Paid media and measurement · Field experiment with a supporting laboratory experiment
Combining Ad Targeting Techniques: Evidence from a Field Experiment in the Auto Industry
Valenti, A., Miller, C. J., & Tucker, C. E. (2025). Management Science, 71(10), 8586–8603.
Plain-English take
Combining contextual targeting with retargeting improved website visits, engagement, and soft conversions. For your marketing: This is a useful test idea for combining audience intent with page context and matching the creative to a meaningful next action.
How much weight to give this
3.5/5 Useful evidence with meaningful caveats
The 1–5 evidence-check score is a practical reading aid, not a formal peer review or a probability that a conclusion is true. It combines design strength (2 points), sample reporting (1), comparison/control clarity (1), and how much of the paper could be checked (1). Access affects how confidently this directory can assess a study, not the study's underlying quality. Blinding is reported separately because it is not relevant to every design.
An experiment is useful for causal evidence, but the accessible profile does not establish random assignment.
A usable sample size is not stated in the profile's accessible source.
Experimental comparison is described; randomization or control details need checking in the paper.
This profile could be checked against an abstract or metadata, not the full paper.
Double-blind? Blinding is not reported in the source reviewed; that does not establish whether blinding was or was not used.
Research question
What the authors investigated
Do contextual targeting and retargeting complement one another, and does ad content affect their combined performance?
Design
Field experiment with an automobile manufacturer, supplemented by a laboratory experiment.
Sample and setting
Online advertising campaign for an automobile manufacturer; the accessible abstract does not state sample size.
Reported result
What the study found
Combining contextual targeting with retargeting improved website visits, engagement, and soft conversions. Ads prompting users to customize an offering were especially effective in the combined condition.
This is a paraphrase of the source. Check the original paper for definitions, estimates, statistical uncertainty and analysis details.
Scope and transfer
Limitations to keep in view
One auto manufacturer and campaign context; the abstract does not report sample size or a direct sales outcome. The effectiveness of specific creative prompts may vary by product and buying cycle.
Possible founder application
A useful test idea for combining audience intent with page context and matching the creative to a meaningful next action. Measure pipeline or product activation beyond soft conversions.
Evidence access
Publisher abstract; full text may require access
INFORMS publisher abstract retrieved with Firecrawl; study design and reported outcomes were visible on the page.
If only an abstract or metadata was available, the profile is limited to claims supported there. A paper's paywall does not change its evidentiary status, but it limits what we can substantiate from accessible text.