The trader’s guide to measurement

When executed well, measurement creates a flywheel that can help optimize campaigns in real time, illuminate consumer behavior, and connect marketing tactics to business outcomes. 

When marketers understand what’s working, they can optimize for it, making campaigns more successful over time. However, when measurement breaks down, the flywheel slows. 

Measurement can falter for many reasons, like fragmentation between channels or incomplete datasets. When a media mix grows harder to measure, you may be forced to optimize toward what’s easiest to measure, like the last click. 

As a result of these dynamics, marketers are feeling dissatisfied with their measurement solutions. Sixty percent to 75% surveyed say advanced measurement tools fall short in rigor, coverage, timeliness, trust, and efficiency needed to assess ROI.¹ 

In this guide, you’ll learn how to approach measurement so it can help effectively connect your cross-channel media spend to real business outcomes, rather than relying on proxy metrics like clicks and reach. 

4 steps to get more from your measurement tools 

Good measurement starts with clear principles. An effective measurement strategy is grounded in: 

• Strong signals at every stage of the funnel 

• Transparent performance across media channels 

• Actionable insights surfaced throughout the campaign 

• Continuous experimentation to understand what’s really working 

When these four principles guide the strategy, measurement can become a genuine competitive advantage. 

1. Start with signals tied to outcomes 

Measurement quality depends on signal quality. The strongest signals come directly from your business (or relevant data providers) and apply to every stage of the funnel: 

Awareness

• Incremental reach and frequency reporting 

• Brand lift studies 

Consideration

• Site or app behaviors, like page views or form fills 

• Store visitation and foot traffic insights 

Conversion

• Purchase data from retailers and direct sales 

• Customer relationship management (CRM) records 

• Incremental conversion lift analysis 

These inputs help establish a link between media exposure and business results. The Kokai platform offers a number of tools to help enrich measurement with high-quality signals: 

• A marketplace of measurement partners at every stage of the funnel and across different advertiser verticals (brand lift, footfall, and sales), including retail measurement partners that cover 81% of retail sales in the U.S. 

• First‑party data onboarding and activation using clean room and data platform partnerships, pixels, and/​or APIs 

• Unified ID 2.0 (UID2) for durable identity interoperability and a robust cross-device graph 

Strong signals enable: 

• Better linkage between media and revenue 

• More reliable upper- and lower-funnel insights 

• Stronger predictive models 

Measurement starts with the signals you trust most. 

2. Understand performance across environments 

If you can’t see how media performs across media channels and environments, you’re limited in what you can optimize. Measurement should reveal a great deal of information about how a campaign performed, including: 

• Where ads appeared (channel and site) 

• Who they reached and how frequently 

• Which exposures influenced behavior 

Without this visibility across the path to conversion, it becomes difficult to diagnose common performance issues such as audience over-frequency, underperforming publishers, and ineffective creatives. 

Modern measurement frameworks provide visibility across channels with holistic path-to-conversion reporting and cross-channel insights. 

On our platform, you can see the entire path from impression to outcome, and optimization becomes significantly more precise. You can also uncover new insights into who your customers are and where and when they engage with your brand. 

3. Turn insight into action 

In-flight measurement is incredibly valuable, as it can create a feedback loop that allows you to learn and optimize in real time. 

Instead of waiting for post-campaign reports, you can do the following on the platform: 

• Identify which audiences drive conversions 

• Evaluate publisher performance within a channel 

• Reallocate budget dynamically 

For example, you might: 

• Test different audience segments to see which generates higher conversion rates 

• Adjust frequency caps when diminishing returns appear 

• Shift spend toward channels driving stronger incremental outcomes 

• Refine audience construction using performance signals 

When insight arrives quickly enough to influence decisions, measurement becomes an operational advantage. 

4. Build a flexible measurement framework 

No single methodology can answer every measurement question. For example, last-click attribution may provide a signal to use as a baseline, but it doesn’t show the whole picture of the audience journey or what actually caused someone to convert. Modern measurement works best as a portfolio of complementary approaches, including: 

• Brand lift studies 

• Incrementality testing 

• Marketing mix modeling (MMM)

Each approach provides a different perspective. 

• Brand lift helps measure upper-funnel impact 

• Incrementality tests reveal causal effects 

• MMMs provide a holistic view across channels and platforms 

The goal is to build a framework that reflects your business’s unique needs. When you combine multiple measurement approaches, you can gain a clearer understanding of which media investments create impact.