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Martin Huber Profile
Martin Huber

@CausalHuber

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Professor of Applied Econometrics and Policy Evaluation at @ses_unifr @unifr - causal analysis, statistics, econometrics, machine learning...and telemarking

Fribourg/Freiburg
Joined September 2019
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@CausalHuber
Martin Huber
8 days
😀🔥 Registration is open for our 5th #Fribourg #WinterSchool in #DataAnalytics & #MachineLearning , Feb 3-14, 2025, in hybrid format at @ses_unifr @unifr and online. Courses on machine/deep learning & #CausalAnalysis using #Python , #RStats , #Julia , #Knime :
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@CausalHuber
Martin Huber
1 year
Exciting news! 🎉📚 Today (August 1st) marks the official release of my book #CausalAnalysis , available now in bookstores worldwide: #EconTwitter #EpiTwitter #StatsTwitter #CausalTwitter @mitpress
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@CausalHuber
Martin Huber
2 years
Exciting news concerning my textbook " #CausalAnalysis : #ImpactEvaluation and #CausalMachineLearning with Applications in R ( #RStats ). I've just submitted the final corrections to the publisher @mitpress 😊The book will be available in summer 2023, including a free online version.
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@CausalHuber
Martin Huber
1 year
📊📚 The R code for the empirical examples in my newly released book #CausalAnalysis is now accessible through this link: #RStats #EconTwitter #EpiTwitter #StatsTwitter #CausalTwitter
@CausalHuber
Martin Huber
1 year
Exciting news! 🎉📚 Today (August 1st) marks the official release of my book #CausalAnalysis , available now in bookstores worldwide: #EconTwitter #EpiTwitter #StatsTwitter #CausalTwitter @mitpress
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@CausalHuber
Martin Huber
1 year
🎉My family and I have just received the first copy of my book, Causal Analysis. It's officially released by @mitpress on August 1st! 📚 #BookRelease #CausalAnalysis #Econtwitter #Epitwitter #CausalTwitter #DataScience
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@CausalHuber
Martin Huber
3 years
#EconTwitter check out the 1st draft of my book #CausalAnalysis , covering methods of #CausalInference / #PolicyEvaluation (also trends like #CausalMachineLearning ) and including practical examples in R ( #RStats ) - here's the link: #EpiTwitter #CausalTwitter
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@CausalHuber
Martin Huber
9 months
🔥 Exciting news about my book #CausalAnalysis ! A free online version is now available, thanks to @mitpress for making this possible! Here's the link to the open access version: #EconTwitter #CausalTwitter #Statstwitter #Epitwitter
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@CausalHuber
Martin Huber
5 months
News concerning my book #CausalAnalysis (): The R and Python code along with the datasets in CSV format for the empirical examples featured in the book are now also available on the Harvard Dataverse repository: #Rstats #Econtwitter
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@CausalHuber
Martin Huber
2 years
Exciting news! My book " #CausalAnalysis : Impact Evaluation and #CausalMachineLearning with Applications in R" will be published by @mitpress on August 1st: #EconTwitter #EpiTwitter #CausalTwitter #StatsTwitter #RStats #DataScience
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@CausalHuber
Martin Huber
2 years
Delighted to announce that @mitpress is going to publish my book " #CausalAnalysis : Impact evaluation and #CausalMachineLearning with applications in #RStats ". 😃 #EconTwitter #EpiTwitter #CausalTwitter Special thanks to @causalinf and @InstEconomist for their support and advice!
@CausalHuber
Martin Huber
3 years
#EconTwitter check out the 1st draft of my book #CausalAnalysis , covering methods of #CausalInference / #PolicyEvaluation (also trends like #CausalMachineLearning ) and including practical examples in R ( #RStats ) - here's the link: #EpiTwitter #CausalTwitter
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@CausalHuber
Martin Huber
2 years
Here is the table of contents of my textbook #CausalAnalysis published by @mitpress in 2023. It covers a range of different #CausalInference methods, including "hot topics" like (causal) #MachineLearning , spillover effects (due to interference), and sensitivity analyses #RStats
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@CausalHuber
Martin Huber
2 years
Exciting news concerning my textbook " #CausalAnalysis : #ImpactEvaluation and #CausalMachineLearning with Applications in R ( #RStats ). I've just submitted the final corrections to the publisher @mitpress 😊The book will be available in summer 2023, including a free online version.
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@CausalHuber
Martin Huber
5 months
🔥 #EconTwitter Check out my new paper on #DifferenceinDifferences , exploring the testability of the common trend assumption in panel data without requiring multiple pre-treatment periods for placebo tests: #CausalInference #StatsTwitter #Econometrics
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@CausalHuber
Martin Huber
11 months
Our working paper on #MachineLearning for staggered #DifferenceInDifferences is out! Our method explores effect heterogeneity under staggered treatment adoption and is applied to assess the effect of Brazil's Family Health Program on infant mortality:
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@CausalHuber
Martin Huber
1 year
🔥Only 10 days left until the release of my book #CausalAnalysis . I'm very happy to see that it's currently Amazon's #1 new release in "Business Mathematics" and #2 new release in "Econometrics and Statistics". #EconTwitter #EpiTwitter #CausalTwitter #StatsTwitter
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@CausalHuber
Martin Huber
1 year
If you got lost in the jungle of recent developments in #causalanalysis based on difference-in-differences, you should get this (free) book (work in progress) by @CdeChaisemartin and Xavier D'Haultfœuille: 👍😀
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@CausalHuber
Martin Huber
2 years
Are identifying assumptions for #CausalAnalysis and #PolicyEvaluation always untestable? My new working paper shows that under certain conditions, identifying assumptions (like unconfoundedness) can actually be tested in data: #Epitwitter #Econtwitter
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@CausalHuber
Martin Huber
2 years
#CausalInfernce is spreading across all parts of society 😀 The target group of this book 👇by Vasil Yasenov are...toddlers (and probably other non-statisticians with an interest in cause and effects). You can't start too early with learning about #causality 😉
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@CausalHuber
Martin Huber
7 months
😀 Just learned that my book #CausalAnalysis is a finalist for the "Association of American Publishers Awards for Professional and Scholarly Excellence" (PROSE Awards) in the category "Computing and Information Sciences":
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@CausalHuber
Martin Huber
10 months
Exciting update on my book #CausalAnalysis : Now, many empirical examples initially available for the software R ( #Rstats ) are also provided as #Python code! Download them for free from the following website: #Econtwitter #Causaltwitter #Epitwitter
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@CausalHuber
Martin Huber
4 months
A very interesting & shocking diff-in-diff-based #CausalAnalysis finds that @Nestle 's infant formula market entrance in lower-income countries substantially increased infant mortality by more than 20% (!!) among those using unclean water: #CausalTwitter
@WilsonMKing
Wilson King
4 months
Stumbled on a staggering result: Starting in the 1960s, @Nestle aggressively marketed baby formula > breastfeeding in LMICs. Formula was often mixed with unclean water The result: increased infant mortality and *212,000* excess deaths per annum by 1981
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@CausalHuber
Martin Huber
3 years
@causalinf @nickchk #EconTwitter , after a round of revision, I am stepping back into the ring😃Here's the (downloadable) 2nd draft of my book #CausalAnalysis (including #CausalMachineLearning ): Thanks to all who sent comments on the previous draft! #Rstats
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@CausalHuber
Martin Huber
2 years
The range of high-quality textbooks on quantitative methods keeps growing and growing! Two new books on #statistics and #econometrics by @BruceEHansen 👇👍
@BruceEHansen
Bruce Hansen
2 years
If you are teaching grad econometrics in the spring, consider using Econometrics. #EconTwitter
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@CausalHuber
Martin Huber
3 months
My survey on causal discovery (learning causality in a system of variables in a data-driven manner) is now available on ArXiv, as pointed out by @CavaliereGiu :
@CavaliereGiu
Giuseppe Cavaliere
3 months
Hi #EconTwitter ! 📊 Interested in causal inference? Check out this brand new survey by @CausalHuber on "causal discovery" — where data-driven methods are used to find causal relationships between many variables. 📚 Don't miss out — very interesting stuff! ⭐️ Link:
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@CausalHuber
Martin Huber
3 months
🔥Our new working paper (joint with @TotaroApfel , @HatamyarJ , and J. Kück) proposes a data-driven method for identifying (sets of) variables that satisfy either selection-on-observables or instrumental variables assumptions in causal models: #EconTwitter
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@CausalHuber
Martin Huber
7 months
Excited to announce that I'll be teaching an online course on #CausalAnalysis using instrumental variables (with examples in #rstats ) at @gesistraining on Oct 29th & 30th 2024. For more details and to register online, visit: #EconTwitter #CausalTwitter
@gesistraining
GESIS Training
7 months
*Treatment Evaluation Based on Instrumental Variables* by @CausalHuber 🗓️ 29. - 30.10.2024 🏢 Online 🌐
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@CausalHuber
Martin Huber
2 years
We are back...at the legendary Ski and #Labor #Economics Seminar (SKILS)! This time in #Lenzerheide #Switzerland #EconSki
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@CausalHuber
Martin Huber
3 months
😀Check out my new data repository on "Impact Evaluation in Firms and Organizations," featuring datasets and #RStats / #Python code for business use cases in impact evaluation (eg, assessing the sales impact of marketing interventions): #DataScience
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@CausalHuber
Martin Huber
7 months
Delighted to present our paper (with J. Kueck) "Testing the identification of causal effects in observational data" in the online econometrics seminar at @BrownUniversity today. Excited to engage with faculty members such as @jondr44 and @instrumenthull .
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@CausalHuber
Martin Huber
3 years
#LaborEconomics on skis: several European labor economists and @metrics52 from @MITEcon in #Engelberg ( #Switzerland ) - here some impressions from the winter wonderland👇 #EconSki
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@CausalHuber
Martin Huber
1 year
In social sciences, #CausalAnalysis mostly focuses on evaluating a treatment, as seen in . #CausalDiscovery (prominent in #computerscience ) aims to learn causality within an entire system of variables - here's a gentle introduction:
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@CausalHuber
Martin Huber
4 years
Check out our latest publication on #causalmediation (joint with @SchelkerMark and @schluwie03 ), in which we adapt the changes-in-changes approach of @Susan_Athey and @guido_imbens to evaluating #causalmechanisms : #causaltwitter #EconTwitter #statstwitter
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@CausalHuber
Martin Huber
5 months
Join the giants of #CausalAnalysis at the Causal #AI conference - online or in person:
@ccaballeroh10
Christian Caballero
5 months
Prof. @yudapearl leading the speakers session in this year's Causal AI conference along with Guido Imbens! Are you attending in person, Prof. @yudapearl ?
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@CausalHuber
Martin Huber
9 months
Back at the legendary ski and labor economics seminar (SKILS) in #Lenzerheide #Switzerland with @ChristinaFelfe @rlalive @metrics52 @a_steinmayr @EbmerWinter and many other skiing labor economists #EconSki #EconTwitter
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@CausalHuber
Martin Huber
2 years
🔥Update of our paper Testing the identification of causal effects in observational data (joint with J Kück), providing a #MachineLearning test for the joint satisfaction of selection-on-observables & IV validity, which is sufficient for identification:
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@CausalHuber
Martin Huber
4 years
Our new publication (joint with Y. Hsu, Y. Lee, L. Lettry) on #causalmediation analysis for continuous treatments (disentangling direct and indirect causal effects). Code available in the causalweight package for R. #econtwitter #RStats #causalinference
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@CausalHuber
Martin Huber
1 year
🔥Finally published in the #Econometrics Journal: Our paper (joint work with Christian Dahl and @GioMellace ) on the instrument-based evaluation of local average treatment effects in the presence of defiers (non-monotonicity):
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@CausalHuber
Martin Huber
11 months
We've updated our paper on estimating local average treatment effects (LATE) using multiple instruments when only some of them are valid. Our method detects the valid instruments (under certain conditions) & allows exploring LATE heterogeneity #EconTwitter
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@CausalHuber
Martin Huber
1 year
News about my recently published book #CausalAnalysis 📖 Visit our website for all things related to the book: R examples, typo fixes, and a bonus chapter on causal discovery (not in the book): #DataScience #BookRelease #EconTwitter #CausalTwitter #RStats
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@CausalHuber
Martin Huber
2 years
At the ski and research seminar of our econ department in #Grimentz ⛷️😀 #EconSki
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@CausalHuber
Martin Huber
3 years
Check out this survey on state-of-the-art methods for #causalinference and #policyevaluation , which includes (in contrast to most other surveys) a discussion on #spillover and interference effects: #CausalTwitter #EconTwitter #EpiTwitter
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@CausalHuber
Martin Huber
2 years
Special thanks go to @causalinf and @InstEconomist for their great support in the process of finding a publisher, @mitpress for publishing the book, and to the following colleagues who took the time to read the pdf draft version and made very valuable comments:
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@CausalHuber
Martin Huber
3 years
The "godfathers" of #causalinference in #economics , who triggered and fueled the so-called "credibility revolution" (finding and isolating random variation in data to credibly assess causal effects), receive their well-deserved prize. Congratulations!!! #DataScience
@NobelPrize
The Nobel Prize
3 years
BREAKING NEWS: The 2021 Sveriges Riksbank Prize in Economic Sciences in Memory of Alfred Nobel has been awarded with one half to David Card and the other half jointly to Joshua D. Angrist and Guido W. Imbens. #NobelPrize
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@CausalHuber
Martin Huber
3 years
🔥 job alert 🔥open Ph.D. position in #econometrics , #MachineLearning , and #causalinference at @ses_unifr - please apply until Dec 10th (or share the tweet): #EconTwitter #CausalTwitter #StatsTwitter
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@CausalHuber
Martin Huber
2 years
Two strands of research on #Causal #AI & #CausalMachineLearning are: learning control variables when evaluating a predefined treatment; learning general causal structures, e.g. which treatments affect an outcome. Finally, the two strands are converging:
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@CausalHuber
Martin Huber
10 months
🔥Our study (joint with M Bia & L Lafférs) on treatment evaluation under sample selection (when a nonrandom subset of outcomes is unobserved) using double #MachineLearning has been published in the Journal of Business & Economic Statistics: #EconTwitter
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@CausalHuber
Martin Huber
3 months
🚀 Check out our new working paper (joint with @EconKevin & @lukaslaffers ) on testing the identification of causal effects in mediation & dynamic treatment models in observational data, with an application to Slovak labor market data: #EconTwitter
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@CausalHuber
Martin Huber
3 years
More than 60 participants at the #Fribourg #WinterSchool in #DataAnalytics and #MachineLearning 😃Most of them online, but several participants taking courses in presence at @ses_unifr @unifr . Watch out for the next winter school in Feb 2023! #Econtwitter
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@CausalHuber
Martin Huber
2 years
Interested in #CausalAnalysis and #MachineLearning ? Join @guido_imbens , @SVansteelandt , and me for the workshop on Machine Learning in Program Evaluation organized by @LISER_LM , June 20-21 in Belval, #Luxembourg : #EconTwitter #CausalTwitter #EpiTwitter
@LISER_LM
LISER's Labour Market department
2 years
🚨 Call for papers: Workshop on ‘Machine Learning in Program Evaluation, High-dimensionality and Visualization Techniques’ June 20-21, 2023 in Belval, Luxembourg Keynote speakers: G. Imbens ( @guido_imbens ), M. Huber ( @CausalHuber ), S. Vansteelandt ( @SVansteelandt ) 1/2
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@CausalHuber
Martin Huber
2 years
Presenting work on causal #machinelearning and #policyevaluation this morning at the #VfS_conference2022 in beautiful #Basel 😀
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@CausalHuber
Martin Huber
3 years
🔥Wanna assess causal mechanisms while controlling for covariates in a data-driven way? Our paper on #mediationanalysis with #causalmachinelearning (with H Farbmacher @lukaslaffers H Langen M Spindler) just got published in the Econometrics Journal #EctJ :
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@CausalHuber
Martin Huber
8 months
🔥Our paper (joint with H Bodory, L Camponovo, @MichaelLechner8 ) on nonparametric bootstrap methods for propensity score matching (with a fixed number of matches) has been published in Statistics & Probability Letters: #Econtwitter #Causaltwitter
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@CausalHuber
Martin Huber
2 years
#Economics has moved from a largely theory-driven discipline to one that is (also) largely based on empirical evidence. #CausalInference methods play a key role in this development. And more to come through the ongoing integration of #AI & #MachineLearning into #CausalAnalysis .
@DinaPomeranz
Dina D. Pomeranz 🟣
2 years
How economics has changed through the decades since the 1950s, as seen in the paper titles of the economics journals AER, JPE and QJE. Paper by @hugomoises and Brice: Ht @DurRobert
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@CausalHuber
Martin Huber
6 months
Very happy to deliver a short course on optimal policy learning based on #causalmachinelearning in the Workshops for #Ukraine series
@d_mykhailyshyna
Dariia Mykhailyshyna
6 months
On May 16th we will have a workshop on Optimal policy learning based on causal machine learning in R by @CausalHuber . More info: Please share! #RStats #EconTwitter #AcademicTwitter
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@CausalHuber
Martin Huber
5 years
With @pietrobiroli from @econ_uzh and Steven Stillman from @unibz_news at the SKILS (Ski and Labor Seminar) 2020 in #Engelberg . Fantastic applied #laboreconomics conference and great skiing! #EconSki
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@CausalHuber
Martin Huber
1 year
Attending the #MachineLearning in #ProgramEvaluation Conference at @LISERinLUX , which has started today with a great lecture on causal methods by Nobel laureate @guido_imbens
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@CausalHuber
Martin Huber
4 years
Our publication (joint with H Fricke, M Frölich, @MichaelLechner8 ) on #causalinference under treatment endogeneity and non-response bias based on #instrumentalvariables - code available in the causalweight package for R: #Econtwitter #rstats
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@CausalHuber
Martin Huber
1 year
🔥Working paper on estimating direct & indirect quantile treatment effects using double #MachineLearning : assessing #CausalMechanisms across ranks of the outcome distribution, e.g. different wage quantiles, while controlling for high-dimensional covariates:
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@CausalHuber
Martin Huber
3 years
🔥job alert🔥: Ph.D. position in #causalinference , #econometrics , and #machinelearning (German and English). Doktorandenstelle in den Bereichen #Kausalanalyse , #Ökonometrie und #maschinellesLernen :
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@CausalHuber
Martin Huber
3 months
🔥I have just released a brief, selective survey on use cases of causal machine learning in marketing. It is open access and available here: #DataScience #MachineLearning #Causality #ImpactEvaluation
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@CausalHuber
Martin Huber
8 months
Excited to teach "Predictive and Causal Machine Learning in #RStats " at the #Fribourg Winter School in Data Analytics and Machine Learning! Happy to see a great turnout, both in-person and online. 😊 #DataAnalytics #MachineLearning @ses_unifr @unifr
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@CausalHuber
Martin Huber
2 years
Wanna see all #causalinference methods you can think of merged into a single research design? Here we go 👇
@KhoaVuUmn
Khoa Vu
2 years
🚨 New working paper🚨 Been working on this for a while, so I'm really excited to share this. I propose a new estimator combining the strength of existing research designs, along w/ a Stata command. This is still very much in developing stage so feedback is welcome!
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@CausalHuber
Martin Huber
1 year
The 4th #Fribourg Winter School in #DataAnalytics & #MachineLearning is happening from Feb 5-16 2024, at @ses_unifr @unifr ! Register here for our hybrid courses (live/online) in machine/deep learning & #CausalAnalysis using #Python , #RStats , #Julia , #Knime :
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@CausalHuber
Martin Huber
1 year
🔥Registration is now open for our 4th #Fribourg Winter School in #DataAnalytics and #MachineLearning (5-16 Feb 2024)! Join us for training on machine/deep learning and #CausalAnalysis using programming languages like #Python , #RStats , #Julia , and #Knime :
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@CausalHuber
Martin Huber
1 year
Had the wonderful opportunity to visit @IFAU_SE in Sweden this week and deliver a course on #CausalMachineLearning , along with a research talk. Thank you very much @adrianadermon and the entire @IFAU_SE for hosting me in the charming city of #Uppsala -it was great to meet you!
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@CausalHuber
Martin Huber
2 years
Happy holidays from the Tyrolean Alps! #EconSki #Venet #Landeck #Tirol
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@CausalHuber
Martin Huber
2 years
In beautiful #T übingen for giving a talk on #causalinference in the economics seminar of @uni_tue - thanks a lot, Martin Biewen and colleagues for hosting me 😀...and more to come in tomorrow's talk by @MichaelLechner8 in the management seminar 😉 #datascience
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@CausalHuber
Martin Huber
9 months
This is great - thanks a lot @AleksanderMolak for adapting the #Python code of my book #CausalAnalysis to #Jupyter notebook! 👍😃
@AleksanderMolak
Aleksander Molak {'url': 'CausalPython.io'}
9 months
I adapted the code of chapter 3 of @CausalHuber 's book to Jupyter notebook to make it more accessible for the Python community. I introduced some minor improvements and added some visuals. You can check it here:
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@CausalHuber
Martin Huber
3 years
Ever wondered whether difference-in-differences estimation "works" for a multivalued/continuous (rather than binary) treatment, as e.g. the intensity of public good provision (such as childcare)? This paper discusses the required assumptions:
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@CausalHuber
Martin Huber
3 years
Hiking in the #Pirin mountains close to #Bansko , #Bulgaria
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@CausalHuber
Martin Huber
3 years
The 2nd #WinterSchool in #DataAnalytics and #MachineLearning is coming up in hybrid format (online or in #Fribourg ) Feb 7-18 2022. Get trained in quantitative methods for #prediction and #CausalAnalysis using #Knime , #RStats , and #Python - register here:
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@CausalHuber
Martin Huber
1 year
@LuigiBiagini @yudapearl @causalinf Strictly speaking neither necessary nor sufficient. Confounding may imply a correlation that is not causal. And a non-monotonic causal relation may imply a zero correlation (even though this is a special case)
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@CausalHuber
Martin Huber
3 years
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@CausalHuber
Martin Huber
9 months
Join us for our Winter School in #DataAnalytics and #MachineLearning , Feb 5-16 2024 at @ses_unifr in a hybrid format. Courses in machine/deep learning & #CausalAnalysis using #Python , #RStats , #Julia , #Knime , and stunning landscapes nearby! Register now:
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@CausalHuber
Martin Huber
3 years
An R package containing example data sets for #causalinference from various textbooks: #RStats #CausalTwitter #policyevaluation
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@CausalHuber
Martin Huber
2 years
Honored that our article on #CausalMediationAnalysis based on double #MachineLearning made it into the Editors' Choice at the Econometrics Journal #EctJ 😀
@JaapAbbring
Jaap Abbring 🪐 @jaapabbring.bsky.social
2 years
Read for free #EctJ 's May 2022 Editors' Choice of lead article on causal mediation analysis with double machine learning by @CausalHuber , @lukaslaffers , @MartinSpindler5 , and their Twitter-free coauthors
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@CausalHuber
Martin Huber
6 months
Join us for our Master program in #DataAnalytics & #Economics at @ses_unifr @unifr , the first in Switzerland to integrate data analytics & AI with the economics of firms & markets, tailored to meet the demands of digitisation.
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@CausalHuber
Martin Huber
3 years
#Econtwitter : Our @EJ_RES publication (joint with @HerzHolger , T Maillard-Bjedov, S Tyahlo) on differential time preferences and present bias across language groups; investigating French- and German-speaking pupils in the bilingual town of #Murten / #Morat , #Fribourg , #Switzerland
@EJ_RES
The Economic Journal
3 years
Recently accepted by EJ: "Time Preferences across Language Groups: Evidence on Intertemporal Choices from the Swiss Language Border" Holger Herz, Martin Huber, Tjaša Maillard-Bjedov & Svitlana Tyahlo
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@CausalHuber
Martin Huber
4 years
#EconTwitter , just a little update concerning the "Fribourg Winter School in Data Analytics and Machine Learning" (Feb 8-19 2021) in #statistics , #machinelearning , and #causalinference : It will also be possible to attend online via "Teams".
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@CausalHuber
Martin Huber
3 years
Hiking around the 7 Rila Lakes in #Bulgaria
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@CausalHuber
Martin Huber
2 years
Just typed "Write a paper on instrumental variable regression consisting of 6000 words" into #OpenAI and this is what I got in a few minutes. Thinking about which journal I should submit it to...probably a lower-ranked one. Does the "Journal of AI-generated papers" already exist?
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