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george berry, kate martin fan Profile
george berry, kate martin fan

@george_berry

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MGP Democrat. OLS aficionado. sociology fan. lofi jazz lover. card collector. he/him

jersey
Joined June 2011
Don't wanna be here? Send us removal request.
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@george_berry
george berry, kate martin fan
5 days
now the bracket gets hard 😬
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@george_berry
george berry, kate martin fan
6 months
propensity score matching is like
@ElectionLegal
Pericles 'Perry' Abbasi
6 months
They both served one term in Congress in their 30s before deciding not to seek re-election
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@george_berry
george berry, kate martin fan
3 years
I get asked for stats/causal inference book recs a lot. Here are some I find useful.
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@george_berry
george berry, kate martin fan
2 years
doing machine learning engineering by reading the wikipedia page for ordinary least squares again
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@george_berry
george berry, kate martin fan
5 years
A really good rule of learning to program is: go where the best community is. Tools can improve. Frameworks can get rewritten to be faster. Communities are difficult to change.
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@george_berry
george berry, kate martin fan
1 month
i got a phd and loved it. my time doing work-that-would-be-published-in-good-journals-but-at-a-company-so-it's-not-published has changed my mind on a lot of things in academia. (thread)
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@george_berry
george berry, kate martin fan
3 years
As for what's next: I'm really excited to be joining @reddit (after a bit of a break) as a data scientist focused on experimentation.
@george_berry
george berry, kate martin fan
3 years
Today is my last day working in Dem politics (for the moment, at least!). It's been a great 18 months, I've learned tons of stuff—both technical stuff (high level of rigor!) and about US politics.
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@george_berry
george berry, kate martin fan
3 years
I’m getting a lot of q’s about being a “computational social scientist” in industry/tech working as a DS or ML eng. Here are a few thoughts in case they’re helpful for anyone
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@george_berry
george berry, kate martin fan
5 years
I wrote a short and hopefully understandable intro to causal inference. I hope it'll be useful for infosci folks in particular. PDF: GitHub:
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@george_berry
george berry, kate martin fan
3 years
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@george_berry
george berry, kate martin fan
1 year
kind of a subjective and personal question
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@george_berry
george berry, kate martin fan
3 years
brms is a staggering achievement
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@george_berry
george berry, kate martin fan
1 month
second, data is more important than models. you can't model your way out of bad data. endless "checks" by nitpicking reviewers are rarely worth the time. economics papers that are 60 and 70 pages on a single like 1500 observation dataset... i just shake my head lol.
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@george_berry
george berry, kate martin fan
1 year
lol
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@george_berry
george berry, kate martin fan
4 years
Are you studying social relationships online? Are you using predictions for node attributes? 👇You may want to check out our new preprint👇
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@george_berry
george berry, kate martin fan
7 years
@evansiegfried My perception could be wrong, but I do not think millennials are clamoring for less generous healthcare and lower corporate taxes.
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@george_berry
george berry, kate martin fan
5 years
TIL you can work with graphs in the tidyverse using tidygraph. It's wild. g %>% activate(nodes) %>% 🤯 g %>% activate(edges) %>% 🤯 GitHub:
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@george_berry
george berry, kate martin fan
1 month
first off, i think studies are less authoritative than i used to. single studies almost never settle things. i wish academics would optimize more for quantity than "quality". but not quantity of re-analyzing the same datasets over and over.
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@george_berry
george berry, kate martin fan
4 years
I can't get over this graph
@AmihaiGlazer
Amihai Glazer
4 years
States where physicians are highly paid have lower Covid-19 mortality per capita.
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@george_berry
george berry, kate martin fan
4 years
All of these attempts to monitor students for cheating make me think: why do we care so much about what students know without any reference material. That’s... not how life is. All the fun problems are ones where you have like 20 tabs open and you’re still scratching your head.
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@george_berry
george berry, kate martin fan
4 years
lol are you sure about this?
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@george_berry
george berry, kate martin fan
4 months
it is difficult for people to understand how wealthy the US is. we have big problems with deep poverty, but we also have a *lot* of people doing well.
@besttrousers
Matt Darling 🌐🏗️
4 months
"63% of Americans do not have $500 in the bank to pay for an emergency healthcare bill." This is inaccurate. Median household net worth is $192k, including $8k in checking accounts.
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@george_berry
george berry, kate martin fan
1 month
third, so many questions are irrelevant in academic studies. the laser focus on "novelty" often overcomes what's important. sure, people have studied age voting gaps a ton. but that's because they are really important! there's still more to say. pile on!
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@george_berry
george berry, kate martin fan
1 year
i learned a new pattern in R, this is the modern tidyverse way to do regressions on subgroups library(tidyverse) library(broom) df %>% nest(dat=-grouping_col) %>% mutate( fit=map(dat, ~lm(y~x, data=.), tidied=map(fit, tidy) ) %>% unnest(tidied)
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@george_berry
george berry, kate martin fan
6 years
I read “The New Geography of Jobs” by Enrico Moretti after seeing @Noahpinion recommend it. Rather than just giving it effusive praise, here are three things if changed my mind about, and three beliefs it reinforced.
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@george_berry
george berry, kate martin fan
2 months
i sort of feel like this is true! the Serious Economists did the recovery after 08 and it sucked and now we have Meme Economists who are doing a better job lol.
@jdcmedlock
James Medlock
2 months
The academic economists had their chance. Now we have a non-economist as fed chair and posters as economic advisors
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@george_berry
george berry, kate martin fan
1 year
judea pearl's work is a towering intellectual achievement wrapped in petty academic turf wars
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@george_berry
george berry, kate martin fan
1 year
one widely applicable lesson from FTX: you can - get good grades - have everyone tell you you're smart - do things which publicly indicate intelligence - convince yourself you're smarter than other people and still be really bad at your job
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@george_berry
george berry, kate martin fan
7 years
@evansiegfried Just speaking from my experience, the healthcare/tax reform plans would prob make my life worse, and would certainly hurt many of my friends
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@george_berry
george berry, kate martin fan
1 month
i see a ton of academics for example insisting the democrats should do X, and it's almost always wrong for reasons obvious to practitioners. living inside a set of constraints makes those constraints visible, and they are often invisible to outsiders (even smart outsiders!)
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@george_berry
george berry, kate martin fan
1 month
i guess my final thought is that i hope for tigher academia/practitioner integration. academics can do long timeline stuff that industry people really can't, and that's their competitive advantage. but that also means feedback loops are slow.
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@george_berry
george berry, kate martin fan
1 month
fourth, there's just a lot of puzzlement in the social sciences about what to do with evidence from outside academia. i think the right answer is that we should default to thinking whatever practitioners in a competitive field are doing is well thought out.
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@george_berry
george berry, kate martin fan
5 years
I won an #icwsm2019 Best Reviewer award and I’m unreasonably happy
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@george_berry
george berry, kate martin fan
3 years
I can’t believe my most liked tweet of all time is a picture of stats books. What a strange website this is.
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@george_berry
george berry, kate martin fan
3 years
Happy our new paper is out, "Estimating Homophily in Social Networks Using Dyadic Predictions" We address the question: when we use classifiers to estimate network measures, what properties does the classifier have to satisfy?
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@george_berry
george berry, kate martin fan
5 years
I just realized @mmolinamaydl and @ProfFilizGarip 's paper "Machine Learning for Sociology" is on @socarxiv : If you're a sociologist who wants to know what all the fuss is about, check it out, it's a really good intro.
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@george_berry
george berry, kate martin fan
5 years
I guess I should make this Twitter official, I switched jobs from Twitter to Civis. I was sad to leave some great colleagues at Twitter, but excited for new challenges.
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@george_berry
george berry, kate martin fan
4 years
they sent me my phd diploma so that's cool 🎓
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@george_berry
george berry, kate martin fan
8 months
you really lack compassion and empathy for cash-strapped people if you think a 3-5% reduction of rent doesn't matter
@JakeAnbinder
Jake Anbinder
8 months
YIMBYism has been successful enough that the criticism is apparently now "yeah but it doesn't lower rents 25%"
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@george_berry
george berry, kate martin fan
1 year
@JoePostingg it's actually true, cars and healthcare are the top two i think
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@george_berry
george berry, kate martin fan
4 months
it's probably not great that i'm a phd sociologist who has worked on misinfo and @Sander_vdLinden 's debate with nate silver convinced me to be much more skeptical of misinfo research
@NateSilver538
Nate Silver
4 months
The consensus of the US government and the scientific community is now that COVID origins are highly uncertain. Lab origin was incorrectly dismissed as misinformation and often as a conspiracy. Misinformation researchers would have more credibility if they acknowledged the error.
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@george_berry
george berry, kate martin fan
5 years
Life update: I quit my job. I’m thankful I got to work alongside so many great people. I’m also really excited about having some time to finish up collaborations and think carefully about next steps.
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@george_berry
george berry, kate martin fan
1 year
one reason i am not bullish on GOP reforming from the inside is that they don't seem to understand why they lost the midterms
@daveweigel
David Weigel
1 year
Ted Cruz on one of the reasons Democrats did better than expected: "They went hard left, they energized their base, they governed as left-wing lunatics, and their base showed up in big numbers."
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@george_berry
george berry, kate martin fan
1 month
in general academics can "steal" fast feedback loops by working with those in faster/competitive environments. thanks for coming to my ted talk
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@george_berry
george berry, kate martin fan
3 years
my year in review: i built bayesian models which helped get joe biden elected while trying to avoid a literal pandemic
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@george_berry
george berry, kate martin fan
3 years
folks if you are predicting things in networks, and then analyzing those predictions, please read our paper here for some pitfalls to avoid
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@george_berry
george berry, kate martin fan
5 years
Are you getting a PhD? Want to spend a summer working on hard problems with smart people? You should apply to intern on the Computational Social Science team at @facebook .
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@george_berry
george berry, kate martin fan
4 years
folks it has happened after nine years of programming i have finally used recursion
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@george_berry
george berry, kate martin fan
4 years
Well, it finally happened. I burnt out at work. Got next week off to rest, which is nice. I want to reflect a big on burnout in a fast paced DS environment.
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@george_berry
george berry, kate martin fan
6 months
one of my strong political beliefs is that if you advocate for X and X happens and you don't reward the party that delivered X with praise and votes, that party will pay less attention to you in the future and you will get less of X
@george_berry
george berry, kate martin fan
6 months
look at those gains for low income people!
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@george_berry
george berry, kate martin fan
3 years
paper conditional accept 🥲🥲🥲
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@george_berry
george berry, kate martin fan
3 years
feels like it was a good choice to spend my last year trying to get dems elected
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@george_berry
george berry, kate martin fan
1 year
it took me a long time (> 10 years) to realize it, but rhetoric like this is positively correlated with the status quo, and is often against increasing human welfare. i think the two places we see it most are housing and climate.
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@george_berry
george berry, kate martin fan
4 years
I'm just a humble sociologist, but it seems to me that most news outlets are not adequately conveying the the scale of the coronavirus mismanagement in the US. Very open to pushback on this. But this is my current perception.
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@george_berry
george berry, kate martin fan
7 years
@evansiegfried What does the party's rhetoric/platform offer millennials and minorities, though? Surely the policy has to be appealing to recruit.
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@george_berry
george berry, kate martin fan
6 years
Representing #dota2 heroes in two dimensions - @opendota for match data - @PyTorch for neural network embedding - ggplot2 + ggrepel for viz
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@george_berry
george berry, kate martin fan
5 years
Today, I got a paper rejected. That's OK! I learned a lot of stuff writing it and the reviewers had sensible comments. Looking forward to revising & improving it.
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@george_berry
george berry, kate martin fan
4 years
I should just wake up every day and tweet "Pandas indexes are a terrible design choice"
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@george_berry
george berry, kate martin fan
3 years
Hey social science folks, cool open job at Reddit as a DS focused on communities and moderation. Job is looking for people with experience. Happy to answer q’s if you’ve got em.
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@george_berry
george berry, kate martin fan
6 years
Im *so* happy our paper “The Opacity Problem in Social Contagion” is out in Social Networks! Big point: contagion processes hand us data with error. I’d recommend you read it if you study social contagion (for real).
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@george_berry
george berry, kate martin fan
3 years
Having a beer and thinking about random effects models AMA
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@george_berry
george berry, kate martin fan
5 years
I have thoughts about this (a thread). @cristobalyoung5 is largely correct. The hype around ML is out of line with its usefulness for sociology. On the other hand, ML has two advantages that haven't been fully incorporated into sociology yet. 1/
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@george_berry
george berry, kate martin fan
5 years
I learned so much at #ICWSM2019 ! Here are 10 papers I thought were interesting (in no particular order).
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@george_berry
george berry, kate martin fan
3 years
My last year working with people with extremely deep domain knowledge (but without PhDs) has convinced me that there's really a lot to be learned from listening to practitioners This is not a sentiment I have encountered frequently in academic social science circles
@NateSilver538
Nate Silver
3 years
TBH it's kind of astonishing you think that I (an econ grad, btw) wouldn't know that. And part of an annoying pattern of academics underestimating the knowledge of non-academics. Matt brought it up recently in the context of COVID and I thought it was appropriate to refer to him.
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@george_berry
george berry, kate martin fan
1 year
@NateSilver538 If you start with something it’s not supposed to answer, it will keep not answering. But if you re-ask in a different way you can get actual answers.
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@george_berry
george berry, kate martin fan
5 years
A very weird thing about contemporary American life is 1) the unflinching exhortation to work 2) the genuine desire of most people to work 3) the large incentives to classify work as “non-work” or “not real work”
@uchicagogsu
UChicago GSU - UE⚡
5 years
While this new policy increases the amount of guaranteed funding for certain cohorts in these divisions, it also caps total enrollment in individual programs and redefines graduate lectureships and TAships as “mentored teaching experiences.”
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@george_berry
george berry, kate martin fan
1 month
(i'm generalizing here for sure, there is a ton of good work in academia! but i also eyeroll a lot these days.)
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@george_berry
george berry, kate martin fan
3 years
Today is my last day working in Dem politics (for the moment, at least!). It's been a great 18 months, I've learned tons of stuff—both technical stuff (high level of rigor!) and about US politics.
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@george_berry
george berry, kate martin fan
5 years
Walking around NYC I’m just struck by how wildly inefficient cars are. - Huge amount of space needed to transport small numbers of people, both in terms of roads and parking - Discourage pedestrians and cyclists from using the same space - Dangerous - High carbon emissions
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@george_berry
george berry, kate martin fan
4 years
Pretty insane that people expect me to understand this code I wrote
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@george_berry
george berry, kate martin fan
1 year
every time i procrastinate the thing i'm avoiding takes like 7 minutes
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@george_berry
george berry, kate martin fan
3 years
I also think Hernán and Robins is useful
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@george_berry
george berry, kate martin fan
5 years
I’m an industry researcher with a sociological background. It’s wildly helpful. The weird thing is a lot of companies don’t know they need sociologists (but they do).
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@george_berry
george berry, kate martin fan
4 years
it's just shocking how much easier i find it to read through code implementing statistical methods compared to the traditional math notation of the methods am i the only one like this?
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@george_berry
george berry, kate martin fan
3 years
made my first shiny app today
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@george_berry
george berry, kate martin fan
5 years
Programming in the tidyverse just got a lot more readable
@coolbutuseless
mikefc
5 years
Exciting #rlang changes are coming in v0.4 Using {{}} for quasiquotation/interpolation looks like a quantum leap in readability (and teachability). #rstats
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@george_berry
george berry, kate martin fan
5 years
I gave this a straight RT before but it bears additional praise. @red_abebe has seriously engaged with the sociology literature on inequality, and it informs her work on AI/ML, which is amazing. I can't speak highly enough about her process.
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@george_berry
george berry, kate martin fan
4 years
Check out my new Python package, Pandas2, which is identical to Pandas in every way except it calls .reset_index() after every operation.
@jtannen215
Jonathan Tannen🥉
4 years
@george_berry .reset_index() after every 😎 single 😎 call 😎
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@george_berry
george berry, kate martin fan
4 months
a cumulative science shouldn't demand people do close readings of 150 year old texts, nobody in stats is like *reading* gauss
@BrankoMilan
Branko Milanovic
3 years
It is the only social science uninterested in its founders, so it can perpetually reinvent the same thing claiming it is something new.
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@george_berry
george berry, kate martin fan
5 years
Siri, show me the transit equivalent of throwing a GPU farm at a classification problem for a 2% boost over logistic regression.
@edburmila
edburmila.bsky.social
5 years
I know Twitter is limited to NYC/DC concerns but I can't emphasize enough that this is a *real map* of what El*n M*sk is proposing for Chicago and it literally runs parallel to a train that costs $2.25 and leaves every 7 minutes. I am not kidding, this is it. 1/3
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@george_berry
george berry, kate martin fan
3 years
1) If you’re (for instance) a sociologist, nobody knows what that is. They don’t know the set of skills you have. It’s very important to have a clear story about what you do.
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@george_berry
george berry, kate martin fan
3 years
4) Learn SQL
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@george_berry
george berry, kate martin fan
2 years
today I get to use the world's most powerful data science tool, the `lm` command in R
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@george_berry
george berry, kate martin fan
1 year
folks we are hiring data scientists. if you're interested in progressive politics and hard DS problems, check out the job posting feel free to DM with questions
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@george_berry
george berry, kate martin fan
4 years
Confession time: for years I had to look up Type I and Type II errors to remember which was which. Please give your concepts descriptive names. 🙏🙏🙏
@mjskay
Matthew Kay
4 years
If a Type I error is a false positive, a Type II error is a false negative, and a Type III error is getting the right answer to the wrong question, is a Type IV error GIVING IMPORTANT CONCEPTS NUMBERS INSTEAD OF NAMES FOR NO GODDAMN REASON AND CONFUSING GENERATIONS OF STUDENTS
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@george_berry
george berry, kate martin fan
3 years
I hate to be that “weekends increase your productivity” guy but I just drank coffee, grilled, and played video games for 4 hours and now I have a good work idea
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@george_berry
george berry, kate martin fan
2 years
this week, i get to do regressions in r 😎
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@george_berry
george berry, kate martin fan
4 years
is it bad that I just googled "Python to COBOL transpiler"
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@george_berry
george berry, kate martin fan
3 years
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@george_berry
george berry, kate martin fan
5 years
We should do workflow demos. Example: if you write a paper with a methods section, you should walk people through how you did the work, from data collection to plotting. Emphasis on the tools you use and how they fit together.
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@george_berry
george berry, kate martin fan
3 years
I am logging off for good as it’s all downhill from here
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@george_berry
george berry, kate martin fan
3 years
Just got my first vaccine dose. Grateful for both science and state capacity.
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@george_berry
george berry, kate martin fan
3 years
i guess i'm now the "your confidence intervals are too tiny" guy yikes
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@george_berry
george berry, kate martin fan
5 years
Have I been tricked into becoming a a Bayesian? Send help.
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@george_berry
george berry, kate martin fan
1 month
in a vacuum it's impossible to tell if you should care about the line or the noise around the line. in some domains this kind of finding would be amazing, in some it would be terrible. it depends!
@prerationalist
prerat
1 month
the statistics heuristic i want to teach everyone is to LOOK AT THE SCATTERPLOT i want people to be going around saying "SHOW ME THE SCATTERPLOT" and then they show you some ridiculous noise with a line drawn thru it. you can literally just ignore the line
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@george_berry
george berry, kate martin fan
5 years
Sometimes you keep coming back to a paper and finding it useful for different projects. "Logistic Regression in Rare Events Data" by @kinggary and Langche Zeng is one of those papers. Link:
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@george_berry
george berry, kate martin fan
3 years
I am slowly compiling a set of practical illustrations for different experiment types, and it feels like a superpower. One of them helped stakeholders on a big project understand what was happening.
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@george_berry
george berry, kate martin fan
3 years
i have 10 days off and this makes me so happy. vacation and rest are good.
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@george_berry
george berry, kate martin fan
5 years
@Noahpinion @IDoTheThinking 7) Oppose locating services for homeless people in town because it would “increase crime”
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@george_berry
george berry, kate martin fan
1 year
There is the persistent accusation that social media companies are politically biased in their content moderation decisions. My time at Facebook working on Election Integrity convinced me that there is a *pro-conservative* bias in moderation. 1/
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@george_berry
george berry, kate martin fan
3 years
Have a short story about your research and the problems that motivate you. In my experience, a lot of folks are pleasantly surprised that there is a discipline which has been thinking about social networks since the mid 20th century.
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