Person Doug Bania Depp v. Heard← All People
Expert Witness

Doug Bania

Courtroom still of Doug Bania.

Internet analytics expert who testified for Depp on public perception and reputational harm

2022 Defamation Trial Apr 11 – Jun 1, 2022
Called by plaintiff
358 lines 5 proceedings 18 highlights

About

Doug Bania analyzed Google search activity, historical search results and Q scores to assess changes in Johnny Depp’s public image around Amber Heard’s 2016 allegations and the 2018 op-ed. He testified that search results became more negative and Depp’s Q scores declined. On cross-examination, he acknowledged that a Google Trends search for Depp could not detect interest in an op-ed that did not name him. He was also questioned about his earlier statement that he could not separate the op-ed’s impact from the 2016 divorce filing. Bania maintained that he was offering an opinion about how Depp was portrayed after the op-ed’s publication and defended his choice of three Q-score time points.

Recalled in rebuttal, Bania challenged analyses linking statements by Depp’s attorney Adam Waldman to negative social-media activity and economic harm claimed by Heard. He said many of the tweets he reviewed predated the statements and that few used language directly referencing them. Cross-examination raised whether his quoted search terms missed paraphrases and whether his Q-score comparisons used consistent periods. Bania defended the searches as a way to find direct references, while acknowledging their narrow scope.

Trial Record (5)

2022 Defamation Trial Apr 11, 2022 – Jun 1, 2022 5 proceedings

Day 12

Direct Direct Examination of Doug Bania Doug Bania Rebecca Lecaroz 4 74
Summary

IP damages expert Doug Bania testifies that Q scores and Google search results show measurable reputational decline for Depp following Heard's 2016 allegations and 2018 op-ed.

Highlights (4)
Quote

“My specialty is using Internet and social media analysis when I'm quantifying value or I'm calculating damages, or if I'm analyzing the impact of social media or Internet events.”

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Quote

“I reviewed the top three because research shows that about 50 to 75 percent of the people only click on the top three. So I wanted to get the majority of the searches.”

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Cross Cross Examination of Doug Bania Doug Bania Adam Nadelhaft 3 136
Summary

Nadelhaft questioned Bania about his deposition testimony, Google Trends results, and the three Q-score time points used in his analysis.

Highlights (3)
Quote

“Well, that is correct because Google Trends is based on a search of a word or a name. And because Mr. Depp's name was not mentioned in that op-ed, Google Trends did not pick that up.”

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Quote

“Well, you're talking about statistically a difference. What I'm talking about is how we use Q scores in the industry. When you see a Q score that's dropping from a 31 to a 29, there's an issue. Is this somebody you really want to hire to endorse your products or service? No, probably not. You want to look into why. Why? What is going on in the public to make these Q scores drop like that?”

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Quote

“As I mentioned, my analysis looked at the snapshot of time and it shows that he was harmed, you know, from before the allegations of abuse in to after the op-ed in 2018.”

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Redirect Redirect Examination of Doug Bania Doug Bania Rebecca Lecaroz 3 7
Summary

Lecaroz rehabilitates Bania on two cross points: his opinion that the op-ed negatively impacted Depp's image and the rationale for his three-point Q score methodology.

Highlights (3)

Day 21

Direct Direct Examination of Doug Bania (Recall) Doug Bania Rebecca Lecaroz 4 63
Summary

Recalled expert Doug Bania rebuts Schnell's Twitter analysis and Arnold's comparable-actor claims, concluding neither proved the Waldman statements caused economic harm to Heard.

Highlights (4)
Cross Cross Examination of Doug Bania Doug Bania Adam Nadelhaft 4 73
Summary

Nadelhaft challenges Bania's exact-phrase search methodology, Q score timing inconsistencies, and narrow assignment scope on rebuttal to Schnell and Arnold.

Highlights (4)
Quote

“Yeah, so I used them in quotes because, you know, hoax could be used in many other contexts, so I wanted to make sure I was fitting my search with the theme of the Waldman statements.”

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Quote

“The July spike, which is number 2, is not related to the Waldman statements, and there are articles related to abuse between Heard and Depp and feces found in Depp's bed.”

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Evidence From Their Proceedings (14)

Documents Unclear

Bania Deposition Transcript

Bania deposition transcript, including March 21, 2022 pages 74, 83, and 113, and page 177 lines 6–10 on Momoa Q score timing.

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Documents Excluded

Plaintiff's 1296 Q Score Comparison Chart

Plaintiff's Trial Exhibit 1296 — a demonstrative Q score comparison chart using winter 2019 data, showing Amber Heard alongside Jason Momoa, Gal Gadot, Zendaya, Ana de Armas, and…

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Documents Excluded

Bania Google Trends Chart 2004–2020 (Demonstrative A)

Google Trends chart spanning 2004 to 2020, with seventeen labeled spikes of public interest in Johnny Depp and redlines marking May 2016 and December 18, 2018.

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Documents Excluded

Bania Hashtag Spike Analysis Chart (Plaintiff's 1294)

A demonstrative chart derived from Schnell's own demonstrative, showing the six largest negative hashtag volume spikes with Waldman statement dates marked alongside them.

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Documents Excluded

Bania Monthly Hashtag Distribution Chart (Plaintiff's 1293)

A demonstrative summary chart prepared by Doug Bania showing Schnell's Twitter hashtag data by month from January 2018 to June 2021, displaying percentage distribution across…

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Documents Excluded

Bania Q Score Overlay on Google Trends (Demonstrative C)

Q score data overlaid on the Google Trends chart, showing positive and negative Q scores at three time points: pre-2016, post-2016, and post-op-ed.

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Documents Excluded

Bania Social Media Follower Comparison Chart (Plaintiff's 1297)

A demonstrative social media follower comparison chart using pre-Waldman data retrieved via the Wayback Machine, covering Instagram, Twitter, and Facebook counts for Heard and…

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Documents Excluded

Bania Tweet Content Analysis Chart (Plaintiff's 1295)

A demonstrative showing Bania's content analysis of 1.2 million post-April-2020 tweets searched for key Waldman statement phrases, yielding 95 unique tweets and ultimately five…

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Plaintiff's 1236 (Demonstrative B) — Example historical Google search result screenshot showing t

Example historical Google search result screenshot showing the search interface with date-restricted results for spike point O (November 2004)

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Documents Unclear

Plaintiff's 1294 — Hashtag Spike Timeline Chart

Plaintiff's Trial Exhibit 1294 — a hashtag spike timeline chart numbered 1 through 6.

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Documents Unclear

Plaintiff's 1297 — Instagram Follower Count Demonstrative

Plaintiff's Trial Exhibit 1297 — a demonstrative showing Instagram follower counts for Heard and comparables including Ana de Armas.

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Documents Excluded

Plaintiff's 888 p.76 — Bania Expert Designation (excluded)

Plaintiff's Exhibit 888, page 76 — Bania's expert designation document listing search result headlines 6A through 6N.

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Documents Admitted

PX-1236 Google Trends Demonstrative

Plaintiff's Exhibit 1236, a Google Trends demonstrative published to the jury during direct examination.

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Documents Admitted

PX-889 Q Score Chart (Winter 2012–Summer 2021)

Plaintiff's Exhibit 889 at page 117 — a Q score chart compiled from Dr. Allen Jacobs's data covering winter 2012 through summer 2021, admitted as a demonstrative over a foundation…

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