🚨Working paper update!🚨
🧵Post-#GDPR, website use of tech vendors fell 15% but relative concentration increased 17%.

"Privacy & market concentration: Intended & unintended consequences of the GDPR” w/ Scott Shriver & @samgarvingold
ssrn.com/abstract=34776…
(Image: Digiday) 1/14
Privacy and competition top today’s policy agenda particularly in tech. Google & Facebook capture 56% of global digital ad spend. They also face regulatory scrutiny on both sides of the Atlantic on both counts.
But, could #privacy policy actually reduce #competition? 2/
How? Large firms could have more resources to comply with the law or leverage firm recognition to better obtain consumer consent.
New: If privacy law pushes firms to limit data vendors, firms may favor retaining large vendor that offer better products (or compliance). 3/
We study tech vendors used by 27K top sites over 2018. We identify site-vendor ties by vendor's 3rd party domain interactions (e.g. cookies) when visiting the site.

Examples: google-analytics.com -> Google Analytics
demdex.net -> Adobe Audience Manager 4/
Sites reduce vendor use 15% on average *one week* post-GDPR.
But, vendor use returns to pre-GDPR levels by end of 2018. Why?
1) Site beliefs about chance of enforcement fall (no enforcement in this sector in 2018)
2) Innovation: site vendor use has increased for decades. 5/
We rule out alternative explanations.
Vendor use does not fall because sites block EU users, consent management systems interfere with our data collection, or vendors exit.
Bounce-back is not just sites adding back same vendors. End of 2018 does not reflect compliance. 6/
So, we focus on 1 week post- vs pre-GDPR comparison where #GDPR effect is largest.
Breaking vendors by purpose, we see that each category falls but "privacy compliance” vendors (makes sense). Note: EU regulators single out #adtech and this category falls the most: 24.1%. 7/
So, do large vendors get a bigger share of the smaller pie?
- Overall, relative concentration (HHI) in web tech rises 17% 1 week post-#GDPR.
- So does top 4 web tech categories (94% of data): #adtech HHI rises 25%
- But, some niche categories are exceptions. 8/
Why? 1st, we see more concentration among vendors that likely use personal data, which the #GDPR targets. So, the pool of online personal data shrinks & becomes more concentrated in hands of large vendor. If this data creates value, this could further entrench large vendors. 9/
2nd, The #GDPR’s consent requirement may push sites to work fewer vendors & large, recognizable vendors. But, increase in concentration is about the same for sites that do/don’t get consent. This makes sense: sites bury vendor list under “more options.” 10/
3rd, without Google & Facebook, relative concentration actually *falls* post-#GDPR.
This does not imply Big 2 are bad:
-Their *absolute* shares of sites falls post-GDPR
-Sites may favor large vendors because they have better products or better compliance (good things). 11/
We model sites choice of vendors as an economic decision. Sites with 0% to 20% traffic from EU cut vendors most: they have little to gain from monetizing few EU users, but lots to lose from GDPR's 4% fine on *global* revenue.
So, sites with more EU users cut vendors less!🤯 12/
We also examined the role of enforcement beliefs. Sites in countries with stricter data regulators (think: Germany & Sweden) return to pre-#GDPR vendor levels by Dec. `18, but sites in laxer countries (think: Bulgaria & Greece) do so by the end of July `18! 13/
IN SUM, *this does not imply* GDPR or privacy policy are bad.
But understanding #GDPR's consequences can improve policy.
Intended: less web vendor use & data sharing
Unintended: 1) more market concentration
2) sites with most EU visitors reduce vendors the least
(Image: Vox) END

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More from @garjoh_canuck

21 Oct 20
Today, I spoke at the W3C improving web advertising business group about the economics of digital ad identity. Thread🧵 on some takeaways on the future of digital ads. 1/
Cross-site identity (via cookies) allows for behavioral targeting. Importantly, identity allows for less sexy but *critical* functions like ad frequency capping, ad effectiveness measurement & attribution—all at scale. 2/
What is the value of cookies? In the status quo, most studies and data agree that cookies create value: ads get 50-70% less revenue without cookies. 3/
Read 8 tweets
21 Apr 20
🔥👿🔥 New working paper alert! 🔥👿🔥
"Inferno: A guide to field experiments in online display advertising"
ssrn.com/abstract=35813…

THREAD: This guide reviews challenges & solutions from a decade of research.
#marketingacad #econtwitter #fieldexperiments Image
“Abandon all hope, ye who enter here” - Dante’s Inferno👿
Online display ad experiments are hell. They are also a proving ground for field experimenters, & have much to teach us. The guide is organized into the nine 9 circles of 🔥hell🔥 as applied to #displayad #fieldexperiments Image
🔥Circle 1🔥 Display ad effects are so small🤏 that observational methods fail🤦‍♀️. Ad effects explain so little variation in ad outcomes, that they get swamped🌊 by unobserved confounds. Like Dante entering the inferno👿, we resign ourselves to the necessity of experiments.😭😭 Image
Read 11 tweets
12 Nov 19
The @guardian featured an opinion piece about how the #GDPR is failing to protect privacy.
The piece serves as an unintentional object lesson of the same. THREAD 1/
theguardian.com/commentisfree/…
Here is the excerpt where the author decries prevailing opt-out practices alongside the Guardian’s consent menu doing the same.
Note: The @ICOnews states that this menu is not #GDPR compliant (“NO" should be as easy as "YES"). 2/
When I VPN as a French user The Guardian interacts with 42 third party domains (listed below) and loads 122 third party cookies.
Note: All this arises without my opt-in consent. 3/
Read 7 tweets
30 Oct 19
🚨New working paper alert!🚨
THREAD: Post-#GDPR, website use of web tech vendors falls 15% but relative concentration increases 17%.

"Privacy & market concentration: Intended & unintended consequences of the GDPR” w/ Scott Shriver
ssrn.com/abstract=34776…
(Image: Digiday) 1/ Image
Privacy and competition top today’s policy agenda—particularly in web tech which relies on permissive privacy practices and where big companies like Google & Facebook have large market share.

But, could #privacy policy actually reduce #competition ? 2/ Image
How? Large firms could have more resources to comply with the law or leverage firm recognition to better obtain consumer consent. We add that potential B2B partners could favor large firms if 1) they offer a superior product; or 2) they better comply with the law. 3/
Read 14 tweets
28 Aug 19
Google just released a more details about the study showing *publisher revenue* falls 52% without a cookie. They run an experiment disabling cookies for a random sample of users on Google Ad Manager's top 500 publishers in terms of programmatic revenue. 1/
services.google.com/fh/files/misc/…
Now, we see that results vary by publisher (below). While the average publisher’s revenue falls by 52%, the median is 64%. Very few publishers see a loss less than 20% while a large number experience losses exceeding 70% (!). 2/
Despite precise aggregate estimates (95% CI <1%), the individual site estimates are statistically imprecise for smaller sites. Focusing on the top 200 sites reveals less dispersion. Now, only a 1 of 200 sites loses less than 10% of revenue. 3/
Read 5 tweets
26 Aug 19
Does behavioral targeting create value? Now, we have 5 academic & industry (grey) studies that quantify how much value is lost without cookies. The loss estimates are: 65%, >66%, 52%, 4%, & 52%. I summarize the studies below. Image
View the literature review slide & more related literature here: docs.google.com/presentation/d…
A new image with some small updates since some are using this elsewhere. Image
Read 4 tweets

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