---
id: "entity-olivier-toubia"
type: "entity"
entityType: "person"
canonicalName: "Olivier Toubia"
aliases: ["Olivier Toubia"]
source_timestamps: ["¶ 1", "§ The Road Ahead"]
tags: ["author", "academic", "marketing-science"]
related: ["entity-columbia-business-school", "concept-synthetic-personas", "open-question-digital-twin-training", "entity-stefano-puntoni"]
speakers: ["Olivier Toubia"]
sources: ["commercial"]
isSpeakerEntity: true
---
## Segment 5 — commercial

## Article 30 — a030

# Olivier Toubia

**Olivier Toubia** is one of the article's academic co-authors. He is publicly known as a professor of business/marketing at Columbia Business School, specializing in quantitative marketing, innovation, and idea generation.

## Role in this source

Academic co-author bridging the article to formal research. His institutional tie to [[entity-columbia-business-school]] is consistent with the school's participation in the digital-twin validation study described in "The Road Ahead."

## Attributed contributions in this vault

- Co-authorship of the thesis and the measurement-rigor framing (see [[action-establish-metrics]]).
- Academic grounding for the forward agenda in [[concept-synthetic-personas]] and the [[entity-columbia-business-school]] / [[entity-gbk-collective]] / [[entity-twinloop]] study in [[open-question-digital-twin-training]]. Fellow academic co-author: [[entity-stefano-puntoni]].