Patternfield Insights

Evidence for better
retail decisions.

Independent research and methods for understanding consumer behaviour, category performance and retail measurement. Patternfield publishes selected work openly. Active clients receive access to deeper intelligence, benchmarks and analytical studies. Commissioned client work remains private.

The Insights library

Selected work, as the evidence develops.

Case study Public

WHEN THREE SUPERMARKETS BECAME ONE

The consolidation of Countdown, Foodtown and Woolworths changed New Zealand supermarket brand architecture, but the available evidence does not establish that this caused Woolworths New Zealand’s subsequent market-share decline.

Method Public

WHEN LIFT ISN'T INCREMENTALITY

Why observed sales movement is not automatically evidence that a campaign caused it, and what a credible counterfactual needs to establish.

Coming soon

Research Public

THE AVERAGE STORE DOESN'T EXIST

How store-level variation can disappear inside network averages, and why commercial decisions often depend on understanding the distribution underneath the headline result.

Coming soon

Method Public

THE COUNTERFACTUAL PROBLEM

How to estimate what would have happened without an intervention when perfect experimental conditions are unavailable.

Coming soon

Client intelligence

THE ANATOMY OF REPEAT PURCHASE

A deeper examination of trial, repeat, retention and switching behaviour across purchase cycles.

Coming soon

Included with active Patternfield engagements.

Client intelligence

PROMOTION, PRICE AND MEDIA

Understanding how pricing and promotional activity interact with retail-media measurement and campaign interpretation.

Coming soon

Included with active Patternfield engagements.

Client intelligence

MISSION MATTERS

How stock-up, top-up, immediate-consumption and other shopping missions can change how observed campaign effects should be interpreted.

Coming soon

Included with active Patternfield engagements.

Research Public

TOURISM IS A CONFOUNDER

Why visitor flows, seasonal population changes and location-specific demand can distort retail comparisons, particularly in tourism-dependent markets.

Coming soon
About the editorial classifications
Case study
Evidence from a specific market, commercial problem, campaign or historical example.
Research
Patternfield analysis of shopper behaviour, retail markets, categories and commercial questions.
Method
Explanations of measurement, causal inference and analytical problems relevant to retail decision-making.
Client intelligence
Higher-value research, benchmarks and analytical studies available to active Patternfield clients.

Client intelligence

Deeper evidence.
Reserved for clients.

Patternfield clients receive access to selected research, benchmark studies and analytical briefings produced across our work. The library grows as our evidence base grows and is included with active Patternfield engagements.

Client intelligence

THE ANATOMY OF REPEAT PURCHASE

A deeper examination of trial, repeat, retention and switching behaviour across purchase cycles.

Coming soon

Included with active Patternfield engagements.

Client intelligence

PROMOTION, PRICE AND MEDIA

Understanding how pricing and promotional activity interact with retail-media measurement and campaign interpretation.

Coming soon

Included with active Patternfield engagements.

Client intelligence

MISSION MATTERS

How stock-up, top-up, immediate-consumption and other shopping missions can change how observed campaign effects should be interpreted.

Coming soon

Included with active Patternfield engagements.