Machine learning (ML) is the ability of a computer to recognize and learn patterns and mimic human intelligence. The ML field combines computer science with artificial intelligence (AI), which gives computers the capacity to learn, much like humans. ML does this by using networks that function similarly to those in the human brain: When algorithms process and examine data, they recognize patterns, make predictions and uncover insights, which drives decision-making and builds connections.
Accounting professionals widely recognize that machine learning is changing the face of modern accounting by automating processes such as expense reports, risk assessment and accounts payable. As ML capabilities expand, firms increasingly expect their accountants to understand and apply these tools across core functions.
If you are looking to build your expertise in this area, the online Master of Accountancy (MAcc) Professional Track program from Northern Kentucky University (NKU) will prepare you for the next frontier of ML accounting. By gaining a foundation in regulation, auditing, attestation, financial accounting and reporting, you can discover how machine learning is impacting and transforming the field.
How Accountants Use Machine Learning
ML is changing the accounting world by learning coding behaviors and speeding up a variety of business processes, and clients expect more innovative services and technological practices from their accountants as a result. At its core, ML saves companies time and money by using AI to automate repetitive and time-consuming tasks, improve functionality, and increase productivity.
For example, machine learning combined with robotic process automation (RPA) now automates complex accounting workflows. From retrieving client financial data and flagging audit risks to processing accounts payable and generating financial statements, intelligent process automation (IPA) streamlines and executes complicated processes, even those that require nuanced judgement.
ML can also help accounting companies be more competitive by using RPA to reduce time spent on processing audits from months to just weeks. Automated bookkeeping combines the skill of an accountant with artificial intelligence to recognize and analyze data. However, while most accounting firms now rely on machines for speed, security and accuracy in financial services, human expertise remains essential for the strategic and creative work that technology cannot replicate. Regardless, ongoing advances in AI will shape the future of reporting, auditing and attestation.
How Machine Learning Will Change the Future of Accounting
Experts are exploring ways to use machine learning in risk assessment processes and financial statement audits. Technology such as speech recognition could help recognize when someone gives potentially deceptive answers and identify noteworthy pauses and delays with responses. Facial recognition could also catch facial patterns that suggest deception or stress in fraud interviews.
Linking machine learning with business intelligence will improve the process of transforming data into high-quality information while adapting to different data sets. ML can also facilitate business intelligence tools by implementing user-friendly interfaces to allow deep insights into data.
Emerging technologies that build on ML are now central to how accounting firms operate. Generative AI, large language models (LLMs) and agentic AI systems move beyond basic automation, initiating actions, monitoring conditions and advancing work automatically within defined parameters.
According to Today’s CPA, firms increasingly structure accounting work around AI-driven workflows that collect documents, extract data, flag exceptions and produce review-ready outputs. Again, this trend continues to shift the CPA’s role toward judgment, interpretation and strategic advising.
Building Your Career with the NKU Online MAcc
As a student in NKU’s MAcc Professional Track program, you’ll take courses such as Advanced Auditing, Strategic Management Accounting, Forensic Accounting, and Federal Taxation of Corporations. These studies prepare you for areas of the CPA Exam such as auditing, regulation, data analytics and financial accounting.
Armed with knowledge of the impact of changing technologies on the accounting field, you can enter the professional financial world with the analytical skill set today’s employers seek. Whether you’re launching a new accounting career or looking to propel a career already underway, NKU’s program equips you to meet the demands of a rapidly evolving profession.
Learn more about Northern Kentucky University’s online Master of Accountancy Professional Track program.
