Measurement
The finance director asks what the gallery sold last quarter. These guides cover attribution, testing and the numbers that hold up.
11 articlesLast updated
- 1.4% median storeMeasurementFirstidukki · blog
Shopify conversion rate: how Shopify calculates it, and what to fix first
What Shopify's conversion rate counts and the funnel behind it. The September 2026 session change. Real 2026 benchmarks by industry, and where to start.
Rohin Aggarwal · October 12, 2026
- Orders, not pixelsMeasurementPostidukki · blog
What is order-anchored attribution? Which post sold the bag, step by step
Order-anchored attribution starts from the order your store records and works back to the customer post. How the match works, and what "proven" means.
Rohin Aggarwal · September 29, 2026
- MeasurementA/Bidukki · blog
A/B testing UGC placement: a framework
Where UGC sits on a page changes the conversion lift. Test one variable at a time, on enough traffic, for a full weekly cycle. Measure conversion over clicks.
Rohin Aggarwal · January 27, 2026
- MeasurementMeasuringidukki · blog
The Post-Campaign UGC Teardown: Measuring a Campaign After It Ends
A repeatable framework for measuring a UGC campaign once it is over: which metrics matter, how to attribute lift without overclaiming, and the…
Rohin Aggarwal · October 8, 2025
- MeasurementROIidukki · blog
UGC ROI Calculator: What Customer Content Is Actually Worth
UGC ROI = (incremental revenue minus fully-loaded cost) over that cost. Every input, the math behind Bazaarvoice's 144% figure, and a live calculator.
Rohin Aggarwal · May 4, 2026
- MeasurementCFOidukki · blog
UGC incrementality testing: the lift number a CFO will believe
Almost every UGC tool reports a +X% lift and almost none of it is incremental. A holdout or geo-lift test separates the causal number from the correlational…
Rohin Aggarwal · April 10, 2026
- MeasurementA/Bidukki · blog
How to A/B test UGC and social proof: the complete guide
A/B test UGC and social proof properly: what to test, how long to run, significance in plain English, and the traps that manufacture fake winners.
Rohin Aggarwal · June 21, 2026
- 6.73x conversionsMeasurementConvertsidukki · blog
UGC converts up to 6.7x higher than brand content. Here's the 2026 data, and how to read it.
A widely-cited Q1 2026 industry benchmark puts UGC conversion at 6.73x non-UGC content, up from 4.27x the quarter before. What a benchmark like that is…
Rohin Aggarwal · July 15, 2026
- MeasurementMeasuringidukki · blog
Measuring community health: engagement metrics that predict retention
Member count is the vanity metric of community-led growth: it never goes down. Seven metrics that show whether a brand community is alive. Formulas, a worked…
Rohin Aggarwal · July 18, 2026
- avg 10% referral bonusMeasurementProvingidukki · blog
Amazon Attribution: proving social UGC drives marketplace sales
Most brands believe their creator content sells on Amazon and cannot prove it. Amazon Attribution is the free console that closes the gap: tag your…
Rohin Aggarwal · August 13, 2026
- MeasurementYourselfidukki · blog
Holdout tests for UGC incrementality (without lying to yourself)
Geo splits and on-off gallery tests are easy to botch. Here is a holdout design for shoppable UGC that finance and legal can sign.
Rohin Aggarwal · November 6, 2026
Other topics
Loved this?
Get the next post first, plus the playbooks behind it.
Occasional notes on UGC and shoppable video. No set schedule. Reply to any email to unsubscribe.
One email per piece. No drip sequences, no sales follow-up. Reply to any email to unsubscribe.
- No credit card
- Cancel anytime
- GDPR self-certified · SOC 2 (in audit)
