We use cookies, including third-party cookies from Google to serve personalized ads through AdSense, to operate this site and understand how it is used. By continuing to browse, you accept this use. See our Privacy Policy and Terms of Use for details, including how to opt out of personalized advertising.
Accept
SmartData CollectiveSmartData Collective
  • Analytics
    AnalyticsShow More
    What Kind of Problem-Solving Distinguishes Data Analysts From Software Engineers -- AI-generated illustration
    What Kind of Problem-Solving Distinguishes Data Analysts From Software Engineers
    7 Min Read
    chatgpt image jul 21, 2026, 04 34 30 pm
    4 Core Benefits of Predictive Maintenance after Vibration Analysis
    10 Min Read
    How Does Data Mining Boost Customer Satisfaction in Logistics? Harnessing Analytics for Results -- AI-generated illustration
    How Does Data Mining Boost Customer Satisfaction in Logistics? Harnessing Analytics for Results
    11 Min Read
    chatgpt image jul 13, 2026, 04 23 45 pm
    How Data Analytics Helps Companies Improve User Engagement
    19 Min Read
    chatgpt image jul 13, 2026, 03 59 46 pm
    How Data Analytics Improves Multi-Location Search Strategies
    10 Min Read
  • Big Data
  • BI
  • Exclusive
  • IT
  • Marketing
  • Software
Search
© 2008-25 SmartData Collective. All Rights Reserved.
Reading: How Tax Authorities May Use Big Data for Audits
Share
Notification
Font ResizerAa
SmartData CollectiveSmartData Collective
Font ResizerAa
Search
  • About
  • Help
  • Privacy
Follow US
© 2008-23 SmartData Collective. All Rights Reserved.
SmartData Collective > Big Data > How Tax Authorities May Use Big Data for Audits
Big Data

How Tax Authorities May Use Big Data for Audits

Sean Mallon
Sean Mallon
5 Min Read
Audits
SHARE

The IRS and state tax authorities are always trying to maximize collections and ensure citizens are paying their taxes appropriately. They can’t afford to audit every taxpayer, so they must target citizens that are likely to owe the most amount.

Contents
  • Matching 1099 forms against similar social security numbers
  • Monitoring social media data
  • Looking at regional income statistics for servers and cash-based businesses

Of course, the tax authorities don’t share their auditing criteria, because it would be useful to tax dodgers. However, they almost certainly take the following two variables into account:

  • A household’s income
  • The likelihood that an individual falsely reported their earnings

They have already acknowledged that big data plays a role in audits. Here are some ways that the IRS and its state counterparts probably use big data.

Matching 1099 forms against similar social security numbers

All employment income must be reported by every licensed company. Tracking employment income was never too difficult, provided employers reported it correctly. If they underreport an employee’s income, then they can’t deduct it as a labor cost on their Schedule C. Since they have an incentive to report earnings accurately, there are usually few errors. They also must use a third-party payroll provider in many cases, which practically eliminates the likelihood of fraud.

More Read

Lookalike Audiences: How to Find and Engage Them Using Big Data
Lookalike Audiences: How to Find and Engage Them Using Big Data
6 Reasons That Data-Driven Email Verification Is Absolutely Critical
Big Data as a Service (BDaaS) Is the Next Big Thing!
Can You Predict Crowd Behavior? Big Data Can
Alberto’s Business Analytics Predictions for 2012

Fraud is more likely to occur with taxpayers that earn other forms of income. People that receive self-employment income, Social Security payments, lottery winnings and other forms of income are responsible for reporting it correctly.

Their payors are required to issue 1099 forms. However, there are a couple of complications. First of all, some people receive several 1099 forms throughout the year. Some people don’t report their 1099 income on the tax return, but still pay taxes on the income. Others may intentionally omit the income and hope the IRS doesn’t notice.

It can be difficult to determine whether a taxpayer made the appropriate payments or not. Big data has made it easier to keep track of different 1099 reports and match them against the taxpayers reported income.

Some taxpayers may also give the wrong Social Security Number on their 1099, either unintentionally or deliberately. They probably give a number that resembles their real SSN, so the IRS can match that against similar SSNs and see if the name is similar.

Monitoring social media data

A lot of earnings are never reported to the IRS via 1099 documents. This means that the IRS must identify potential high earning citizens that may be under reporting their income or not reporting it at all.

According to new reports, the tax authority is now using social media monitoring tools to gauge the lifestyles of different citizens. Vanguard Tax Relief suggests that many people get into hot water with the IRS after reporting the amount of money they earn on Facebook.

These tools can sift through massive amounts of data in minutes. They look for information on vacations, new vehicles and other signs that a citizen May have earned a lot of money. If citizens seem to live affluent lifestyles but report modest income to the IRS, they may be targets for audits.

Looking at regional income statistics for servers and cash-based businesses

Certain employees and businesses receive many of their payments as cash. They are less likely to report their income. The IRS obviously can’t target every cash-based business and server in the country. However, they may be able to target people that seem to be making much less than the regional average.

The IRS can probably break down data for similar businesses and employees at a county or even city level. They probably have certain controls in place to flag people that claim to be earning much less than people working in similar businesses in those regions. Big data makes it easier to look at income information quickly. The IRS wouldn’t even need to run a manual audit first. If someone underreported their income by a certain threshold, it would trigger these algorithms and call for an audit.

Share This Article
Facebook Pinterest LinkedIn
Share
BySean Mallon
Sean is a freelance writer and big data expert with a passion for exploring the depths of information that can be extracted from massive datasets. With years of experience in the field, he has developed a deep understanding of how data can be harnessed to drive insights and make informed decisions.

Follow us on Facebook

Latest News

Flat editorial illustration: The article connects weekly technician productivity and related shop metrics to timely scheduling an
Workforce Analytics for Auto Repair Shops: Reading Technician Productivity Weekly
Business Intelligence Exclusive
Flat editorial illustration: A business-editorial depiction of two account-growth routes: data-guided targeted advertising and cr
Targeted Ads and Cross-Promotion: Using Audience Segments and Platform Statistics to Grow
Exclusive Social Data
Flat editorial illustration: Business and SaaS-editorial concept: a prospective development team proves its fit by testing a boun
Hiring a Dedicated Development Team for Your Existing Stack and Delivery Process
Development Exclusive
Flat editorial illustration: The article is about modernizing legacy software incrementally without stopping live operations. A t
7 Top Legacy Software Modernization Companies in Europe for 2027
Exclusive Software

Stay Connected

1.2KFollowersLike
33.7KFollowersFollow
222FollowersPin

You Might also Like

Who Are the 7 Most Data Rich Companies in the World?
Big Data

Who Are the 7 Most Data Rich Companies in the World?

12 Min Read
Interview: Jon Peck SPSS
Data MiningPredictive Analytics

Interview: Jon Peck SPSS

12 Min Read
How To Maintain Accurate Data Through Conversational Analysis?
Analytics

How To Maintain Accurate Data Through Conversational Analysis?

8 Min Read
Big Data, Big Difference: Building Smarter Devices with Data Analytics
AnalyticsBig Data

Big Data, Big Difference: Building Smarter Devices with Data Analytics

7 Min Read

SmartData Collective is one of the largest & trusted community covering technical content about Big Data, BI, Cloud, Analytics, Artificial Intelligence, IoT & more.

Chatbots and SEO: How Can Chatbots Improve Your SEO Ranking?
Chatbots and SEO: How Can Chatbots Improve Your SEO Ranking?
Artificial Intelligence Chatbots Exclusive
5 Great Tips for Using Data Analytics for Website UX
5 Great Tips for Using Data Analytics for Website UX
Big Data

Quick Link

  • About
  • Contact
  • Privacy
Follow US
© 2008-26 SmartData Collective. All Rights Reserved.
Welcome Back!

Sign in to your account

Username or Email Address
Password

Lost your password?