---
title: Ad Fraud Benchmarks Report - Q1 2017
description: Pixalate's quarterly ad fraud benchmarks research report updates the digital advertising industry on the state of ad fraud in the programmatic marketplace.
---

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# Ad Fraud Benchmarks Report — Q1 2017

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The Pixalate Quarterly Ad Fraud Benchmarks report updates the digital advertising industry on the state of ad fraud in the programmatic marketplace.

Inside the report you'll find:

- **Ad fraud benchmark data for mobile, desktop, and video ads**
- **Ad fraud rates by browser**
- **Ad fraud rates by country**
- **And much more!**

The research contained in this report gives buyers and sellers alike an honest, thorough review of the state of the industry. Our data and insights can be used as a valuable resource as the ad world combats fraudulent inventory together.

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# Disclaimer

 Disclaimer: The content of this page reflects Pixalate’s opinions with respect to the factors that Pixalate believes can be useful to the digital media industry. Any proprietary data shared is grounded in Pixalate’s proprietary technology and analytics, which Pixalate is continuously evaluating and updating. Any references to outside sources should not be construed as endorsements. Pixalate’s opinions are just that - opinion, not facts or guarantees.

 Per the MRC, “'Fraud' is not intended to represent fraud as defined in various laws, statutes and ordinances or as conventionally used in U.S. Court or other legal proceedings, but rather a custom definition strictly for advertising measurement purposes. Also per the MRC, “‘Invalid Traffic’ is defined generally as traffic that does not meet certain ad serving quality or completeness criteria, or otherwise does not represent legitimate ad traffic that should be included in measurement counts. Among the reasons why ad traffic may be deemed invalid is it is a result of non-human traffic (spiders, bots, etc.), or activity designed to produce fraudulent traffic.”

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