Accounting Analytics Master’s Degrees

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What is Accounting Analytics?

Definition of Accounting Analytics

Accounting analytics is the application of data analytics to the field of accounting. A Journal of Accountancy article describes data analytics as a structured approach for understanding the past, predicting the future, and determining the course of action. In the study behind that article, business intelligence and analytics tools were most often applied to budgeting, performance evaluation, and revenue planning. For auditors, the AICPA’s Guide to Audit Data Analytics lists deeper operational insight and enhanced fraud risk detection among the benefits of building analytics into the audit process.

The Current Role of Analytics in Accounting

Budgeting, planning, data management, auditing—accountants are used to dealing with data. The Journal of Accountancy (Oct. 1, 2025) describes four levels of data analytics. The first two look backward:

Descriptive Analytics: Descriptive analytics focuses on understanding historical data, summarizing trends and performance over time to identify patterns. The article names tools such as financial ratio analysis and key performance indicators (KPIs), and reports that management accountants’ current use skews toward this level.

Diagnostic Analytics: Diagnostic analytics builds on descriptive analytics to uncover the reasons behind observed outcomes and understand their root causes. The article says analytics tools can support budgetary control and variance analysis, and that automating routine work can free accountants to investigate variances and develop corrective actions for their root causes rather than only reporting them.

The article also reports that many management accountants want to move beyond descriptive analytics toward more advanced forms, and that richer visualization that includes nonfinancial data is underused.

The Future of Analytics in Accounting

In order for accountants to act as financial counselors, they may have to master two more forms of analytics. Namely:

Predictive Analytics: Accountants can predict what is likely to happen by analyzing historical data and patterns. Enterprise resource planning (ERP) systems, point-of-sale (POS) software, credit scores, customer relationship management (CRM) systems—these are just a few of the sources that can be tapped to create financial forecasts, project appraisals, trend analyses, budget predictions, etc.

Prescriptive Analytics: Accountants can advise management on what should be done. Using advanced techniques (e.g. machine learning, optimization algorithms, computational modeling, etc.), accountants can analyze the outcomes of “what-if” scenarios, assess the trade-offs, and suggest the best course of action.

Whether you’ll use all of these tactics depends on your job title and your level of seniority.

Accounting Analytics Specializations

Auditing

The AICPA defines audit data analytics as discovering and analyzing patterns, identifying anomalies, and extracting other useful information from the data behind an audit, using analysis, modeling, and visualization to plan or perform the audit. Transaction activities, vendor payments, payroll processing, healthcare charges—all of these and more can be analyzed and summed up in financial reports.

The Institute of Internal Auditors (IIA) describes internal auditors as trusted advisors who examine processes, analyze operations, and ask critical questions. According to the IIA, internal auditors:

• Evaluate risk, controls, and governance to help organizations achieve their goals.
• Uncover risks and inefficiencies and recommend improvements that support better decision-making.
• Advise leadership on how the organization can operate more effectively.

Financial Planning

Accounting experts who make sense of their financial data can help their organization by suggesting ways to make money in the future.

For example, some businesses have embraced integrated reporting (IR). The IFRS Foundation now maintains the Integrated Reporting Framework, and the IASB and ISSB are jointly responsible for it. Creators of IRs use financial and non-financial data sets to assess how an organization creates value over time. By breaking down silos and incorporating outside data, financial planners hope to create a more comprehensive view of the company’s situation.

The goal of this work? Better corporate decisions on resource allocation, investments in intellectual capital, energy security measures, competitive strategies, and more.

Forensic Accounting

Forensic accountants work in litigation support and investigative accounting settings, according to the Association of Certified Fraud Examiners (ACFE). Their work often involves fraud, money laundering, and bankruptcy fraud.

The ACFE lists conducting forensic analysis of financial data, tracing funds, and identifying assets for recovery among forensic accountants’ responsibilities. It also notes that because fraud is usually hidden, investigating it can be difficult and time-consuming. Its profile of the role lists financial data analysis, regression analysis, and computer applications among the knowledge, skills, and abilities employers look for.

CFOs & High-Level Decisions

This is where the field of accounting analytics becomes really interesting. Recent surveys of finance leaders point to technology, data, and skills:

• In Deloitte’s fourth-quarter 2025 CFO Signals survey of 200 CFOs at North American companies with at least US$1 billion in revenue, 87% said AI will be extremely or very important to their finance department’s operations in 2026.
• In the same survey, 48% of CFOs named changes in customer behavior or demographics among the factors (excluding the economy) with the biggest impact on their company’s performance.
• In a survey of more than 1,400 senior finance and accounting members, the AICPA and CIMA reported skills concerns in data and analytics (36%) and in broader technology skills such as AI and big data (37%), as covered in FM magazine (Dec. 17, 2025).

If you’re aspiring to be a CFO, building analytics skills is one way to prepare. So is learning to explain your findings clearly: the Journal of Accountancy article above advises finance professionals to develop the communication skills to convey insights in a clear and compelling manner.

Studying Accounting Analytics

What are Accounting Analytics Master’s Degrees?

Each university will have its own take on the curriculum. AACSB’s 2026 Standards for Accounting Accreditation, which apply to schools seeking AACSB’s accounting accreditation, describe their curriculum content areas as purposely general and not exhaustive, leaving each accounting unit to translate them into competencies that fit its own mission. For master’s degrees in accounting, the standards say programs normally include learning experiences such as:

• More integrative, intensive learning than undergraduate education offers.
• Understanding the strategic role accounting plays in business organizations and society.
• Approaches to framing problems and developing creative solutions to accounting issues using appropriate technology.

Because programs differ, compare each program’s own curriculum and outcomes. You can decide to keep your options open or specialize early—it’s up to you!

What to Look for in the Curriculum

Whatever choice you make, be sure that the tools and technologies covered in the curriculum match your career goals. AACSB’s standards say an accounting curriculum should incorporate technologies used in accounting practice, such as information systems, data analytics and visualization, automation, and AI-enabled tools. For instance:

• If you’re going to be managing data and information systems, look for coverage of information systems.
• If you’re going to be involved in business intelligence (BI), you might look for courses in data analytics and visualization.
• If you’re interested in predictive and prescriptive roles, the Journal of Accountancy article above says machine-learning algorithms can be used in predictive analytics and that prescriptive analytics can be powered by AI and machine learning, so you might look for courses in machine learning (ML), statistical techniques, and forecasting.

You can get even more specific. Topics and tools connected to audit analytics include:

• Audit data analytics applied to risk assessment procedures, substantive analytical procedures, and tests of details, as described in the AICPA’s Guide to Audit Data Analytics
• Audit analytics software such as IDEA by Caseware and Diligent ACL Analytics
• Computer-assisted audit techniques (CAATs), the subject of the ICCP certification described below
• Continuous auditing, a research area listed by Rutgers’s Accounting Web (see below)

Check each program’s course list to see what it actually covers.

The easiest way to assess a curriculum is to look at dream job descriptions and see what skills they require. Don’t forget that “soft skills” such as communication, teamwork, and an understanding of ethics & market issues will also have value to employers.

How a master’s degree relates to CPA licensure

If you plan to become a CPA, the degree is only one piece of the path, and the paths are changing. In a December 2025 update, NASBA described three pathways in the model Uniform Accountancy Act: a graduate degree in accounting plus one year of professional experience; a bachelor’s degree in accounting plus 30 additional semester credits (150 semester hours in total) plus one year of experience; and a bachelor’s degree in accounting (120 semester hours) plus two years of experience. Each pathway also requires passing the CPA Exam.

NASBA notes that individual jurisdictions must enact legislation before a new pathway applies in their state, so confirm the current rules with your state board of accountancy before choosing a program.

Technology is also part of the exam. The AICPA’s CPA Evolution overview says the exam launched in January 2024 with a core covering accounting, auditing, tax, and technology. Each candidate then chooses one discipline: Business Analysis and Reporting, Information Systems and Controls, or Tax Compliance and Planning.

Accounting Analytics Program Checklist

Practical Considerations

• Does the program list job placement statistics, average starting salaries, and typical employers?
• Does the degree help prepare you for professional licensure and credential exams (e.g. the CPA Exam)? If so, does the program publish pass rates?
• Can you participate in career workshops, “meet the employer” events, company tours, and/or networking opportunities?
• Is there an internship program? Which companies participate?
• Is there a class profile so you can see who you’ll be working with?

Curriculum

• Does the syllabus include team projects and real-world simulations?
• Do faculty have useful ties to professional firms, corporate partners, and/or public accounting firms? What kinds of big data research projects are they working on?
• Do guest speakers and local experts teach classes or make presentations?

Quality Markers

• Does the school’s business program appear in published rankings, and does the publisher explain how it ranks programs? Treat a ranking as one input, not a verdict.
• Is the Business School accredited by the Association to Advance Collegiate Schools of Business (AACSB)? AACSB describes its accreditation as a process of self-assessment and peer review. Schools can also pursue separate AACSB accounting accreditation, which is supplemental to business accreditation.

Innovative University Programs

KPMG & Multiple Universities

KPMG runs a master’s degree program called the Master of Accounting with Data and Analytics (MADA). KPMG says the program combines the practical use of data and analytics technologies with a data-and-analytics-focused accounting curriculum. Its FAQ for the 2025–2026 program year lists 15 participating universities.

Highlights of the program, based on KPMG’s FAQ for the 2025–2026 program year, include:

• Selected participants receive a tuition scholarship of up to $40,000, paid directly to the university.
• Participants must accept a full-time offer as an Associate in KPMG’s Audit practice. Awards over $20,000 carry a two-year employment commitment, and awards under $20,000 carry a one-year commitment.
• Applicants must be seeking a career in KPMG Audit and be authorized to work in the U.S. without employment-based visa sponsorship. They must have completed a bachelor’s degree in accounting (or an equivalent program) by the start of the master’s program, unless they attend a participating university as part of a 4+1 or integrated master’s program. They must also plan to complete all educational requirements for CPA license eligibility in their intended state of employment before starting full-time work.

That FAQ covers a past application cycle (applications for the 2025–2026 program year opened Sept. 30, 2024), so check the participating universities’ sites for current eligibility and deadlines.

Rutgers & AICPA

Rutgers’s Accounting Web (RAW) is a research hub at Rutgers University. It says it has been a hub for accounting research since 1994 and that it leads in continuous auditing, enhanced business reporting, and AI-driven research. Its site also lists upcoming events. Check it for what is current.

The AICPA also publishes a Guide to Audit Data Analytics. Its 2026 edition reflects recently issued auditing standards, including SAS No. 142, 143, and 145.

Getting a Job in Accounting Analytics

Major Employers

Inside Public Accounting (IPA) publishes an annual ranking of the largest accounting firms in the United States, the IPA Top 500.

The AICPA’s career options page describes accounting career paths in public accounting (audit, tax, and advisory services), corporate accounting (financial reporting, budgeting, and strategic planning), not-for-profit organizations, government agencies, consulting, and private practice. You can look for jobs in settings such as:

• Public accounting firms. The AICPA says big firms in the profession tend to be associated with the “Big 4”: Deloitte, Ernst & Young (EY), KPMG, and PwC. Other public accounting firms and private practices are also options.
• Corporate accounting departments of companies
• Government agencies at the local, state, or federal level
• Not-for-profit organizations
• Consulting and advisory work
• Banking and financial institutions. CFA Institute lists commercial banking, investment banking, and corporate finance among the settings where research analyst roles are found.

Sample Job Titles

These are examples of titles connected to the sources cited on this page. Some roles have separate licensing or credential requirements, and a master’s degree does not by itself qualify you for any of them.

• Certified Public Accountant (CPA): licensed through your state board of accountancy, as the AICPA explains on its CPA licensure page
• Management accountant, the role the Journal of Accountancy article above is about
• Data analyst
• Financial analyst, a role CFA Institute describes on its research analyst page
• Equity or credit analyst, the two primary research analyst roles on that CFA Institute page
• Chief Financial Officer (CFO), as in the Deloitte CFO survey above

Accounting Analytics Resources

Major Organizations & Certifications

• American Accounting Association (AAA): AAA publishes Accounting Horizons. The two sections most relevant to aspiring accounting analysts are Accounting Information Systems (AIS), whose academic journal is the Journal of Information Systems, and Strategic and Emerging Technologies (SET), which focuses on emerging technologies, including artificial intelligence, in accounting, auditing, and taxation. The two sections hold a joint midyear meeting (see below).
• The American Institute of CPAs (AICPA) and the Chartered Institute of Management Accountants (CIMA): The two organizations operate together as the Association of International Certified Professional Accountants, and CIMA’s former website now redirects to the combined AICPA & CIMA site. Its continuing professional education (CPE) catalog includes a Data Analytics Overview course worth 1 CPE credit. The Audit Data Analytics section collects the AICPA’s definition of audit data analytics and related guides.
• International Computer Auditing Education Association (ICAEA): ICAEA sets the requirements for the International Certified CAATs Practitioner (ICCP) certification, which signifies foundation knowledge and skills in CAATs (Computer Assisted Audit Techniques). Caseware’s IDEA site also describes the Certified IDEA Data Analysts (CIDA) credential for highly skilled users who effectively use IDEA for analysis and audit work.

Research Groups & Journals

• International Auditing and Assurance Standards Board (IAASB): IAASB develops international standards for auditing and assurance. Its technology work includes a Technology Position with eight key actions and a Catalog of Issues, updated in July 2026 (version 3), that tracks technology-related matters such as cybersecurity and crypto-assets.
• Journal of Accountancy: Visit the Journal’s section on technology to find articles on topics such as artificial intelligence and cybersecurity.
• Journal of Emerging Technologies in Accounting (JETA): JETA is the academic journal of AAA’s Strategic and Emerging Technologies section.
• Journal of Information Systems (JIS): JIS is the academic journal of AAA’s Accounting Information Systems section.
• Special Interest Group on Accounting Information Systems (SIG-ASYS): SIG-ASYS is a special interest group within the Association for Information Systems (AIS) that focuses on accounting information systems. It runs a Pre-ICIS Workshop on Accounting Information Systems at the International Conference on Information Systems (ICIS).

Big Four Resources

• Deloitte Insights: Data and analytics: Deloitte’s data and analytics topic page on its insights site.
• EY: Data and decision intelligence: EY’s data and analytics service page, which includes case studies and thought leadership.
• KPMG: Data and analytics: KPMG’s advisory services page on data and analytics, covering data modernization, generative AI, and trusted AI, with client stories.
• PwC: AI services: PwC’s AI services page, which includes four client case studies.

Accounting Analytics Conferences

• AIS-SET Midyear Meeting: AIS-SET is the joint midyear meeting of AAA’s Accounting Information Systems and Strategic and Emerging Technologies sections. The 2026 meeting ran Feb. 5-7 at Brigham Young University in Provo, Utah. The 2027 meeting is scheduled for Feb. 4-6, 2027, at Rutgers, The State University of New Jersey, Newark Campus.
• International Conference of the Journal of Information Systems: The Journal of Information Systems also holds an international conference on accounting information systems. Its fifth edition was held June 16-17, 2026, in Gangneung, South Korea.
• Pre-ICIS SIG-ASYS Workshop: The SIG-ASYS workshop is held in conjunction with the International Conference on Information Systems (ICIS). The 16th annual workshop took place Dec. 13, 2025, in Nashville. It’s a chance for folks to discuss the intersection of accounting & information systems and to present original analytics research.

School Listings

We found 6 universities in our directory offering Accounting Analytics programs.

If you represent a university and would like to contact us about editing any of our listings, or adding new programs, please send an email to info@mastersindatascience.org.