Category: Analytics

Email open rate has become a substantially less reliable metric following mail privacy protections introduced by major email providers, which automatically pre-fetch images (including tracking pixels) regardless of whether a recipient genuinely opened and read the email...

Social listening tools generate an overwhelming stream of raw mentions, and without a specific measurement framework, most teams either drown in unstructured data or default to counting raw mention volume as if quantity alone measured value. Sentiment,...

Survey data quality depends almost entirely on question construction, and most marketers writing surveys haven’t been trained in the specific ways question wording introduces bias — a poorly worded question doesn’t just produce noisy data, it can...

As third-party tracking becomes progressively restricted, the data a business collects directly from its own customers and audience — first-party data — has shifted from a nice-to-have supplement into the genuine foundation of sustainable marketing measurement and...

A campaign can show impressive-looking attributed conversions and still have contributed essentially nothing to actual incremental sales — if the customers it “converted” would have purchased anyway, through another channel or organically, the campaign’s attributed results are...

Third-party cookies, long the backbone of cross-site tracking and much of digital marketing measurement, have been progressively restricted across major browsers and increasingly regulated across jurisdictions — the marketers who adapted measurement practices ahead of full restriction...

Marketing mix modeling has traditionally been associated with large enterprise budgets and dedicated data science teams, which has led many mid-size marketing organizations to assume it’s simply out of reach — but the core methodology scales down...

An overall conversion rate tells you the final outcome but nothing about where along the path prospects actually abandon the process — funnel analysis breaks a single aggregate conversion number into its constituent steps, revealing exactly where...

Conversion rate optimization has no shortage of possible tests to run — every page, button, and headline is theoretically improvable — which means the actual constraint isn’t finding things to test, it’s deciding which of the many...

Customer lifetime value gets calculated multiple genuinely different ways across different businesses and even within the same business’s different departments, and the specific method chosen materially affects the resulting number — meaning “our CLV is $X” is...