In-Store Shopper Metrics: Dependence and Independence
The Measurement Minute by Gary Angel For shopper measurement, self-selection introduces massive biases in behavioral data. Different shopper populations behave differently not because of...
Conversion per Opportunity: Combining PoS and Shopper Journey Data
The Measurement Minute by Gary Angel Combining PoS data with shopper journey data yields one of the most powerful in-store metrics: conversion per opportunity. To see why it's such a pow...
The Role of LiDAR in People-Measurement and Shopper Analytics
The Measurement Minute by Gary Angel Shortly before their $1.4 Billion acquisition by a SPAC, I sat down with Gerald Becker of Quanergy to discuss the role of LiDAR in people-measurement...
Tying Point-of-Sale (PoS) data to Shopper Journey Data
The Measurement Minute by Gary Angel If conversion is the all important metric at the bottom of the in-store funnel, it's disappointingly ambiguous when it comes to in-store journey data...
In-Store Conversion is Surprisingly Ambiguous
The Measurement Minute by Gary Angel In digital analytics, conversion is the easiest thing to measure. For in-store analytics, that's just not the case. Understanding when and whether a ...
Using Occupancy Management to Drive HVAC
The Measurement Minute by Gary Angel Occupancy Management has been a huge deal with Covid. But is it still useful in post-Covid world? The best application we've found for active Occupan...
Velocity : Measuring Speed of Movement to Determine Shopper Engagement
The Measurement Minute by Gary Angel Measuring the in-store funnel is all about inferring intent. And one of the hardest places to understand intent is distinguishing between potential b...
In-Store Measures of Shopper Enagement
The Measurement Minute by Gary Angel If store and area pass-by traffic provide a measure of opportunity at the top of the funnel and PoS data provides the bottom of funnel, how do you fi...
Pass-by Metrics INSIDE the Store
The Measurement Minute by Gary Angel Pass-by traffic is an important metric in understanding store opportunity. But the principle of understanding opportunity via traffic applies inside ...