Dynamic Audit Application for Real-Time Risk-Based Procedures
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Solution Overview
Problem
Traditional financial statement audit tools are linear and inflexible, leading to inefficiencies and inconsistencies due to user-determined procedures and limited built-in audit process intelligence, failing to promote quality and consistency.
Innovation Solution
A data-driven, risk and activity-based dynamic audit application that dynamically generates audit procedures based on real-time audit results, using AI and ML to suggest relevant risks and procedures through an integrated system of databases and scoring engines.
Engineering Contradictions & Design Principles
Engineering Contradiction Analysis
1Adaptability or versatility
If traditional linear audit tools with pre-determined procedures are used, then the audit process is simple to implement, but the audit efficiency and quality are reduced due to inability to adapt to unexpected results
Solution Approach 1:
The audit system dynamically generates and updates procedures based on real-time audit results and findings. The procedure set is not fixed but evolves during the audit engagement, allowing the system to adapt to unexpected results while maintaining manageable complexity through automated decision-making algorithms.
Solution Approach 2:
The system incorporates feedback loops where audit results and findings are continuously fed back into the procedure generation engine. This feedback mechanism enables the system to learn from previous audit outcomes and adjust subsequent procedures, improving adaptability without requiring complex manual reconfiguration.
2Reliability
If user-determined audit procedures are used, then the system is easy to operate, but inconsistencies and inaccuracies increase due to lack of standardization
Solution Approach 1:
The system performs audit procedure selection and generation autonomously based on structured inputs and predefined criteria. The automated procedure generation engine eliminates the need for users to make subjective judgments about which procedures to apply, ensuring consistent and reliable audit processes while reducing operational complexity through intelligent automation.
3Productivity
If basic procedures are developed to apply broadly, then the system has wide applicability, but the procedures become inefficient and ineffective for specific circumstances
Solution Approach 1:
The system generates audit procedures tailored to specific audit engagements, risks, and circumstances rather than applying generic procedures universally. Each procedure is customized based on the particular characteristics of the engagement, the identified risks, and the audit findings, ensuring optimal efficiency and effectiveness for each specific situation while maintaining overall system versatility.
Data Source
AI summary
An embodiment of the present invention is directed to a Dynamic Audit Solution (DAS) that provides and enables a transformative audit methodology that uses data, embedded knowledge and advanced technologies to help inform auditor judgment through the selection of relevant procedures at the appropriate time. The Dynamic Audit Solution improves overall quality and value through a modernized audit approach that leverages technology, data and knowledge to create and support the execution of an effective and efficient methodology.