Causal Inference & ML | Head of Causal Inference Research Lab @spotifyresearch & Honorary Associate Professor @ucl | Ex @CompSciOxford & @Perimeter
London, England
Joined May 2017
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Causal inference can have a huge impact in healthcare, drug discovery, & beyond - if used correctly. Check out my latest for
@newscientist , featuring discussions with @eliasbareinboim, @Susan_Athey, @suchisaria, @KiraRadinsky, @yudapearl, @AdrianRaftery1 newscientist.com/article/mg2…
🚨 Job alert 🚨
The #causalinference lab @SpotifyResearch is hiring a research scientist! Come help us push the state-of-the-art in causal machine learning to reshape Spotify’s existing products, develop new ones, and improve decision-making at scale. 👉lifeatspotify.com/jobs/resea…
🚨 Internship alert🚨
The #causalinference research lab @SpotifyResearch is hiring research scientist interns! Come help us push the state-of-the-art in causal machine learning and craft tools to improve actionable decision making. Apply at: jobs.lever.co/spotify/98a105…
Ciarán Gilligan-Lee retweeted
Meet the 2024 #AIAwardsIrl Winners 🏆
2024 #AI Person of the Year @quantumciaran celebrates @Spotify's advancements in leveraging #data, emphasizing improved decision-making by uncovering #causal insights to drive impactful, trustworthy outcomes beyond mere correlations
Honoured to have been named AI Person of the Year at the 2024 AI Awards Ireland @AIAwardsIrl for our work in Causal ML @SpotifyResearch
Congratulations to Head of Causal Inference Research Lab at @SpotifyUK Ciaran Gilligan-Lee (@quantumciaran) who takes home the AI Person of the Year award Sponsored by @DubTechSummit
#AIAwardsIrl #AIIreland #artificialintelligence #leadership
Next week I’ll be chatting to @AleksanderMolak for a live episode of the Causal Bandits podcast. Tune in if you’re interested in hearing about some of these topics👇
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I'm excited to chat to @AleksanderMolak on the #CausalBanditsPodcast about all things causal inference and ML during this years Causal Data Science meeting.
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Really looking forward to speaking at the #causal AI conference at The Royal Society later in September. I’ll be overviewing some of the latest research from the causal ML lab at @SpotifyResearch.
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I had a lovely time chatting about all things causal inference on the @AIAwardsIrl podcast. Check it out if you're interested in learning about the problems the Causal Machine Learning research lab @SpotifyResearch is currently tackling 👇
In today's #AIIreland podcast, @SpotifyUK's Ciarán Gilligan-Lee discusses how the #Spotify team uses #causalinference for better recommendations, navigating causal factors in user #streaming behaviors & much more
🎧Listen now🔽🔽
tinyurl.com/5xacjrzf
#artificialintelligence
Excited to present recent work from the Causal ML lab @SpotifyResearch, about estimating long-term effects when only short-run experiments are available (work joint w/ @notoriousgvg @lucasmaystre), at the first @nabe_econ Tech Economics Seminar this week.
The first #Tech #Economics Seminar in this summer's NABE members-only series is this Thursday, June 20 at 12 PM EDT - "Using Short-Term Metrics to Study Long-Term Outcomes" with @quantumciaran, @nathankallus & @Wayfair's Colin Gray as moderator. Sign up for the full series now!⤵️
Looking forward to speaking at the #CONSEQUENCES2024 workshop @ACMRecSys later this year! I’ll be sharing some of the latest causality research from @SpotifyResearch.
Exciting update: we can share our first Invited Speaker... 🥁
It's Ciarán Gilligan-Lee: Head of the Causal Inference Research Lab at @Spotify! We're already looking forward to his talk at #RecSys2024. Join us!
@quantumciaran sites.google.com/view/conseq…
🚨 Internship alert 🚨
The causal inference lab
@SpotifyResearch
is hiring research scientist interns! Come help us push the state-of-the-art in causal machine learning and craft tools to improve actionable decision making. Apply at: lifeatspotify.com/jobs/2024-…
Thrilled to be named a finalist in @AIAwardsIrl “AI Person of the Year” award for my @SpotifyResearch work on Causal ML! Read more about the award here 👉 aiireland.ie/2023/11/01/ai-p…
Back underway in our 2023 #AIAwardsIrl finalist announcement as we reveal the #AI Person of the Year nominees. Congrats to all the finalists!
Finalists are:
@quantumciaran, @SpotifyUK
Conrad Bernath, @tproworld
Luca Longo, @WeAreTUDublin
Dr Maria Aretoulaki, @globallogicUK_I
Check out the latest blog post from the causal inference lab @SpotifyResearch for a write up of our recent @NatMachIntell paper combining ML & Twin Networks to answer counterfactual queries from the top layer of @yudapearl's causal hierarchy. research.atspotify.com/2023/…
If you want to perform sensitivity analysis of synthetic control models, check out our latest @SpotifyResearch paper👇 It also formulates synthetic controls in @yudapearl's structural causal model framework.
#EconTwitter: Worried that the no unobserved heterogeneity assumption in #syntheticcontrols is too strong and untestable? Impressive paper addressing this issue and using Pearl’s structural causal models research.atspotify.com/2023/…
Counterfactual reasoning is vital for decision-making. Our @NatMachIntell paper on counterfactual inference & ML from @SpotifyResearch has been covered in this great @techreview article by @strwbilly. Check out this thread🧵 for an overview👇 surl.li/gfpqg
Thanks to great collaborators @vlontzos & @BernhardKainz1 for all their hard work on this paper.
Link to @NatMachIntell paper: surl.li/gfppw
Link to @techreview article: surl.li/gfpqg
9/9
Realised that the links to the paper and the MIT Tech Review article aren’t working.
Here’s the link to the Tech Rev article: technologyreview.com/2023/04…
Here’s the link to the paper: nature.com/articles/s42256-0…
The #causal inference lab at @SpotifyResearch has two papers at #CLeaR2023 @CLeaR_2022 this year. Check out this thread 🧵 for links to our blog posts outlining the work 👇
The first one is about estimating long-term causal effects from short-term experiments and long-term observational data when unobserved confounding is present. It's joint work with @notoriousgvg and @lucasmaystre. Check out the blog for the details! research.atspotify.com/2023/…
The next is about non-parametric identifiability of synthetic controls in @yudapearl's structural causal model framework, which we use to provide general sensitivity analysis. It's joint work w/ @jakobzeitler & @vlontzos. Check out the details in our blog! research.atspotify.com/2023/…