The IRS selects returns for audit through a combination of computer scoring, automated document matching, and targeted enforcement programs — not by having agents manually review returns at random.
Most returns are never looked at by a human being. The selection process is largely algorithmic, and for most taxpayers, their only IRS contact will be a computer-generated notice, not an examiner. Understanding how selection actually works is useful both for making sense of a notice you’ve received and for knowing what genuinely raises your exposure.
How the IRS Calculates Your DIF Score
Every return filed with the IRS receives a DIF (Discriminant Function System) score — a statistical measure of how likely your return is to generate additional tax if examined.
The DIF algorithm compares your return to a statistical baseline built from TCMP (Taxpayer Compliance Measurement Program) audits — intensive line-by-line examinations conducted on randomly selected returns. The IRS used that data to establish norms for what deductions, income ratios, and expense patterns look like at each income level. A return that deviates significantly from those norms gets a higher DIF score.
The IRS does not publish the scoring formula. What’s known is that it’s driven by comparison to similarly-situated taxpayers: what a Schedule C sole proprietor with $250,000 in gross receipts typically looks like, what a W-2 employee at your income level typically claims. The further your return strays from that profile, the higher your score — and the more likely it is to land in a human reviewer’s queue.
How Automated Document Matching Works
Separate from DIF scoring, the IRS’s Automated Underreporter (AUR) program cross-references the income shown on your return against the 1099s, W-2s, and other information returns filed by third parties.
When there’s a mismatch — you reported $80,000 in freelance income but payers reported $95,000 to the IRS — the AUR program generates a CP2000 notice. This is not an audit. It’s a proposed adjustment based on the discrepancy. The IRS gives you 60 days to agree, disagree, or provide an explanation.
CP2000 notices are the most common IRS contact taxpayers receive. They’re also one of the most misunderstood — many people treat them like a final bill and pay immediately, even when the proposed adjustment is wrong or partially wrong. If you’ve received a CP2000, the proposed amount is not necessarily what you owe, and you have the right to dispute it.
IRS Targeted Enforcement Programs
Beyond the statistical selection process, the IRS announces specific enforcement priorities each year based on where it believes compliance problems are concentrated.
The current and recent priority areas include:
- High-income non-filers. The IRS has committed significant resources — backed by roughly $14 billion in new IRA enforcement funding — to identifying and pursuing taxpayers with incomes above $400,000 who have not filed returns. These cases often involve substantial assessments and may carry civil fraud penalties.
- Pass-through entity structures. Partnerships and S-corporations with complex or multi-layered structures have received increased attention. The IRS has deployed dedicated Large Partnership Compliance teams to examine these entities.
- Digital assets. Form 1099-DA went into effect for brokers beginning in 2025. The yes/no digital asset question has appeared on the front page of Form 1040 since 2019. The IRS treats unreported cryptocurrency transactions as a known compliance gap.
- Foreign financial accounts. FBAR (FinCEN Form 114) and FATCA (IRC § 6038D) disclosures remain a priority. FBAR penalties — up to $10,000 per non-willful violation per account per year — make this one of the higher-stakes areas of IRS enforcement for taxpayers with international ties.
- Research and development tax credits under IRC § 41. The IRS has identified abusive R&D credit claims as a significant compliance issue, particularly claims promoted by third parties on contingency. These are a Dirty Dozen list target and subject to heightened scrutiny.
Related-Party and Promoter Examinations
If someone you did business with gets audited, the IRS may audit you as part of the same examination.
This happens when a promoter is investigated, when a partnership or S-corporation is examined and the IRS pulls the returns of partners and shareholders, or when a contractor or vendor relationship surfaces during a field audit. You don’t need to have done anything wrong to be drawn into this kind of examination — your name appears on a return or transaction that the IRS is already looking at.
Related-party examinations can move faster than standard audits because the IRS agent is already familiar with the underlying transactions. If you learn that a business partner or promoter is under examination, it’s worth getting ahead of it rather than waiting for a notice.
Random Selection
A small percentage of returns are chosen for audit purely at random, with no audit trigger at all.
These random examinations are used for statistical sampling — the IRS needs updated compliance data to recalibrate the DIF algorithm and its enforcement priorities. If you’re selected randomly, the audit is not a signal that something is wrong with your return. That said, a random audit is still a legal proceeding and should be handled the same way as any other: with records organized, scope controlled, and ideally with representation.
What to Do If You Receive an Audit Notice
An audit notice is the beginning of a process, not a finding — and the type of audit matters a great deal for how you respond.
The three main audit types are: correspondence audits (conducted entirely by mail, typically for a single narrow issue); office audits (you or your representative meets with an IRS examiner at an IRS office); and field audits (an agent comes to your home or business — the most intensive format, typically reserved for complex returns or businesses). The scope of a field audit can expand significantly depending on what the agent finds, which is one reason representation matters.
As a general rule: don’t respond to an IRS audit notice without first understanding what’s being examined and why, and don’t meet with an IRS agent without representation. Statements made to examiners can be used to expand the audit into years and issues that weren’t originally at issue.
Frequently Asked Questions
How does the IRS select returns for audit?
The IRS uses three main mechanisms: DIF scoring (a statistical algorithm that compares your return to similarly-situated taxpayers), automated document matching through the Automated Underreporter program, and targeted enforcement programs aimed at specific income levels, industries, or transaction types. Most returns are never reviewed by a human. A small percentage are chosen randomly for statistical purposes.
What is a DIF score and how does it affect my audit risk?
The DIF (Discriminant Function System) score is a number the IRS assigns to every return, based on how much your deductions, income, and ratios deviate from statistical norms for your income level. Higher deviation means a higher score and greater likelihood of selection. The IRS doesn’t publish the formula, but the underlying driver is comparison to similarly-situated taxpayers — not the absolute size of any single deduction.
Is a CP2000 notice the same as an IRS audit?
No. A CP2000 is a proposed adjustment generated by the IRS’s Automated Underreporter program when your reported income doesn’t match information returns filed by third parties. It’s not a formal audit under the examination procedures. You have 60 days to respond, agree, or dispute it — and you should review the proposed adjustment carefully before paying, because the IRS’s proposed amount is often not what you actually owe.
What should I do when I receive an IRS audit notice?
Read it carefully to identify what type of audit it is, what year or years are at issue, and what the deadline is. Don’t respond without first organizing your records for the issues raised. In most cases, responding through a representative — rather than directly — limits what you say to the IRS and helps keep the audit scope from expanding beyond the original notice.
If your return has been selected for examination, our IRS audit defense page covers what to expect at each stage — or read our complete guide to IRS audits for a full breakdown of the process. If you’d like to talk through your specific situation, book a free 15-minute call.
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