics, including process mining, text analysis, cloud computing, and cybersecurity. Next, we move into visualization, summarization, and filtering techniques for control testing and auditing, using tools like Python and Pandas to analyze and interpret accounting data. We then explore automation in accounting—from generating invoices programmatically to building dashboards from SQL databases—while introducing the spectrum of automation from basic scripts to intelligent agents. Finally, we focus on data governance, covering core principles, lifecycle management, and frameworks like COSO and COBIT, paired with hands-on exercises using SQL and Git to enforce data quality and maintain an audit trail.

Навыки, которые вы освоите

Internal ControlsPandas (Python Package)AccountingAnalyticsNatural Language ProcessingData ManagementData GovernanceData AnalysisInternal AuditingData ManipulationGeneral AccountingGitHubAuditingData QualityFraud detectionData IntegrityLoss PreventionData VisualizationPython ProgrammingFinancial Auditing

Программа курса

4 модулей · 73 учебных материалов

01Module 1: Survey of Analytics Topics in Accounting24 материалов

Course Orientation

Course IntroductionВидеоAbout Professor Kim MendozaВидеоAbout Professor Ye Joo ParkВидеоSyllabusЧтение

Учитесь у экспертов

Kimberly Mendoza

Associate Professor of Accountancy and Grant Thornton LLP Faculty Fellow and Director of the Deloitte Foundation Center for Business Analytics

Ye Joo Park

Instructor of Accountancy and Associate Academic Director of Deloitte Foundation Center for Business Analytics and Teaching and Learning Faculty Innovation Scholar

Applying Data Analytics in Accounting
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Обучение на Coursera

≈ 14 ч

4 модулей

Язык: Английский

Субтитры: Арабский, Французский, Бенгальский, Украинский, Китайский (Китай), Греческий, Итальянский, Бразильский португальский, Вьетнамский, Нидерландский, Корейский, Немецкий, Пушту, Урду, Русский, Тайский, Индонезийский, Шведский, Турецкий, Азербайджанский, Испанский, Дари, Хинди, Японский, Казахский, Венгерский, Польский

Часть программы вашего университета
Coursera CoachЧтение
About the Discussion ForumsЧтение
Orientation QuizЗадание
Online Education at Gies College of BusinessЧтение
The Impact of the Gies CommunityВидео
Welcome! Please Tell Us About YourselfPLUGIN

About Your Classmates

Getting to Know Your ClassmatesОбсуждениеUpdating Your ProfileЧтение

Module 1 Introduction

Module 1 OverviewЧтениеModule 1 IntroductionВидео

Lesson 1-1 Accounting Overview

Accounting is the Language of BusinessВидеоAccounting EnvironmentВидеоAccounting and Technology OverviewВидео

Lesson 1-2 Survey of Technology and Analytics Topics in Accounting

Process MiningВидеоText AnalysisВидеоCloud ComputingВидеоCybersecurityВидео

Module 1 Conclusion

Module 1 ConclusionВидеоModule 1 Study GuideЧтение

Module 1 Graded Activity

Survey of Analytics Topics in Accounting: Graded QuizЗадание
02Module 2: Visualization for Controls and Auditing14 материалов

Module 2 Introduction

Module 2 OverviewЧтениеModule 2 FilesЧтениеModule 2 IntroductionВидеоInstallation and Intro to Jupyter Lab and Using AIВидео

Lesson 2-1 Visualization Overview

Visualization in Accounting PracticeВидеоVisualization in Academic Accounting ResearchВидео

Lesson 2-2 Working with Data

Summarizing and Filtering DataВидео

Lesson 2-3 Internal Controls Overview

Internal Controls and AuditingВидео

Lesson 2-4 Internal Controls Case

Introduction to the CaseВидеоCompleting the Case - ETL and EDAВидеоCompleting the Case - Controls TestingВидео

Module 2 Conclusion

Module 2 ConclusionВидеоModule 2 Study GuideЧтение

Module 2 Graded Activity

Controls and Auditing: Graded QuizЗадание
03Module 3: Automation in Accounting17 материалов

Module 3 Introduction

Module 3 OverviewЧтениеModule 3 Optional ReadingsЧтениеModule 3 IntroductionВидеоReal-world Use Cases of Automation in AccountingВидео

Lesson 3-1 Hands-on Exercises

Exercise 1: Generating Word Invoices - OverviewВидеоExercise 1: Generating Word Invoices - WalkthroughВидеоExercise 2: Using APIs to Download Data - OverviewВидеоExercise 2: Using APIs to Download Data - WalkthroughВидеоExercise 3: Creating a Dashboard from a SQL Database - OverviewВидеоExercise 3: Creating a Dashboard from a SQL Database - WalkthroughВидеоExercise 4: Scheduling Tasks - OverviewВидеоExercise 4: Scheduling Tasks - WalkthroughВидео

Lesson 3-2 Evolution of Automation

Spectrum of AutomationВидеоAI AgentsВидео

Module 3 Conclusion

Module 3 ConclusionВидеоModule 3 Study GuideЧтение

Module 3 Graded Activity

Automation in Accounting: Graded QuizЗадание
04Module 4: Data Governance18 материалов

Module 4 Introduction

Module 4 OverviewЧтениеModule 4 ReadingsЧтениеModule 4 IntroductionВидео

Lesson 4-1 Data Governance Overview

Why Strong Data Governance is Non-NegotiableВидеоThe Data Life CycleВидеоThe Governance Landscape - Key Frameworks and RegulationsВидео

Lesson 4-2 Data Governance Exercise with SQL

Exercise 1 Part 1: Introduction to Applying Governance with SQL ВидеоExercise 1 Part 2: Building Data Integrity Rules in SQLВидеоExercise 1 Part 3: Querying for Data Quality in SQLВидео

Lesson 4-3 Data Governance Exercise with GitHub

Exercise 2 Part 1: Introduction to Version Control with GitВидеоExercise 2 Part 2: GitHub ExerciseВидео

Module 4 Conclusion

Module 4 ConclusionВидеоModule 4 Study GuideЧтение

Module 4 Graded Activity

Data Governance: Graded QuizЗадание

Course Conclusion

Congratulations on completing the course!ЧтениеGet Your Course CertificateЧтениеLearn on Your TermsВидеоEnd of Course SurveyPLUGIN