Opens profile photo
Follow
Click to Follow paraga
Parag Agrawal
@paraga
device following
@vintweeta
San Francisco, CAJoined April 2008
1,368 Following
630.8K Followers

Parag Agrawal’s Tweets

Parag Agrawal Retweeted
Community Notes
@CommunityNotes
Context on Tweets — by the people, for the people — is coming to everyone in the US. It’s open, transparent, and we’ve consistently seen notes be found helpful and informative even by people who often disagree.
Quote Tweet
Community Notes
@CommunityNotes
Here’s a short video about Birdwatch! A video description is available here: twitter.github.io/birdwatch/vide
Embedded video
0:53
367.8K views
155
755
Show this thread
Parag Agrawal Retweeted
Amir Shevat
@ashevat
Today we launched a new custom Timeline experiment - just one of the many things we’re working on over at
@TwitterDev
🚀 There is a lot of potential for the developer community to build features like this in the future, and we are just getting started. Congrats to the team!🌹
Image
110
571
Parag Agrawal Retweeted
Bret Taylor
@btaylor
The Twitter Board is committed to closing the transaction on the price and terms agreed upon with Mr. Musk and plans to pursue legal action to enforce the merger agreement. We are confident we will prevail in the Delaware Court of Chancery.
5,873
31.4K
Parag Agrawal
@paraga
Hey
@lionheart1759
— thanks for sharing your inspiring journey with the world on Twitter, and with our
@TwitterGhana
team. Love to see it #LondonToLagos
Quote Tweet
Meistermind
@mistameister
Since 19th April, @lionheart1759 has been riding from #LondontoLagos on a campaign to end Polio.He’s shared daily updates of his journey on Twitter. Myself, @OluwamayowaTJ & @nnekachile of #TwitterGhana office had the privilege to meet him on his arrival in GH. #TwitterForGood
Image
Image
Image
127
1,588
Parag Agrawal
@paraga
There are LOTS of details that are very important underneath this high-level description. We shared an overview of the estimation process with Elon a week ago and look forward to continuing the conversation with him, and all of you.
328
2,099
Show this thread
Parag Agrawal
@paraga
Unfortunately, we don’t believe that this specific estimation can be performed externally, given the critical need to use both public and private information (which we can’t share). Externally, it’s not even possible to know which accounts are counted as mDAUs on any given day.
1,039
3,761
Show this thread
Parag Agrawal
@paraga
Our actual internal estimates for the last four quarters were all well under 5% – based on the methodology outlined above. The error margins on our estimates give us confidence in our public statements each quarter.
157
2,001
Show this thread
Parag Agrawal
@paraga
The use of private data is particularly important to avoid misclassifying users who are actually real. FirstnameBunchOfNumbers with no profile pic and odd tweets might seem like a bot or spam to you, but behind the scenes we often see multiple indicators that it’s a real person.
172
2,540
Show this thread
Parag Agrawal
@paraga
Each human review is based on Twitter rules that define spam and platform manipulation, and uses both public and private data (eg, IP address, phone number, geolocation, client/browser signatures, what the account does when it’s active…) to make a determination on each account.
240
3,185
Show this thread
Parag Agrawal
@paraga
Our estimate is based on multiple human reviews (in replicate) of thousands of accounts, that are sampled at random, consistently over time, from *accounts we count as mDAUs*. We do this every quarter, and we have been doing this for many years.
65
2,130
Show this thread
Parag Agrawal
@paraga
Now, we know we aren’t perfect at catching spam. And so this is why, after all the spam removal I talked about above, we know some still slips through. We measure this internally. And every quarter, we have estimated that <5% of reported mDAU for the quarter are spam accounts.
95
2,215
Show this thread
Parag Agrawal
@paraga
Our team updates our systems and rules constantly to remove as much spam as possible, without inadvertently suspending real people or adding unnecessary friction for real people when they use Twitter: none of us want to solve a captcha every time we use Twitter.
108
2,532
Show this thread
Parag Agrawal
@paraga
The hard challenge is that many accounts which look fake superficially – are actually real people. And some of the spam accounts which are actually the most dangerous – and cause the most harm to our users – can look totally legitimate on the surface.
152
3,208
Show this thread
Parag Agrawal
@paraga
We suspend over half a million spam accounts every day, usually before any of you even see them on Twitter. We also lock millions of accounts each week that we suspect may be spam – if they can’t pass human verification challenges (captchas, phone verification, etc).
293
3,814
Show this thread
Parag Agrawal
@paraga
Some final context: fighting spam is incredibly *dynamic*. The adversaries, their goals, and tactics evolve constantly – often in response to our work! You can’t build a set of rules to detect spam today, and hope they will still work tomorrow. They will not.
86
3,065
Show this thread
Parag Agrawal
@paraga
Next, spam isn’t just ‘binary’ (human / not human). The most advanced spam campaigns use combinations of coordinated humans + automation. They also compromise real accounts, and then use them to advance their campaign. So – they are sophisticated and hard to catch.
148
3,310
Show this thread
Parag Agrawal
@paraga
First, let me state the obvious: spam harms the experience for real people on Twitter, and therefore can harm our business. As such, we are strongly incentivized to detect and remove as much spam as we possibly can, every single day. Anyone who suggests otherwise is just wrong.
346
3,899
Show this thread
Parag Agrawal
@paraga
Finally – so much gratitude for our whole Twitter team. They have stood strong and focused, sharp and agile. They've been doing the work, as they always have. Onward.
166
3,350
Show this thread
Parag Agrawal
@paraga
I will also try to bring more transparency to the work that we do. You won’t see tweets from me on the ‘topic of the day’ or the loudest sound bite, but rather on the ongoing, continuous, and challenging work our teams are doing to improve the public conversation on Twitter.
289
3,148
Show this thread
Parag Agrawal
@paraga
So what can you expect from me going forward? I’m still focused on doing the job, and that includes making hard decisions as needed. I will continue to embrace the deep complexities of our service and our business. And you can expect more change for the better.
71
2,677
Show this thread
Parag Agrawal
@paraga
People have also asked: why manage costs now vs after close? Our industry is in a very challenging macro environment – right now. I won’t use the deal as an excuse to avoid making important decisions for the health of the company, nor will any leader at Twitter.
36
2,836
Show this thread