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J·BJon BishopIndependent growth marketer

Advertising · Large-scale field experiment randomizing digital advertising for restaurants and comparing heterogeneous treatment effects.

Which Firms Gain from Digital Advertising? Evidence from a Field Experiment

Marketing Science · 2023

Weijia Dai, Hyunjin Kim, Michael Luca

Summary

Digital advertising gains differ across restaurant types; the experiment identifies which businesses benefit more from advertising.

For your marketing

Possible founder application

Use to shape a locally controlled channel or message test; account for audience, timing and attribution limits before reallocating budget.

Reported result

What the study found

Digital advertising gains differ across restaurant types; the experiment identifies which businesses benefit more from advertising.

Research question

What the authors investigated

Which types of firms gain most from digital advertising?

Design

Large-scale field experiment randomizing digital advertising for restaurants and comparing heterogeneous treatment effects.

Sample and setting

Restaurants and their online customers on a digital platform.

Scope and transfer

Limitations to keep in view

Restaurant platform and local-service setting limit direct transfer to SaaS; heterogeneous effects mean average treatment effects are not universal.

Research sources

INFORMS/publisher and author-page records identify a large-scale restaurant field experiment and its authors/context. Direct publisher-page retrieval was recorded on 2026-10-09; this profile uses the publisher abstract/metadata and does not claim independent review of unavailable full text.

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