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causalinf's profile
scott cunningham
scott cunningham
scott cunningham
@causalinf

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scott cunningham

@causalinf

Economist studying crime, mental health, sex work. Wrote “Causal Inference: The Mixtape” http://scunning.com/cunningham_mixtape.pdf …

Waco, Texas
scunning.com
Joined October 2011

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    scott cunningham‏ @causalinf Jun 25

    Gelman comments on a boundary problem with RDD. https://statmodeling.stat.columbia.edu/2019/06/25/another-regression-discontinuity-disaster-and-what-can-we-learn-from-it/ …pic.twitter.com/bpb9cVDBT3

    6:57 AM - 25 Jun 2019
    • 32 Retweets
    • 147 Likes
    • Henrique Mota Ricardo Estrada David Traub-Werner James de Vrij Michael Chirico Enrica Croda Kevin Foster Jonathan Ketcham Matt Bogard
    13 replies 32 retweets 147 likes
      1. New conversation
      2. Mike Makowsky‏ @mikemakowsky Jun 25
        Replying to @causalinf

        I'm not seeing a lot of discussion of their implied theoretical framework behind the RDD: the idea that union vote shares are random around majority thresholds. These are not public elections and I have significant doubts that 51% and 49% are random relative to their outcome vars

        1 reply 0 retweets 6 likes
      3. scott cunningham‏ @causalinf Jun 25
        Replying to @mikemakowsky

        Not to be "that guy", but technically you don't need randomization around the cutoff for identification. You need only continuity which is a weaker assumption. Not sure that actually matters to your critique, though...

        2 replies 0 retweets 4 likes
      4. Mike Makowsky‏ @mikemakowsky Jun 25
        Replying to @causalinf

        You're right, though I can't help but think that that "random" and "continuous" around the cutoff are nearly synonymous in this context. Framed either way, it implies a threat to the ID strategy.

        1 reply 0 retweets 2 likes
      5. scott cunningham‏ @causalinf Jun 25
        Replying to @mikemakowsky

        You’re not the only one; I’m just anal retentive about the identifying assumptions.

        1 reply 0 retweets 1 like
      6. Mike Makowsky‏ @mikemakowsky Jun 25
        Replying to @causalinf

        Nothing wrong with precise language. For instance, I precisely consider you an economics treasure 😗

        1 reply 0 retweets 1 like
      7. scott cunningham‏ @causalinf Jun 25
        Replying to @mikemakowsky

        Lol. You have to say “literally”

        1 reply 0 retweets 1 like
      8. Mike Makowsky‏ @mikemakowsky Jun 25
        Replying to @causalinf

        There's nothing literal to any discussion that suggests my being precise.

        1 reply 0 retweets 1 like
      9. Ben Solow‏ @blsolow Jun 25
        Replying to @mikemakowsky @causalinf

        Brigham Frandsen has a paper discussing whether union vote shares are non-random and (if not) what we can learn anyways

        0 replies 0 retweets 3 likes
      10. End of conversation
      1. New conversation
      2. Josh McCrain‏ @joshmccrain Jun 25
        Replying to @causalinf

        admittedly not an expert in this, but isn't this why you test multiple bandwidths and different LOESS plotting near the cutoff?

        1 reply 0 retweets 7 likes
      3. scott cunningham‏ @causalinf Jun 25
        Replying to @joshmccrain

        Not sure. @benconomics , @jasonmlindo , @KiraboJackson what’s your thoughts about Gelman on this?

        5 replies 0 retweets 0 likes
      4. Jason Lindo‏ @jasonmlindo Jun 25
        Replying to @causalinf @joshmccrain and

        I'm guessing (hoping) there is more to the analysis. Obviously bad if significant estimates are driven by obs at the boundary of the bwidth. Good argument for using triangular weights and bwidth sensitivity analysis.

        2 replies 0 retweets 2 likes
      5. Joshua Goodman‏ @JoshuaSGoodman Jun 25
        Replying to @jasonmlindo @causalinf and

        The authors do exactly that in Tables 4 and 5. The results are decently robust to those choices, though the magnitude is somewhat sensitive to bandwidth (unsurprisingly given curvature of data). Authors' only big mistake was using the quadratic graph as main exhibit.

        2 replies 0 retweets 16 likes
      6. Joshua Goodman‏ @JoshuaSGoodman Jun 25
        Replying to @JoshuaSGoodman @jasonmlindo and

        My takeaway from these robustness checks is that this paper moves my priors toward its central claim, but that there's still decent uncertainty about that claim. Begs for follow-up work from other contexts, countries, etc.

        1 reply 0 retweets 5 likes
      7. Tyler Ransom‏ @tyleransom Jun 26
        Replying to @JoshuaSGoodman @jasonmlindo and

        Tyler Ransom Retweeted C. Kirabo Jackson

        Related to Josh's point about graphical presentation:https://twitter.com/KiraboJackson/status/1074062192037847040?s=20 …

        Tyler Ransom added,

        C. Kirabo Jackson @KiraboJackson
        Hey RDDers, it turns out that it is very difficult to see an effect visually that is significant at the 5 percent level. Perhaps we should stop using RD plots to make statistical inference..... I made a gif (based on simulated data) to illustrate this point. pic.twitter.com/6l3rUhlLg0
        Show this thread
        1 reply 0 retweets 3 likes
      8. Tyler Ransom‏ @tyleransom Jun 26
        Replying to @tyleransom @JoshuaSGoodman and

        Also @JoshuaSGoodman sorry for calling you "Josh"; it was early in the morning.

        1 reply 0 retweets 3 likes
      9. Joshua Goodman‏ @JoshuaSGoodman Jun 26
        Replying to @tyleransom @jasonmlindo and

        Nearly everyone calls me Josh, regardless of the time of day, so no need to apologize!

        1 reply 0 retweets 2 likes
      10. 3 more replies
      1. New conversation
      2. Rick McAlexander‏ @The_RickMc Jun 25
        Replying to @causalinf

        Isn't this what the rdselect package in R is supposed to fix? Data-driven plots?

        2 replies 0 retweets 4 likes
      3. Jonathan Hersh‏ @DogmaticPrior Jun 25
        Replying to @The_RickMc @causalinf

        Economists derisively refer to approaches like this as "data mining", but curious bandwidth selection as being "theory driven". Also economists avoid R for some reason.

        1 reply 0 retweets 2 likes
      4. Spencer Palmer‏ @palmer94g Jun 25
        Replying to @DogmaticPrior @The_RickMc @causalinf

        I'm convinced it's tradition and nothing more.

        2 replies 0 retweets 1 like
      5. Klint Kanopka‏ @KlintKanopka Jun 25
        Replying to @palmer94g @DogmaticPrior and

        I think tradition is part of it, but Stata is just so purpose-built for panel data, if that's what you spend the bulk of your time working with, I'm not sure there's an incentive to value the flexibility of R.

        1 reply 0 retweets 1 like
      6. Jonathan Hersh‏ @DogmaticPrior Jun 25
        Replying to @KlintKanopka @palmer94g and

        Coming from a programming background, economists defending *only* using Stata strikes me as weird. I'm not claiming R strictly dominates Stata, but for specific uses yea you should be using R. Or Python, or Matlab, or whatever.

        3 replies 0 retweets 2 likes
      7. scott cunningham‏ @causalinf Jun 25
        Replying to @DogmaticPrior @KlintKanopka and

        My defense is I'm too busy to learn R, so instead I learn a little bit for a project that needs it (like a recent paper that used -gsynth- [an R package] for matrix completion). But even then, for my book, I'm going to hire someone to make a Stata version to accompany the R.

        2 replies 0 retweets 2 likes
      8. Jonathan Hersh‏ @DogmaticPrior Jun 25
        Replying to @causalinf @KlintKanopka and

        Scott I really have to apologize. I took a perfectly good thread and made it a Stata versus R rant. Delete my account, I know.

        1 reply 0 retweets 5 likes
      9. scott cunningham‏ @causalinf Jun 25
        Replying to @DogmaticPrior @KlintKanopka and

        I accept all deviations within threads for the same reason that I love footnotes.

        0 replies 0 retweets 1 like
      10. End of conversation

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