A map of real gdp growth in the EU
EU GDP is up 1.4% since last year, but growth is spread unevenly
Fastest: Ireland (17.1%, artifact of US pharma activity), Cyprus (3.6%), Bulgaria (3.5%), Croatia (3.4%), & Poland (3.2%)
Slowest: Luxembourg (-.4%), Finland (-.3%), Germany (-.2%), Austria (-.1%), & Hungary (.1%)
09.09.2025 12:46 โ ๐ 189 ๐ 30 ๐ฌ 9 ๐ 6
The paper proposes some of an aggregated DAG. They show that it works for backdoor adjustment. The question is whether the proposed aggregated DAG can also be used to assess independences needed for front-door.
24.08.2025 16:03 โ ๐ 1 ๐ 0 ๐ฌ 0 ๐ 0
Thanks. Interesting. On a first look, it doesn't discuss SWIGs nor front-door. Both seem relevant in the context?
24.08.2025 14:04 โ ๐ 0 ๐ 0 ๐ฌ 1 ๐ 0
๐กA new paper by Elias Bareinboim and Drago Plecko underscores the intractability of ignorability assumptions commonly invoked in the potential outcomes framework, explains why structural causal modelsโexplicitly grounded in well-defined causal mechanismsโare far easier to interpret. 1/2
24.08.2025 13:19 โ ๐ 32 ๐ 3 ๐ฌ 1 ๐ 1
Stretching DuckDB w/ Common Crawl, ~1.7B rows, ~300 parquet files. ~2-3s for single-column aggregations, ~2-3 mins to SUMMARIZE the data, peaking at ~12-14GB memory usage. Not exactly real-time, but the fact you can do this on a laptop with no server setups or Spark pipelines is still amazing.
15.08.2025 03:10 โ ๐ 44 ๐ 9 ๐ฌ 1 ๐ 1
Donald Trump thinks heโs winning on trade, but America will lose
The harm from tariffs will be lasting and deep
Donald Trumpโs trade policy will be hard to dislodge. Its beneficiaries will be well-organised; its victims may not even realise why they are poorer than they could have been
08.08.2025 18:10 โ ๐ 341 ๐ 118 ๐ฌ 14 ๐ 4
This baseline context has to be defined by an ominous expert. Similarly, all results of the analysis will be taken into account by the expert to identify further actions.
OR
Causal inference is challenging.
07.08.2025 20:50 โ ๐ 1 ๐ 0 ๐ฌ 0 ๐ 0
@lshtm.bsky.social and colleagues:
Any reports of Ascaris exhibiting self-replicating behavior within hostโ adult worms residing in sites like throat, nasal cavity, or tear ducts, and depositing eggs in these warm, humid microenvironments?
#Ascariasis #Parasitology #Helminths #TropicalMedicine
07.08.2025 13:07 โ ๐ 0 ๐ 0 ๐ฌ 1 ๐ 0
To the dismay of dozens of countries, the American president has returned to the madness of Liberation Day. These charts show the damage they will have to endure econ.st/4lez3Fv
04.08.2025 22:00 โ ๐ 29 ๐ 9 ๐ฌ 11 ๐ 0
Ten indicators of whatโs going on with Americaโs economy
Trumponomics has begun to hit Americaโs growth
Donald Trumpโs agenda has been consumed by his chaotic tariffs, a war on the civil service and attacks on the Fed. The dangers of his approach are starting to percolate into the economic data, as these charts illustrate
02.08.2025 18:20 โ ๐ 48 ๐ 25 ๐ฌ 7 ๐ 3
Sorry guys, I know you don't like it, but every time you talk to a statistician, you realize how useless traditional stats is at conveying any idea about causal inference.
31.07.2025 08:23 โ ๐ 34 ๐ 1 ๐ฌ 3 ๐ 2
Now we are waiting for "mixed effects models in ... for causal inference"?
Would be great ๐
27.07.2025 17:22 โ ๐ 2 ๐ 0 ๐ฌ 0 ๐ 0
Pinheiro and Bates 'Mixed-Effects Models in S and S-Plus', Springer, 2000. Yellow cover.
Ok so this Pinheiro and Bates book - physical copy on my shelf having survived multiple international moves and downsizings - has been my bible on mixed effects models. But it's 25 years old, is there a modern (#rstats) equivalent i should upgrade to?
26.07.2025 22:16 โ ๐ 23 ๐ 8 ๐ฌ 5 ๐ 1
๐ Data update: We've just updated to the 2025 release of the OECD Government at a Glance dataset.
It has general government spending data up to 2024 and spending by function data up to 2023.
This update was led on our team by @parriagadap.bsky.social.
22.07.2025 16:48 โ ๐ 41 ๐ 12 ๐ฌ 2 ๐ 3
Point us to the text book explaining statistical methods to make causal conclusions based on all available knowledge on a topic.
11.07.2025 20:05 โ ๐ 0 ๐ 0 ๐ฌ 0 ๐ 0
Heatwaves can overheat cables and stress power generationโ๏ธ
In fact, the recent heatwave in Europe may have impacted up to 15% of Franceโs nuclear capacity, as 17 out of 18 French nuclear facilities experienced capacity reductions ๐ซ๐ท
https://loom.ly/0KDPRPY
06.07.2025 07:02 โ ๐ 12 ๐ 5 ๐ฌ 0 ๐ 4
Organ clocks for post-menopausal women taking estrogen or not taking estrogen
New organ clock data support the anti-aging benefits of estrogen for postmenopausal women. Reviewed here in context with previous and other recent reports.
erictopol.substack.com/p/new-anti-a...
05.07.2025 17:09 โ ๐ 286 ๐ 57 ๐ฌ 17 ๐ 4
T cell therapies are reshaping cancer treatment. Success may depend on boosting self-renewing, stem-like T cells. This insight also offers new strategies for treating autoimmune diseases by targeting harmful T cell regenerationโฆSimple summary
03.07.2025 14:32 โ ๐ 2 ๐ 1 ๐ฌ 0 ๐ 0
The Economist is hiring a Senior Editorial Analyst
Our Audience team is recruiting a specialist to assess the engagement around our journalism and drive data-modelling and statistical projects
Weโre looking for someone who can analyse the performance of our journalism and translate complex data into clear, jargon-free insights that support editorial decision-making. Apply by July 13th
29.06.2025 17:21 โ ๐ 17 ๐ 7 ๐ฌ 3 ๐ 1
has anyone written a nice review or summary of Bayesian approaches to causal inference? most of what I'm aware of is focused on frequentist approaches, or implicitly frequentist (caring about bias, ignoring variance); and methods which may not translate easily to the Bayes world (e.g. weighting)
28.06.2025 07:12 โ ๐ 42 ๐ 8 ๐ฌ 13 ๐ 1
A causal diagram. Z points to A which points to Y. There is a U that points to both A and Y. So A has unmeasured confounding, but Z is a valid instrument for A on Y
It's a musical #MEstimatorMonday (25/52) since we will focus on *instrumental* variables (IV)
IV analysis is nice because we can get around unmeasured confounding (at the cost of a more easily interpretable parameter)
24.06.2025 00:39 โ ๐ 10 ๐ 1 ๐ฌ 1 ๐ 0
we're living through one of the greatest technological revolutions in the history of mankind and it's not AI
23.06.2025 04:17 โ ๐ 6906 ๐ 2015 ๐ฌ 48 ๐ 24
Cool. Good news.
14.06.2025 18:34 โ ๐ 0 ๐ 0 ๐ฌ 0 ๐ 0
Thanks for the information. Wondering whether there exist similar definitions outside of the US?
12.06.2025 20:54 โ ๐ 0 ๐ 0 ๐ฌ 0 ๐ 0
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