Home Data-Driven Thinking Boost ROI And Cut Waste: Mastering Incrementality And Standardization

Boost ROI And Cut Waste: Mastering Incrementality And Standardization

SHARE:
Brian Chap, CEO & Founder at Tech Recipes

The traditional media operating model is broken, demanding more money, time and resources as brands scale. Outdated metrics like CPMs and CTRs can hinder efficiency, while media fragmentation makes finding the right metrics tricky. 

But it doesn’t have to be this way.

Digital media standardization can make practices, formats and metrics consistent across platforms. Aligning strategies and promoting transparency can make it easier to adapt your automated tools to different platforms, which then improves data accuracy and enhances campaign performance. And new technology can enable advertisers to track incrementality, reducing waste and boosting performance accountability.

With a streamlined, automated approach, governed by a small team of experts, you can achieve exponential growth, even with fixed resources. 

Here are some steps you can take to achieve incrementality, streamline your media strategy and drive exponential growth.

Define your terms

First, you need to decipher which media platform metrics and KPIs are most important.

Note the different headers for common campaign metrics used by The Trade Desk, Meta, TikTok and DoubleVerify in the reporting schema below:

Tech Recipes: post standardization taxonomy

Here’s a “Media Standardization Recipe” for understanding incrementality across these platforms.

  1. Go to Meta Ads Manger, TikTok for Business, The Trade Desk – My Reports or DV Pinnacle to pull the data outlined in the chart above.
  2. Use the chart to find key metrics that should be included in your reporting export. The terms advertisers commonly use to refer to these metrics are listed in the “Classifier Definition” column on the left. To the right are the various names each platform uses for the same metric.
  3. Combine all data into one Excel sheet and update the headers to the language shown in the “Classifier Definition” column.

You should now have one combined data set with clear, easy-to-understand terms. 

Calculate waste

Let’s review how advertisers can incorporate a single calculation to measure, and optimize against, ad effectiveness and ad waste. These calculations will uncover where you can boost performance and find incremental value. 

A qualified cost per thousand (qCPM) calculation compares net spend to ad effectiveness in one formula. Calculating qCPM can give a more accurate picture of ad effectiveness.

From there, you can determine wasted spend with greater accountability than by using traditional metrics like clicks and views.

Ad effectiveness varies for each advertiser, but the following formula can standardize your measurement approach: qCPM = (((eCPM x (Fraud Rate)) / ((Viewability Rate) x On-Target Reach) x Frequency) / 1,000.

Here’s an “Ad Effectiveness Recipe” to calculate your qCPM:

  1. Identify the number of impressions you purchased that are not fraudulent and are viewable, have the correct daily frequency and reach your intended audience (e.g., ages 18-49).
  2. Calculate your total net spend on those impressions included in step one, divide that total net spend by the amount of impressions, then multiply by 1,000. You now have your effective CPM (eCPM).
  3. Multiply your eCPM by the number of impressions from step one, then divide that number by 1,000. You now have your qCPM.

Now that you can measure ad effectiveness, the next step is to identify and remove any waste. Understanding your incremental value opportunity, or ad waste, is as simple as determining which impressions performed and which did not.

The secret to calculating your waste number is to understand your ineffective CPM, revealing the cost per thousand of only the low-value and off-target ad impressions that ran.

In the formula below, off-target impressions are any impressions served to the wrong audience/target, and ineffective impressions are any ads that did not meet one or multiple traditional KPIs (e.g., CPM, CTR, etc.).

Ad Waste = (((Off-Target Impressions + Ineffective Impressions) x Ineffective CPM) / 1,000)

Here’s an “Ad Waste Recipe” for calculating your incremental value opportunity.

  1. Count how many impressions were fraudulent, not viewable, high frequency and didn’t deliver to the desired target.
  2. Determine your total net spend on the impressions from step one, divide that total spend by the number of impressions, then multiply by 1,000.
  3. You now have your ineffective CPM. Multiply this number by the impressions from step one.
  4. Divide by 1,000 and you now know how much wasted spend you can avoid in the future.

Reinvention required

As the digital advertising landscape continues to evolve, advertisers must rethink their standardization strategies to stay ahead. By adopting new technologies and focusing on the right metrics, advertisers can not only reduce waste but also drive significant growth and innovation.

Standardizing practices across platforms will facilitate the use of automated optimization tools, ensuring more accurate data and better campaign performance.

This strategic shift is a necessity for achieving sustainable, exponential growth in today’s competitive market. Advertisers who embrace these changes will be better positioned to take advantage of new technologies and avoid the pitfalls of media waste, ultimately leading to more successful and cost-effective advertising campaigns.

If you’d like to learn more about evolving current KPIs into business outcomes, check out my previous column on How Advertisers Can Spice Up Accountability And Transparency With Media Agencies.

“Data-Driven Thinking” is written by members of the media community and contains fresh ideas on the digital revolution in media.

Follow Brian Chap and AdExchanger on LinkedIn.

For more articles featuring Brian Chap, click here.

Must Read

Single continuous line drawing robot riding pencil rocket flying in the sky. Tech education and creativity. Future technology development. Artificial intelligence. One line design vector illustration

Q3: Omnicom’s Media Business Is Growing, But Is It Agent-Proof?

If AI agents can plan and buy media, who needs a holding company? Good question. It came up during Omnicom’s Q3 earnings on Thursday.

Netflix Touts New Measurement Capabilities As It Struggles With “Modest” Engagement Growth

Netflix’s revenue grew 12% YOY to $12.9 billion in Q3, which it maintains is in line with its forecast. Its ads business, however, is lagging slightly compared with expectations, causing Netflix to tweak its forecast for the rest of the year.

Apple Publishes Its Plan To Wipe Out Web Tracking

Apple is coming for identity resolution. WebKit’s latest tracking crackdown targets the infrastructure behind post-cookie IDs – and switching to a first-party setup won’t necessarily spare vendors.

Privacy! Commerce! Connected TV! Read all about it. Subscribe to AdExchanger Newsletters

AI Slop Sites Are On The Rise. Is Ad Tech Ready For Its New MFA Challenge?

Advertising supply chain intelligence company DecryptAds uncovered more than 2,100 AI-generated recipe sites that are monetized with programmatic ads and feature fabricated author profiles.

How Australian Home Lender Lendi Measures The Invisible Work Of AI

Most brands and businesses are trying to figure out how to improve their metrics when it comes to AI – and also what those metrics even are.

AI Startup Minerva Built An Agentic CDP, But Don’t Call It That

Minerva wants to turn fragmented customer data into something marketers can use, with AI agents doing the work behind the scenes.