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Research papers

Can AI (Computer Vision) Help Us to Evaluate Creatives at Large Scale?

Can artificial intelligence/machine learning help us define what bad or good ads are in terms of driving business results? We demonstrate a hybrid methodology of computer vision and human encoding to conduct large-scale creative meta-analysis at a...

Catalogue: Congress 2023
Author: Minh Nguyen
September 27, 2023

Research papers

The Future of Privacy-Centric Advertising Measurement

In this paper, we introduce a privacy-centric advertising measurement framework to demonstrate howmeasurement can help businesses grow in the era of privacy restrictions. The COVID-19 pandemic hascaused big changes in the global economy (the biggest...

Catalogue: Congress 2022: 75th Anniversary
Author: Minh Nguyen
Company: Google
September 23, 2022

Research papers

Driving consumers' brand perception and engagement

Bad ads create bad experiences for consumers and negatively impact your brand. It is critical to know what creative element or pattern can help drive brand performance and direct response. However, creative A/B tests or lab tests with facial...

Catalogue: Asia Pacific 2020 - Insights Festival
Authors: Minh Nguyen, Tomoya Naohara, Kosuke Yoshida
Companies: Google, INTAGE HOLDINGS Inc.
November 2, 2020

Research papers

From accountability to incrementality

Stop! Is your methodology biased? Ad measurement provides 'Accountability' (to prove that ads work), however, we argue that measurement should produce 'Incrementality' (help businesses grow with ads). To measure true ad effectiveness -...

Catalogue: Insights Festival 2020
Author: Minh Nguyen
Company: Google
September 15, 2020