Aunt Pythia’s advice

Readers, Aunt Pythia needs your help. She’s decided to start a women’s magazine, inspired by this recent article and this front cover suggestion:

womensmag

My idea would be to expand the “sex advice” section a bit by adding sexual fantasies, written from the women’s perspective, to talk about the pros and cons of shaving in general (with a bottomline recommendation not to give in to pressure from the patriarchy), and to list the 10 easiest ways to get rid of douchebags from your life (go ahead, text him, see if he wilts). Stuff like that. Other ideas from Facebook friends include: how to choose birth control, how to get good plumbers and electricians, and how to decide when to say “fuck you” in response to comments about your fashion sense (answer: pretty much always).

As usual, I’m looking to you, dear readers, for yet more awesome ideas on how to make women’s magazines great. Whaddya got?

After thinking up more subjects for listicles, and after disagreeing vehemently with Aunt Pythia’s ill-considered suggestions below, please don’t forget to:

ask Aunt Pythia any question at all at the bottom of the page!

By the way, if you don’t know what the hell Aunt Pythia is talking about, go here for past advice columns and here for an explanation of the name Pythia.

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Aunt Pythia,

I had a very bad time in the first year of my graduate program. Nothing went well. Now I feel much better, but the thoughts of people who caused me lot of problems in the first year keep cluttering my mind. Sometimes, I just can’t get over it. Can you help?

Cluttered Mind

Dear Cluttered,

I’m sorry that those shitheads got to you. And I know how you feel, because I’ve been there. Here’s what has helped me. You can totally ignore this plan but the good things about it for me is that it’s a plan, and it has worked for me.

First of all, give yourself some time each day to think about what happened. Like, not a huge amount of time, maybe 20 minutes. Think of it as a meditation on this issue. The important thing about setting aside time to think about it is that, the rest of the day, you don’t have to. In fact avoid thinking about it the rest of the day, knowing you’ll have ample time later. Clear up the rest of the day from thinking about this. That’s just as important as setting aside time to think about it.

Next, during those 20 minutes, think about what happened, why it happened, why you reacted to it the way you did, and so on. After you remind yourself of those things, and try to learn lessons from it – but don’t dwell on lessons, that’s not the point – imagine it all stuffed into a box. Now imagine the box in the corner of a room. Now imagine that room expanding, bigger and bigger. That room is your existence, or your mind if you’d prefer it, and that box is pretty small compared to the size of the room. If that box consisted of stinky cheese, it would be stifling if the room were small, but since the room is enormous and growing larger all the time, it’s barely noticeable. It’s not gone. It’s still there. But as the room grows, it just doesn’t overwhelm the room anymore. No more clutter!

Do this every day for a month, and then take stock of how much less it hurts after a while. If you decide you don’t have time to think about it on a given day, good. That’s progress.

Love,

Aunt Pythia

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Dear Aunt Pythia,

Should I take condoms to mathematics conferences?

Can One Negligently Damage Own Marriage?

Dear CONDOM,

Absolutely, you should, but it’s part of a general rule that you should take condoms everywhere, especially as a woman. By the way, your sign-off is also a question, and the answer to that is also, obviously, yes, but it’s also part of a general rule that you can damage any relationship through negligence. To sum up: bring condoms, don’t be negligent.

Aunt Pythia

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Dear Aunt Pythia,

I would like to start an organization in my department that will give math PhDs easier access to industry opportunities that will utilize their mathematical expertise. I’ve noticed that when students get to their 4th and 5th year and realizing that they likely won’t get an academic position or they no longer want to pursue academia, they are lost and don’t know what to do with their expertise in math. There are so many opportunities for us to make an impact in industry actually, it’s just not obvious to most grad students. The club will bring these opportunities to the forefront and will proactively prepare math PhDs for success in industry to complement their preparation for success in academia.

Do you have any advice on how to open the door to industry mathematics to pure mathematicians? One idea I had was to have guest mathematicians from companies here in Chicago give us talks about what they do. I know that you jumped from academia to industry. What opened your mind to that idea? Thanks so much!

Curious math PhD student

Dear Curious,

Great idea. Don’t do what I did, which was just move to the only job I absolutely knew about existing, namely being a quant at D.E. Shaw, simply because I got recruitment emails about the job and knew people who had done it. I wish I could go back in time and explore more about non-academic math opportunities.

Having said that, I’m not sure how many jobs there are for pure math Ph.D. folks without extra training. I was in a sense super lucky that D.E. Shaw was prepared to train me from scratch. It seems like nowadays the opposite is true – even data science jobs require specialized knowledge. Personally I was turned down recently for a data science job because I didn’t have experience with a specific algorithm, which I found bizarre.

Maybe what you could do is think about starting an internship program in the summers so that graduate students can go work for free or for very little and at the same time learn about an industry. I’m not sure how hard that would be to set up, but I bet it would work. Just an idea.

Keep in touch and tell me what happens!

Aunt Pythia

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Aunt Pythia,

I am a guy and have never had any luck with online dating, because I am short for a guy. So now that Aunt Pythia (sadly, but I guess I see the logic in your post explaining your change of position) no longer recommends math conferences or, I assume, math seminars as places to try to meet a woman to form a relationship, I guess I am thinking about the gym or the grocery store.

I have hobbies (mostly sports), but they are even more male dominated than math – and the male competition is extremely fit and muscular, unlike typically in math. Also, I am interested in a relationship, not solely or even immediately sex – there is a difference as was pointed out in the comments to your explanation (although you said that for people asking out at a conference, most people thing they are asking for sex).

Any advice for I should I go about picking up women at the gym or grocery store? Or perhaps I shouldn’t because if I ask them out the first time I meet them, they have to assume I’m asking for sex, which I’m not (not immediately, anyway). Not interested in the bar scene; want to pick up a classy lady.

Man not at a bar

Dear MNAAB,

That’s the shitty thing about online dating. They ask for very few, poorly chosen statistics, and if you don’t fit into what people think is desirable, you’re totally fucked. Unless you lie, but that leads to other obvious problems. That’s why Aunt Pythia came up with her own online dating questions which she thinks would far outperform the standard ones.

So far, though, no major online dating site has taken up the call, so it’s not helpful to you. That’s bullshit, since you still need to find a girlfriend.

Here’s what I’m going to go with: friends of friends. Don’t people have parties anymore? Can’t you meet the friend of your best friend’s girlfriend somehow? I remember there being lots of people being semi-set up through friends and it working out pretty well back in my day. Or they’d just have parties and everyone would drink and make out. Maybe that was just me, in Berkeley, in the early 1990’s? I know that wasn’t just me.

Also, I’d suggest that women at bars can be quite classy. Don’t rule them out. I’ve been at plenty of bars myself. Not sure if that raises the bar though.

What do other people suggest for MNAAB?

Aunt Pythia

——

Readers? Aunt Pythia loves you so much. She wants to hear from you – she needs to hear from you – and then tell you what for in a most indulgent way. Will you help her do that?

Please, pleeeeease ask her a question. She will take it seriously and answer it if she can.

Click here for a form for later or just do it now:

Categories: Uncategorized

Slides for Stockholm

I’ve been busy preparing the data science tutorial I’m giving next week in Stockholm, and I thought I’d share my prezi slides with you. Almost everything in these slide decks is stolen from the web, and the more I worked on my presentation the more I realized how much of a tool the web itself has become for learning and explaining things.

The tutorial will be divided up into three parts. The first part I call “Data,” and it takes 2.5 hours. In that time I introduce the kind of data used in various fields of data science, how to get the data, how to store it, and how to do basic exploratory data analysis, cleaning, and basic statistics. Here’s the slide deck.

The second part is called “Models,” also 2.5 hours, and during that section I discuss the modeling process, including defining success, finding proxies, understanding information, choosing algorithms, understanding results through visualization, the problem of overfitting, and how to avoid it. The slide deck for Models is here.

In the final part, which is 1.5 hours, I am calling my presentation Product, and it addresses the various ways data science projects are published, whether through production code in higher level languages, or academic journals, or data journalism. Here I address end-product visualizations, keeping models updated with new data, building in feedback loops, and documentation. I’m not quite done with this one but close enough. That slide deck is here.

Tell me if you think I’m missing something!

Categories: Uncategorized

It’s time to stop watching football

My husband and I have boycotted football. It’s hard, especially at this time of year when baseball is winding down, and our traditional Sunday and Monday night activities involve beer and relaxation while watching bunches of men in tight jumping on other bunches of men in tights (although the Mets being in the World Series certainly helps for now). I’ve been a football fan for more than 20 years, so it’s a deeply held habit.

Nowadays, though, every time I hear the familiar crunch of football helmets crashing against each other on the front lines or the receivers being thrown to the ground, all I can think is “concussion.” And it’s more than just one concussion, or even a few. It’s known to accumulate and lead to a serious and debilitating brain disease, called chronic traumatic encephalopathy, or CTE. Memory loss, dementia, that kind of thing, at young ages. Here’s a wiki page listing the players who are known to have CTE and who are involved in a lawsuit against the NFL for concussion-related injuries. The lists are far from complete. In fact, a recent study showed that 96% of deceased players suffered from CTE. So a good approximation of a complete list would be “all football players, ever.” Acute readers have pointed out that the group studied in this paper were self-selected, so there’s likely a bias involved. Even so, nobody would argue that football isn’t rife with CTE.

Here’s the thing. I have three sons, and I wouldn’t let any of them play football. So what does it mean that I let myself be entertained by other people playing it?

It’s similar with the military. I would absolutely avoid my sons entering the military if possible, because of the inherent danger. It’s an extremely privileged position to take, because I’m not claiming the U.S. shouldn’t have armed forces, but I would still act to prevent my kids from being involved, at least as it is now.

On the other hand, I am also fully aware that one reason we enter wars the way we do is that the children of the privileged are by and large not on the front lines. In other words, I am willing to engage in a conversation about what kind of army we would need to have, and what kind of military engagements we would enter, if everyone were a soldier for at least a little while, including women. In principle, it would be a better system. We would all have a serious stake in making it better.

Football is different, of course. Nobody needs to play football. That means I don’t need to consider sending my son, and other sons, off to training camp in order to have skin in the game. If the past few years of child abuse, wife abuse, and violent and criminal tendencies leaking out of NFL and college football locker rooms haven’t convinced us we need to clean that up, then I don’t know what would.

The analogy of the army and football is apt, however, in some ways. One of the most uneasy aspects of my enjoyment of football has always been the way the NFL and even college football coaches and media play up and play to the military aspects of the game. They talk about war, they talk about preparing for battle, they discuss the shame of losing a game as if it involved lives lost. They perform weirdly contrived rituals when there is military presence in the audience. It makes you think of the worst kinds of forced patriotism. Rudy Giuliani-ism, if you will. It’s not earnest.

And it’s too much. Last Saturday night I was having trouble sleeping so I listened to sports radio, which is what I do. Much of the coverage centered on the dismal performance of a Miami college football team in a 58-0 loss. If you didn’t know what they were talking about, the words they were using, and the coach’s interview, sounded like the end of the world. If I had been a player on that team, I might have considered suicide, it was so bad.

What the fuck is wrong with us? Why do we take these games so seriously? Especially when young people are concerned, it makes no sense. And I’m saying that as a huge sports fan: we need to realize this stuff is just a game. We need to enjoy the victories and ignore the defeats. And crucially, we need to treat college level sports like we treat minor league baseball, namely not that important because it’s young kids learning to play the game.

I’ve lost patience with the violence of it all. Kids are losing their lives from injuries, and better helmets aren’t going to fix this problem. The NFL is avoiding dealing with the problem, because there’s so much frigging money on the table. Instead they shove yet more military might talk and fake patriotism down our throats, hoping we won’t think too hard about it between rounds of beer.

So I’ve been boycotting football this season. I have meant to do it for a few years, but this season it’s finally stuck. That doesn’t mean I don’t encounter football by accident. In fact it happens all the time, because it’s everywhere. Just the other day I was at a bar with some friends and I went to order a beer, and looked up at the TV, and there it was, Sunday night football. The play had been suspended because a player was lying unconscious on the field. Another head injury.

Categories: Uncategorized

In Praise of Cabbies

My son’s tibia (shin) bone was broken last Thursday, after school, in a totally random soccer accident (shin against shin). That has resulted in four excruciating days of pain for him, though thankfully each less bad than the last. Even after your leg is in a cast, any kind of micro-movement that vibrates a broken tibia even in the slightest gives you pain. So getting into or out of bed, going to the bathroom, or god forbid getting into a cab, is very slow and often very traumatic.

He’s had to get into and out of 4 cabs since it happened. After the first, we figured out that carefully pulling him backwards, across the seat, while someone else hold his leg as still as possible, is the best approach. It hurts, of course, but not as badly as other systems.

Three out of these four times that we did this, the cabbies were infinitely patient and kind. They had no problem waiting, for as long as it would take, and they even offered to help. I was so grateful, because obviously it’s not good money to be waiting around for a crying 7-year-old to calm down and move one more inch.

But for one trip, to get the permanent cast put on at Mount Sinai, I had to miss the cab trip in order to be downtown for my Slate podcast, and my husband went without me. The cabbie volunteered to help, and as Johan put it, he was “infinitely strong and infinitely patient” and somehow managed to port my son backwards across the back seat in a perfect, smooth motion, that made him think he was levitating. It was the least painful of all the journeys.

Can I just take a moment now, and mention how grateful I am to all of these guys? These four cab drivers were all extremely kind and sympathetic men, any of whom would have immediately done whatever they could to help my son. And here’s the thing, I don’t even think I was particularly lucky; I think that’s actually pretty normal for cabbies. They are some really great people, willing and able to help out strangers all the time. That’s their job. And in a big, crowded city that might seem anonymous and pitiless, it’s a super comforting feeling to know they are there.

Categories: Uncategorized

Aunt Pythia’s advice

Readers, Aunt Pythia is a bit sad and a pinch exhausted today. On Thursday, Aunt Pythia’s sweetiepie 7-year-old had an accident at school and broke his tibia bone. And it really caused him such excruciating pain, readers, that it was terrible to behold. You all would have been crying alongside Aunt Pythia if you’d been there.

Now he’s got a good cast on, thank goodness, and a waterproof one at that, which means he can take showers and even baths with it, and things are normalizing, but it isn’t great, and bathroom visits are a real ordeal.

The moral of that story is, thank goodness for casts.

You can even swim with it. The water goes in but then drips out.

You can even swim with it. The water goes in but then drips out.(this is not a picture of my 7-year-old)

For that matter, can we take a moment to just appreciate penicillin too? And our present-day understanding of hygiene? And surgical techniques and such? That stuff is amazing, and I’m glad I’m alive today to enjoy it all. Who’s with me?

After meditating on modern medicine, and digesting the questionable content below, please don’t forget to:

ask Aunt Pythia any question at all at the bottom of the page!

By the way, if you don’t know what the hell Aunt Pythia is talking about, go here for past advice columns and here for an explanation of the name Pythia.

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Dear Aunt Pythia,

I need your help! I am a (relatively) young womanly person of late 20’s who is striving to become more conscientious about where to ethically invest my earnings. When researching how much I need to have prepared for retirement, all of the online calculators and financial advisers I’ve consulted have thrown a figure my way in the ballpark of $2-3 million assuming a retirement age of mid to late 60s and a 4% gradually increasing annual withdrawal rate.

While I make a decent income (70K), there is not much of a chance that I can save that much in the next 35 years without falling into the trappings of Wall Street investment returns. I can’t do much about the restrictions my employer has placed on my 401K investment options, but I do have control over my IRA and general savings/investment practices.

What micro-level advice do you have for people starting out in ethical retirement planning/investing? Any resources or must reads? Much obliged.

Confused And Tentative

Dear Confused,

First, let me just say that you are way ahead of your peers in planning this stuff. I really haven’t started planning myself, because kids cost so much and so on, and I’m figuring I’ll just work until I die.

Second, there’s really no way every person can have $2-3 million in retirement savings. I just don’t think it’s reasonable or realistic. Think about that as a social policy: hey everyone, I know you’re still paying off your student loans, and that the cost of renting is sky high, and homes are already overpriced and poised not to rise, and daycare costs more than ever, but please save $2 million on top of everything else. WTF.

Not a viable expectation for the average household. Politically speaking, retirement in this country is going to have to change as the post-Boomer population gets old and continues to be broke.

Also, you’re right, there are few options for ethical investing that aren’t risky. I mean by that that you can always sponsor your friend’s ethical business, but most businesses fail, so it is super risky. More generally, if you’re interested in avoiding fossil fuel investments, take a look at this, and if that catches your fancy, check out this website.

But my general advice is to do your best, and stay healthy, and not worry too much about money. If you have retirement investments, great, and think of putting some in an ETF that tracks the market just as a hedge against political manipulation more than anything else.

Good luck,

Aunt Pythia

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Dear Aunt Pythia,

I love your column. It feels like a community of warm hugs. I have gone back and forth on sending this embarrassing question so many times, but I finally decided that I need your honest insight.

As a minority grad student in STEM, I routinely come across mean, patronizing jerks. I have learnt to survive my interactions with them with my sanity somewhat intact. However, what catches me off guard is my reaction when someone decides to take an interest in me and mentor me academically and personally. I end up developing a crush almost every time.

I want to make it very clear that I don’t want a physical connection with them at all. But, I do fantasize about an emotional and intellectual bond with them. Some of these relationships have actually led to some wonderful (strictly platonic) mentoring relationships.

Grad school and academia can be very isolating, so it’s so nice to have someone to talk. And if this someone has been in your field doing the work that you dream of doing one day, that’s even better. Still, I can’t help feeling guilty for feeling so vulnerable that even the slightest bit of attention or praise from them makes me feel so exhilarated.

I have friends outside of my field and am a somewhat social person with a fairly fulfilling personal life. So, what is it about charming, passionate, and kind STEM people that brings out these intense feelings in me? How do I avoid developing these silly crushes?

Lastly, (I’m not even sure that I am prepared to hear an honest answer to this), do you think my feelings are obvious to them? I am always respectful and deferential to them, but I wonder if they might have an inkling anyway. I love what I do and I don’t want my work to be undermined by these stupid feelings that I can’t seem to be able to control right now.

Great Regrets About Pining Heart

——

Dear Pining,

Oh my god, I am so glad you wrote. I am the same way. Seriously. And the crushes can be quite intense, sometimes, right? I remember when one of my sons (I won’t name his name because he’ll hate me for it) went through his first crush when he was about 6 and he said to me, “I love her so so much, it’s getting worser and worser!” and he looked positively anxious about what would happen to the explosion happening in his little heart. Well, I got him at that moment, and I get you now.

But wait, and here comes what will become my tag line, what’s the problem here? You haven’t actually told me why this is a bad thing except for how you sometimes get embarrassed by them.

To answer your question: do people notice your crushes? Maybe, probably not in an exact way, but even if they did it would be super flattering. And since it’s platonic, and you’re looking for an emotional bond, I’m thinking that’s exactly appropriate, and probably also what they want.

Finally, I’d say you are controlling yourself with respect to these feelings, in spite of your sense that you’re not. In other words, you can’t control your feelings directly, but you can control what you do in response to them. And since you haven’t actually done anything super impulsive, and stuff hasn’t developed beyond intellectual and emotional realm, I am not only proud to say I get you, I’m proud to say you’ve done great.

You know what? I feel sorry for people who aren’t like us, and for whom it takes weeks if not years to develop strong emotions for people and things. They don’t get to experience the intensities that we do! And yes, it means they spend less time lying on couches crying about broken hearts to dear friends who have heard it all before many times, but whatever, we always eventually pick ourselves up again and go find a new person to love. Plus we buy our friends beer and they merrily forgive us.

Many warm hugs,

Aunt Pythia

p.s. there really is no way to avoid this, it’s part of you, like your arm. I’ve tried. Just buckle up and try to enjoy the ride.

——

Dear Aunt Pythia,

I’m in my early thirties. I have a newborn, my first child, and I find it so damn hard to take care of him. He’s now 8 weeks old, and I’m on maternity leave for 6 months (luckily I’m in Europe, can’t imagine what I would have done in the States).

Both my husband and me live abroad and have no family around to help. I consider myself a pretty capable person, and I keep thinking how the hell do other people manage. There are so many babies, children, people in this world. How do all millions of moms manage, when I’m barely surviving?

I have figured out how to be highly successful academically and professionally. I have learned to have good relationships and a pretty good life. But I am probably average at taking care of a newborn. I find it so hard.

Dear Aunt Pythia, did you have a hard time too when you had your first baby (and second and third)? What helped? Any tips? Ideas? Strategies? What would you do differently if you had your first one again?

Maybe Overthinking Motherhood

Dear MOM,

Thanks for asking. I tell this to everyone I know with a newborn, especially if it’s their second.

Namely, the first 4 months of a baby’s life, and especially the first 6 weeks, is really really hard. In fact the way to survive it is to try to quantify how difficult yesterday was, and compare it to today, and take note of the minute differences. Give yourself a break, and a chance to cry, every time there’s been a regression, and give yourself a party every time there’s even the smallest amount of progress. In other words, keep your head down, in a day-to-day sense, and you will slowly begin to see how certain things have gotten easier (breastfeeding, putting them down to nap, walking around without pain) even as other stuff is momentarily harder (sleep deprivation, never getting a chance to take a shower, running out of groceries). It’s super painful, and surprisingly difficult, but after a few weeks you begin to see things improving, and then by the time they’re 6 months old, you almost feel human again.

Oh, and the moment they try to keep themselves up to say up with you when they’re tired is the moment when you can train them to sleep through the night. This usually happens at 5 months or so. And the trick there is, if you notice a bunch of fussing with an 8pm bedtime, then put the baby down at 7:30 the next night. And if they’re fussy at 7:30, try for 7pm the next night. Sounds counter-intuitive but it works.

Finally, the only moment where I really felt truly desperate was when I had a newborn and a 2-year-old and my husband went away for a math conference for a week, and I was working. Please kill me now, I thought, and I meant it. But even that ended, and now those two kids are like, almost adults, and they are my favorite people to hang out with. The younger one just explained fission to me the other day.

In the words of my wise mother, sometimes you just have to muddle through. Also, good babysitting is worth it. Go into debt temporarily if necessary, it’s still cheaper than therapy.

Hugs,

Aunt Pythia

——

Dear Aunt Pythia,

I want to fuck an aunt.

Manoj

Dear Manoj,

Thanks for the note. It reminds me that, as a WordPress Premium member, I get to look at all kinds of statistics with respect to how people got to my blog, what they looked at and when, and which links they click on while they’re here. It’s interesting, and I look at such statistics daily.

One of the categories is a list of search terms that people used to get to my blog, and by far one of the most common ones has been, over the years, something about aunts and sex, so a kind of incest fetish thing. For example, here’s a screenshot of today’s search terms:

Every day. Every single day.

Every day. Every single day.

So, what can I say? Aunt Pythia constitutes – possibly defines – her own bizarre porn fetish category. It’s somewhere in between flattering and repulsive.

So Manoj: thanks, I think.

Aunt Pythia

——

Readers? Aunt Pythia loves you so much. She wants to hear from you – she needs to hear from you – and then tell you what for in a most indulgent way. Will you help her do that?

Please, pleeeeease ask her a question. She will take it seriously and answer it if she can.

Click here for a form for later or just do it now:

Categories: Uncategorized

The internet is no place for conversation

I admit I’m lucky. On a daily basis I think to myself, “damn my commenters are smart, and thoughtful, and they make me think and rethink my positions.” That’s amazing! I love you people!

But it’s really not like that in general. The crazy, outsized responses and reactions to responses you find on almost any unmoderated discussion are just… terrible.

Case in point: a few people yesterday – including some wonderful commenters! – pointed me to this Atlantic article on calculating the chances that a 20 person panel at a math conference would contain only one woman.

[As an aside: the assumption was that the pool of possible panelists was 24% female, since 24% of recent Ph.D.s are women, and the probability mass function from a binomial distribution was used, which is reasonable. What’s possibly controversial is the assumption that every person who has a Ph.D. is equally qualified and available to be on a panel. The reasons they aren’t are interesting and complicated, and what’s important is that we understand it, not that we put all the blame on people who organize panels. Although people who organize panels should obviously try to do better than 1 female panelist out of 20.]

Well, take a look at the comments from this article. The very first comment contains this:

Of course panels like this will be dominated by men. If the women had a panel, most of them would want to talk about volunteering at– you got it– the local PTA.

And – guess what? – the conversation doesn’t get better after that. It’s such a shame, and such a wasted opportunity. Only people willing to resort to very low level, hostile accusations are willing to wade into that muck.

I’m just not sure what can be done about this. Do we turn off comments? Do we turn off comments except for moderated comment sections, like the New York Times? That’s very expensive. Do we devise algorithms that try to detect hateful or hostile speech and put that stuff in a harder-to-reach area? To some that stinks of censorship, but on the other hand those people often have a weak understanding of freedom of speech. Here’s a good explanation.

I guess the question is, what do we owe to the idea that everyone gets their say, and what do we owe to the idea that we want to have an actual meaningful conversation?

Personally, I moderate the first comment someone suggests, and once they’re in, they’re in. It doesn’t always work – sometimes I have to delete further comments by someone, if they become disrespectful – but it mostly does. And it really only works because on a given day I get a dozen or so comments. I wouldn’t be able to do it for a large site. Even so, I’ve really appreciated the resulting conversation.

Categories: Uncategorized

Minority homeownership and wealth-creation

I don’t think it makes a ton of sense to invest in houses right now. They’re overpriced in many areas, they pose much more risk as a homeowner than as a renter – assuming the renter laws are locally strong – and there’s no reason to believe their value will increase faster than inflation in the next few years or decades. When the topic comes up, I urge people to rent.

But it’s hard to say that to people, and minorities in particular, when homeownership is taken as a large part of the American Dream, and especially when the recent financial crisis has been so brutal with respect to black homeownership. Because when someone says “don’t buy a house,” what black people might hear is that only white people will ever own homes in this country, and that is somehow the way things should be. But of course that’s not the point, nor is it the starting point of this discussion.

First, we should remember that historically, the government propped up the mortgage market and deeply inflated housing prices first by giving a tax deduction for mortgage payments and second by creating Fannie and Freddie, which established the existence and (relatively) easy attainability of the 30-year mortgage for many, and moreover kept liquidity high, which eventually led to mortgage-back securities, yadda yadda yadda. But the point is this: the easier it is to get financing, the higher prices get. Look at college tuition. The cheaper the monthly payments are, moreover, the higher prices get.

At the same time, government and government-sanctioned policies kept minorities away from buying good houses and obtaining good mortgages in the post- WWII era, which was by far the best time to buy a house. Then homes just kept getting more and more expensive until the financial crisis.

In other words, homes were set up, by the government, to be a good investment about 50 or 60 years ago. That doesn’t mean they are a good investment now. In fact I don’t think they are. But in the meantime, black people were prevented by and large from taking part in this wealth creation, which is absolutely shameful, but it doesn’t mean that they should now be pushed into buying homes in some vain attempt to get a piece of the wealth-creation action. It’s not only historical, either: even now, wealthy minority neighborhoods have less home value per dollar of income than wealthy white neighborhoods.

Part of the confusion around homes and owning a home is the very definition of homeownership. People seem to think they own a home when they’ve signed a mortgage. But, given that down payments can be small, as little as 3%, the difference between having some cash in a savings account and “owning a home” is small, and not especially in favor of the “homeowner.” It simply means you’ve signed a contract putting you on the spot if the roof leaks, if the basement gets flooded with water or oil, or if the housing market dips. It’s true that you get to live in the house, which is a great and useful thing, but you also get to live in a rented house, and you don’t take on all of those risks.

Let me put it this way. If you bought a pie and only had 3% of the money for it, you wouldn’t really think it was your pie, because your slice is extremely small. Plus if a dog came and ate up the pie, you’d be responsible for rebuilding the pie. It is a lot of responsibility and very little in the way of benefit.

A mortgage is basically a highly leveraged and risky financial instrument for the homeowner. And where before the government could be counted on to allay much of the risk through policy, they’ve run out of way to do that. Or, put it another way: what would the US government have to do to make houses even more expensive. given the affordability crisis we now have? And what’s the likelihood they’ll do that?

There’s one good thing, potentially, about entering a mortgage contract for anyone who does it, namely forced savings. If you’re lucky enough that your roof doesn’t leak too often and your basement doesn’t get flooded too often, and if you got a non-predatory mortgage that you can afford to pay in perpetuity given your salary, so it doesn’t matter too much when the housing market dips, and if you don’t lose your job, then mortgage payments – eventually – start going to principal, and you end up saving money for real, as long as the dips aren’t too bad, and that’s a good thing (as long as you don’t refinance with new mortgages that take money out of your house). But that’s a lot of ifs.

Instead of focusing exclusively on homes, I’d like us to move on and think of other ways to help people save money. Of course this starts with them making enough money to have extra to save.

Categories: Uncategorized

Guest post: Dirty Rant About The Human Brain Project

This is a guest post by a neuroscientist who may or may not be a graduate student somewhere in Massachusetts.

You asked me about the Human Brain Project. Well, there is only one way to properly address that topic: with a rant.

Henry Markram at EPFL in Switzerland was the leader of the “Blue Brain” project, to simulate a brain (well, actually just one cubic millimeter of a mouse brain) on an IBM Blue-Gene supercomputer. He got tons of money for this project, including the IBM supercomputer for the simulations. Of course he never published anything showing that these simulations lead to any understanding of brain function whatsoever. But he did create a team of graphics professionals to make cool pictures of the simulations. Building on this “success”, he led the “Human Brain” EU flagship project into being funded by some miracle of bureaucratic gullibility. The clearly promised goal was simulating a human brain (hence the name of the project). Almost everyone in Europe publicly supported the project, although in private the neuroscientists (who, if they have done any simulations, know that the stated goal is completely absurd) would say something more like “hey, maybe it’s crazy, but it’ll bring a bunch of money.”

Now, some simple observations must be made, which are true now, and will still be true in ten years’ time, at the conclusion of this flagship project:

(1) We have no fucking clue how to simulate a brain. 

We can’t simulate the brain of C. Elegans, a very well studied roundworm (first animal to have its genome sequenced) in which every animal has exactly the same 302-neuron brain (out of 959 total cells) and we know the wiring diagram and we have tons of data on how the animal behaves, including how it behaves if you kill this neuron or that neuron. Pretty much whatever data you want, we can generate it. And yet we don’t know how this brain works. Simply put, data does not equal understanding. You might see a talk in which someone argues for some theory for a subnetwork of 6 or 8 neurons in this animal. Our state of understanding is that bad.

(2) We have no fucking clue how to wire up a brain. 

Ok, we do have a macroscopic clue, this region connects to that region and so on. You can get beautiful pictures with methods like DTI, with a resolution of one cubic millimeter per voxel. Very detailed, right?  Well, apart from DTI being a noisy and controversial method to begin with, remember that one cubic millimeter of brain required a supercomputer to simulate it (not worrying here about how worthless that “simulation” was), so any map with cubic-millimeter voxels is a very coarse map indeed. And microscopically, we have no clue. It looks pretty random. We collect statistics (with great difficulty), and do tons of measurements (also with great difficulty), but not on humans. Even for well studied animals such as cats, rats, and mice, it’s anyone’s guess what the fine structure of the connectivity matrix is. As an overly simplistic comparison, imagine taking statistics on the connectivity of transistors in a Pentium chip and then trying to make your own chip based on those statistics. There’s just no way it’s gonna work.

(3) We have no fucking clue what makes human brains work so well. 

Humans (and great apes and whales and elephants and dolphins and a few other animals that we love) happen to have a class of neurons (“spindle neurons”) that we don’t see in the animals that we spend most of our time studying. Is it important? Who knows. We know for sure that we are missing a lot about what makes a human brain human — it’s definitely not just its size. There’s a guy whose brain is mostly not there, and he was probably one of the dumber kids in class, but still he functions fine in human society (has a job, family, etc.). Is this surprising? Not surprising? How would we know, we don’t know how brains work anyway.

(4) We have no fucking clue what the parameters are. 

If you try to do a simulation to see how neurons behave when they are connected in networks, you need to know a bunch of biophysical parameters. For example, what’s the time constant for voltage leak across the cell membrane? And a ton of other parameters, which are of course different for different classes of cells. So let’s just take the most common excitatory cell class and the most common inhibitory cell class and try to make a network. Luckily, there are papers that report numbers for this or that parameter of these cells. But the reported numbers are all over the place! One lengthy detailed study will find a parameter to be 35±4, and the next in-depth study will find the same parameter to be 12±3. So what should you use in your simulation for this or the many, many other uncertain parameters? Who the fuck knows.

(5) We have no fucking clue what the important thing to simulate is. 

Neurons in vertebrates communicate (*) via “spikes”, where the neuron’s voltage level suddenly goes way up for a millisecond or so. This electro-chemical process, involving various ions flowing across the cell membrane, is very well understood. But now, what do these spikes mean? Is it the number of spikes per second that matters? Or is it the precise timing of the spikes? Who the fuck knows. For certain types of cells in certain areas, we see that they are active (producing a lot of spikes) under certain conditions. For example, in the primary visual cortex of a cat, a cell will be active when the eye sees a line at a certain position and a certain orientation moving in a certain direction. Is the timing of these spikes important? We don’t know! Some experts believe one way, some experts believe the other, and the rest admit they don’t know. And primary visual cortex of the cat is the most well studied area of any brain in any animal.

(*) How does a spike allow communication? The voltage spike triggers the release of chemicals at “synapses” (the connections to target neurons), which in turn dock with the target cell’s membrane in various ways to allow ions to cross the membrane, thereby affecting the voltage of the targeted cell. If the voltage in a cell reaches a certain threshold, a spike will occur. Each neuron targets (and is targeted by) thousands of other neurons. And the total number of neurons in a human brain is about a fourth of the number of stars in the milky way. You wanna map that circuit?

So, the next time you see a pretty 3D picture of many neurons being simulated, think “cargo cult brain”. That simulation isn’t gonna think any more than the cargo cult planes are gonna fly. The reason is the same in both cases: We have no clue about what principles allow the real machine to operate. We can only create pretty things that are superficially similar in the ways that we currently understand, which an enlightened being (who has some vague idea how the thing actually works) would just laugh at.

cargo-cult

Categories: Uncategorized

Crowdsourcing a Theranos test?

Have you been following the Theranos debacle? The WSJ reported twice last week on this much-hyped Silicon Valley company which is trying to “disrupt” the blood test industry but seems to be stumbling on fraudulent methods. The company has fancy investors and even fancier board members (former Secretaries of State George Schultz and Henry Kissinger and former Secretary of Defense William Perry) and was valued early last week at $9 billion. I’m pretty sure its value has gone way down since then. Since WSJ is behind the paywall, take a look at this summary on Forbes or this one from Wired.

Well, does the blood test technology work or not? It’s frustratingly hard to know. Theranos CEO and founder, Stanford dropout, and black-turtleneck-wearing Elizabeth Holmes claims (for example at the end of this Mad Money interview from last week) there have been multiple tests of their methods against standard (more expensive) tests that require more blood. But she doesn’t provide them to the public for scrutiny. So that’s unsettling.

Here’s my idea. We crowdsource the answer to this question. It’s not a random sample but that’s ok, because we already have “ground truth” in the form of standard tests. We just want to compare Theranos blood test results against them. This guy did it already:

On June 29th I went to the Hematology lab at Stanford for routine CBC and Metabolites numbers. As I walked back to Palo Alto, I stopped by my doctor’s office, got an order, went to the Theranos office at Walgreens on University Avenue in Palo Alto and got a CBC test.

Taken one hour apart, the Stanford and Theranos HCT numbers differ by about 7%: 44.1 Theranos vs. Stanford 41.1. For platelets, the difference is even wider: Theranos 430 vs. Stanford 320

Intrigued, I got a new order and went back to Theranos the following day, on June 30th. Theranos numbers were markedly different 24 hours later: HCT 40.6; PLT 375

Just to make sure, I went back to Stanford for a second test today July 1st: Stanford HCT 41.7; PLT 297

I find the price and convenience of Theranos services attractive, but I worry about the reliability of the important HCT number. What is the confidence interval in your measurement? + or – 1 point? + or – 5 points? I do get a phlebotomy at 45. How should I look at your June 29th 44.1 HCT number?

I’m curious to hear more about your methodology, standards and quality controls and would like to give you an opportunity to respond before I write a Monday Note on the broader topic of lab exams and other healthcare mysteries.

More people should do this, preferably on the same day! Within an hour of each other, too, if possible. It’s in the public interest. We just need to set up an app or something to let people upload their results with some kind of verification method so we know it’s not spammy.

Or else we just ignore Theranos entirely, because it’s gotta be a fraud given the way they’re acting. Here’s a convincing argument from the comment section of the above first person account, someone who calls themselves Skeptical Owl:

You are the CEO of a company that has been working on a revolutionary, disruptive technology for a decade or so. This technology is so amazing that, based on price and customer experience, you can capture most of the (very large) existing market as soon as you enter it. Armed with all of these advantages, you choose to avoid allowing scientists or regulators to validate your technology, enter the marketplace through a single partner (Walgreens) at a glacial pace, and conduct most of your business using existing technologies that are not your revolutionary product. Are you choosing this strategy because your technology doesn’t actually work, because you are incompetent, or because you hate capitalism? Bonus question: if the technology doesn’t work, why is your board a Who’s Who of the military-industrial complex instead of a group of scientists who can help?

Update: I just received this email from a Theranos PR firm:

We read your coverage of Theranos with interest, and wanted to share with you that – because there has been a lot of inaccurate information in the media to date – we have posted detailed information on our technology, finger-stick test, accuracy, and conversations with The Wall Street Journal on our website: https://www.theranos.com/news/posts/custom/theranos-facts

We hope you will take the time to review the information we have posted online, and look forward to engaging with you in the future.

Regards,

Peyton Burgess, on behalf of Theranos

FTI Consulting

Peyton.Burgess@fticonsulting.com

Categories: Uncategorized

Aunt Pythia’s advice

Readers, for all sorts of silly and unreasonable reasons, Aunt Pythia’s schedule was too hectic yesterday for her usual advice column. However, she misses you so desperately that she decided to ignore multiple hungry children crying for crepes with nutella in order to write to you all today. (And actually, they seem to be just fine playing Minecraft for the time being.)

Before Aunt Pythia goes on, however, she has to delve into the theme of the week! Namely, celebrating getting old.

Readers, too often I come across the concept of becoming old as a form of disease, as if we are expected to pity people for the very act of aging. I say no! I say celebrate that time! I expect to be a crazy happy old person, and possibly a happy crazy one too. Heck, more than half of my problems stem from concerns I simply won’t have when I’m 75, and the other stuff will probably also seem dumb.

Part of why people are so afraid of getting old is the bizarre worshipping of youth and its beauty. I’m not arguing that young people aren’t beautiful, because they are, but I think we need to do better than just pretending we’re young when we’re not. And you might think this means letting go of vanity, but I’d argue it just means finding sagginess beautiful, which is much easier if you think about it, and something I’ve already accomplished. Give it a try!

Of course, other problems do come up, and it would suck to be in chronic pain, or to see your friends fall ill, but I would like to insist that we appreciate the freedom of thought and worry represented by the senior citizen of sound mind and body, which increasingly is reality. And that’s wonderful. Let’s focus on quality of life, people, and let’s keep our standards high!

She is awesome. I'm thinking I'm looking at my future self.

She is awesome. I’m thinking – hoping – I’m looking at my future self. I’ll be wearing something much more garish, of course.

Update. if you think I’m nuts, take a look at handy chart:

Screen Shot 2015-10-19 at 6.04.01 PM

I hope you all are feeling the elderly love together as you dive into the ridiculous and mostly irrelevant counseling that Aunt Pythia plans to dole out. Please enjoy! And afterwards, please:

ask Aunt Pythia any question at all at the bottom of the page!

By the way, if you don’t know what the hell Aunt Pythia is talking about, go here for past advice columns and here for an explanation of the name Pythia.

——

Dear Aunt Pythia,

What’s up with finance people being assholes to each other? I work as a quant at a buy-side firm where there are separate quant and fundamental teams. It’s a pretty small shop in terms of personnel, so when I first joined I tried getting to know the coworkers outside of my team. However, this kind of stuff is a two-way street, and the impression I get – especially from the fundamental research team – is that they want to have nothing to do with what they view as a quant geek. I guess in the elbow-chafing corners of finance, one must sport an Ivy League MBA, play golf, be a part of a country club, be a smooth talker, and watch football. Obviously I’m exaggerating… or am I? Anyway, I’ve given up trying to “fit in”, which results in a lot of awkward greetings – if at all – in the hallway. Company get-togethers are an absolute dread. Is this how life is supposed to be like on the buy side, and I thought only the sell side was like this?

Work at Office Really Kinda SUCKS

Dear WORKS,

Yeah. The culture is really different outside of academia, and it’s not just in finance. I think, as a rule of thumb, you can count on the people that make the most money to feel less like being friends, and more like ignoring the “unimportant people.” Or, if the money in the two groups is somewhat similar, you can expect some weird, tribalistic competition thing to make it hard to be social in a natural way. Money is so weird.

Inside academia, it’s not super social either, but it’s less directly competitive except among really strange people. On the other hand, there is a strict hierarchy in academia that doesn’t exist outside it. The currency is professional status, not cash money, and since professional status is slightly harder to measure, it makes people slightly less focused on it. That’s my theory.

Also, about the MBA crowd: the lack of sociability might be coming more from fear of looking out of place than actual malice. Those people are highly socialized to care about external opinions and “in-crowd” status. If you actually want to be friends with them, I suggest directly approaching the most alpha of all of them – the head salesperson or equivalent – who is probably less afraid of what things look like, and also likely extremely charismatic. Once you’re buddies with that person, the others might be ok with you.

And really I’m just talking about being friendly. I’d focus on friends outside of work for stronger connections.

Aunt Pythia

——

Dear Aunt Pythia,

You should be delighted your kids rooms are a mess. A super tidy room is a key indicator of teen mental illness, specifically food disorders. I used to joke around with my kids, hoping their rooms would be a mess.

K

Dear K,

I will try to keep that in mind. I am delighted with my kids in general.

Aunt Pythia

——

Hello Aunt Pythia,

I was just wondering when your Weapons of Math Destruction book will come out. How long will I have to wait? Enjoying your blog until then. Wishing you lots of luck with finding a good fulfilling job.

My first job was at a cooperative bank, which is owned by it’s members (thousands of them) with a one-vote-per-person-regardless-of-number-of-shares-owned system to elect the managing directors, etc. I really enjoyed working there and was proud of the work we did.

Maybe there are small nice banks (which can only pay you a fraction of what you’d make at the big ones) over there, too? Wishing you lots of luck, anyhow.

Cheers,

The Bored Bookworm

Dear TBB,

Thanks for the encouragement! Unfortunately, it’s not going to be until September 2016. I know, it makes me sad too. But that day will eventually be here.

Aunt Pythia

——

Dear Aunt Pythia,

I am a young woman who is a junior researcher in quantum physics. I am reasonably successful in my field and have been working with top names in Ivy Leagues throughout. I have been publishing first author work in top tier journals during my Ph.D. and postdoc, received multiple job offers/fellowships after my PhD and, was ‘top of my class’ whenever the idea of ‘class’ made sense!

Nonetheless, I not feel confident enough of my prospects in research any more. Recently, I have been thinking that a large part of my lack of confidence in my abilities stems from the constant lack of positive re-enforcement that probably everyone in academic (industrial?) research feels, in spite of evidence to the contrary. No one pats you on the back for a job well done etc., which is not entirely unexpected actually — we all do research for passion not accolades, right?

However, in my case, the situation is further exacerbated since I have felt shortchanged at various junctures throughout my research career. Be it my contributions being demeaned by treating me as an add-on afterthought on author list, or being overlooked for authorship credit altogether, to my ideas being criticized during discussions in not so pleasant and professional manner.

I try to be always professional in my dealings with my colleagues (listen to their viewpoint, never raise my voice, acknowledging their insights in the discussion etc.), but do not always find the same courtesy being extended to me especially in cases of disagreement. This, of course, happens mostly in instances where I am part of a collaborative team effort and not when I am driving the work almost completely by myself (i.e. when I am the first author).

I am an international scholar so navigating US academia was a bit of a cultural journey for me. Initially, I was the only woman on my entire floor, and when I did not see my other male colleagues struggling with the same issues — I figured that maybe it is the gender discrimination which I had only heard about till then. In a weird way, it was comforting to ascribe it to my gender, because somehow it felt so stupid and anachronistic in 21st century that it completely took away the feeling of my struggles being personal or specific to me as a person.

Gradually, however, a few more women trickled in (still the f/m ratio is 1:50), but they seemed to make it work better in terms of getting along with my male colleagues. This led me to think that it maybe something about me after all! [I am not sure how happy they were though, since I did not get to know them well enough. So it is possible that I am oblivious of their struggles!]

I have also heard from my husband and other friends, in different contexts though, that I come across as a strong personality and am not shy to voice my opinions, which in retrospect, may have proved to be a hurdle to working on teams and gelling along with everyone in the group. I have tried to ‘tone myself down’ in professional interactions keeping my opinions to myself even when I feel they may be relevant to the cause but it has only intensified my feelings of isolation. I have also been asked to be more ’empathetic’ though I am not sure what should I exactly change in my behavior professionally.

I fervently hope that I do not come across as a jerk.. 😦 I am thinking maybe I should try to get some independent money and move to a less high-nosed place than where I am currently. I have been advised against this by some who feel that given my trajectory this would look like a ‘step-down’ and a ‘failure on my part to work out an incredible opportunity’. The only other option is to leave Physics altogether at the risk of getting my heart broken initially, but I hope that I will be able to come to terms with the change, do well elsewhere and maybe be happier on the whole once the dust of this change has settled. What do you suggest?

Worried Over Misguided Antagonistic Nuisance

Dear WOMAN,

I’m glad you reached out. The first piece of advice I’d give you is to talk to more of your colleagues, not in your department necessarily but in your field. I think – no, I’m sure – you’ll find that the issues that you’re dealing with are pretty universal, both among women and men.

Let’s think about what that means, if you’d allow me to take it on faith. That means that absolutely everyone is jockeying for credit in your field. It is, possibly, exactly how power plays out, beyond the physics being done of course. It’s probably a good idea to take careful notes about what works and what doesn’t, what kind of conversations you might want to have with your collaborators before the authorship issue comes up, and so on. This is not going away, and believe me some of your colleagues think about this stuff more than they should. You don’t want to make it obsessive but you do want to give some order to the chaos, so at least you have a plan going in, and aren’t baffled every time by how things didn’t work for you or how they were surprisingly difficult.

And by the way, I’m giving you advice that I give myself. Think about things that involve power and make a plan. Not so that you take advantage of others, obviously, but so that you end up with what you think is fair. Having one-on-one conversations with people before a larger meeting gets you much closer to understanding what’s going to happen in the meeting.

The fact that you aren’t detecting frustration from your current colleagues isn’t saying much. People are good at hiding their emotions. Instead, make friends with people for real, and eventually you’ll know what’s going on with them.

Also, don’t worry about being blunt and opinionated. Whenever someone talks about how a woman is blunt and opinionated, I think about all the men who are even more completely blunt and opinionated and who never get flack for it, and I realize it works to their advantage, and that people are just trying to tame and sublimate us blunt opinionated women, and fuck that. It’s not something you can really change, anyway.

The only thing I’d suggest here is that you’re going to have a plan for these things (see above paragraph), and you don’t want to say anything that would deviate too badly from the plan. Stick to your own plan, and don’t try to change everything about yourself, just try to nail down what’s going on in these specific situations.

Finally, before you leave for another place, or leave physics altogether, I want you to think about how power plays happen everywhere, and sometimes they’re brutal, and ask yourself if you’re actually enjoying the physics you do. If you do, if you still love physics, and if you still get excited by your work, and if you can find consolation in knowing everyone is going through this stuff, not just you, and if you can imagine it getting better as you get better at managing it, then I’d say sit tight for now, talk to people around you, and devise a plan, and let it go through a few iterations before you reevaluate.

And if you simply can’t stand it, ignore me and go ahead and apply for jobs. I’m never going to tell a brilliant woman (or man) to stay in a miserable job on principle.

Good luck,

Aunt Pythia

——

Readers? Aunt Pythia loves you so much. She wants to hear from you – she needs to hear from you – and then tell you what for in a most indulgent way. Will you help her do that?

Please, pleeeeease ask her a question. She will take it seriously and answer it if she can.

Click here for a form for later or just do it now:

Categories: Uncategorized

Romance and math meetings

As many of you know, I write a fun Saturday morning column called Aunt Pythia, where I give advice to people about all sorts of things. I typically have at least one or two questions per week (out of 4) from math people, and some of those are questions about dating and romance, from both men and women.

With some consistency, then, I get a question something like last week’s question:

Dear Aunt Pythia,

Is it perverse that one of my initial reactions to something bad happening in my life was “this ought to make good Aunt Pythia material”?!

To set the scene, I’m a young female maths PhD student, who attended a graduate school/conference a few months ago. Initially I didn’t know anyone at this conference (it was the wrong side of the atlantic) so it was great to find lots of really cool people to talk to. In particular I talked a couple of postdocs, whose research directly connects with mine. One of them, “Smith”, sent me preprint, which I excitedly read over the weekend (it was a 2 week event).

Aunt Pythia, is it wrong that our conversations at these events are not just mathematical?

Smith started paying me too much attention. Well, there are lots of other people at this conference so I can just talk to other people (I accept evasion was rather weak of me). Then during a break between lectures, in which I had elected to get on with work, he proceeded to ask me on a date. The humiliation was not even private, there were many other people remaining quietly in the room like myself.

This deeply upset me. I still like to think of myself as a serious mathematician sometimes, and so the rude awakening from my naive collaboration ambitions may account for much of that pain. Or perhaps it was the way he seemed so sure of a yes, or his remark “I can concentrate on the lectures now”.

I thought of several defiant responses to give to his question, but, alas, only hours later. My parting remark to him was “never do that to someone again”. He was misguided and somewhat upset too… I don’t think he will embarrass himself like that again anyway.

Aunt Pythia, I still can’t move on from this. I still feel the injustice when I think of it. How can I move on? Am I making too much of this?? I feel like I really want people to understand why this was upsetting for me.

Moreover, I wonder at my responsibility in this. There have been other situations in which I felt I may have won more favour than I deserved perhaps by being the female. Am I obligated to be sensitive to this bias, and reduce my level of warmth ‘just in case’? Smith is giving a seminar to my group in the near future. I’m not sure how I should behave around him, hence why moving on would be really great…

Woman not at a bar

Here was my (typical for Aunt Pythia) response:

Dear Woman,

First of all, I appreciate that certain situations are “Aunt Pythia material.” That is in fact a goal of mine, which I can now check off as “achieved.”

Second of all, I’m not really sure I understand why you are so upset. And I’m sorry for that, because as you stated, it’s important to you that other people understand this point. I am going to make some guesses because I think if I miss it, my advice will probably be totally useless. Here I go:

  1. You wish he had asked you in private, because it’s just a private matter and asking you in public put you on the spot too much.
  2. You hate him for acting like he was definitely going to get a “yes” from you, because it made you look and feel like you should be grateful for the attention and flattery, which you are not.
  3. You think questions of romance in the context of mathematical conferences degrade you as a mathematician, and you want to keep the two things absolutely separate.
  4. You think that his romantic attention, in front of other people, made them think he wasn’t taking you seriously as a mathematician, but only as a romantic or sexual interest, which might possibly make them also not take you seriously as a mathematician.

Now, just as an exercise, I want to imagine what this guy’s perspective on the whole thing was. Various versions as well:

  1. He met this amazing, brilliant math nerd and he thought things were going really well – they were talking about all kinds of things, not just math – but when he asked her on a proper date, she got really mad and told him never to “do that” to someone again, which confused him. Do what? He ended up sad.
  2. He met this amazing, brilliant math nerd and he thought things were going really well – they were talking about all kinds of things, not just math – but when he asked her on a proper date, she got really mad and told him never to “do that” to someone again. After thinking about it a while, he realized that he had put her on the spot and hadn’t judged the situation properly. He wants to apologize to her and remain friends (and he still has a crush on her, but whatever) but he’s not sure how to do it. He vows to be more careful and more private in the future.
  3. He met this amazing, brilliant math nerd and was really into other people seeing him score with her, so he asked her out in front of them, but it didn’t work out because she was onto him and called him out on it. He’s going to have to revise his plan in the future.
  4. He pretended to be interested in a female mathematician’s work so he could get down her pants. Plan failed with that one but he moved on to the next in line.

OK, so I am not sure which scenario you think this guy fits into – if any – but personal guess, bases on what I know, is he’s a #1. The thing about men (and women) is that nobody knows what they’re doing, but mostly they’re not trying to be bad people.

I’m not saying there aren’t people like #4, but I don’t want to assume anyone, ever, is actually like that unless I have really large piles of evidence. So I am advising you to give him the benefit of the doubt and assume he was just crushing out on you and had no idea that you’d be uncomfortable with the situation.

I also don’t see why you can’t collaborate with this guy. Honestly. Having a crush on you is his problem, not yours. I’d even say that crushing out on your collaborators might help the work. Certainly keeps it interesting, and it doesn’t have to lead anywhere or even mean anything. Honestly I don’t know if I can work with someone without developing something of a crush on them.

I don’t actually think we can separate our mathematical selves from our self selves, and sexual/romantic parts of us emerge no matter how hard we try to restrict them. That’s not to say the guy should have put you on the spot – I agree with you that it was an awkward if not somewhat hostile move – but I don’t think it makes sense to assume that working on math with someone isn’t an intimate thing to do.

In any case, if and when this happens again, feel free to have a response memorized along the lines of, “I really don’t want to date people within my field, it’s just not my style. But thanks anyway.” That way it’s not about them, and the answer is final.

The one thing I feel I should object to is the use of “injustice.” I think that’s going too far. The guy didn’t impugn your honor, integrity, or mathematical talent. He simply asked you out in the wrong time and place. Put it this way: you’re going to need a thicker skin to be a woman warrior in mathematics. Sad but true. Save the word “injustice” for when it’s really needed.

Here’s my advice about his upcoming visit. Go to his seminar, ask really good questions. Be a mathematician. Be warm because that’s who you are. Be attractive because that’s who you are. Don’t worry about people being falsely attracted to you because it’s real. And it’s not anyone’s fault and it’s actually awesome. Oh, and everyone has it to some extent, tall men especially, and they don’t feel weird about the attention they receive. Feel free to turn your attention to others when someone is being weird.

Good luck,

Aunt Pythia

This generated a ton of comments, much more than usual for an Aunt Pythia column, and you can read them here. The debate is great, and it’s made me think about this issue much more, and I’ve come to the conclusion that I gave bad advice.

Wait, let me rephrase that. I have come to the conclusion that I was wrong about this issue, but at the end of the day I think I might stick by my advice in the final paragraph. Here’s my thinking about it.

First of all, a very personal confession. I am a pro-love hippy throwback from the 1960’s. That means a few things, and I probably wouldn’t even be writing Aunt Pythia if I weren’t weird in all sorts of ways, but the consequences that are most relevant to this discussion are the following:

  1. As a pro-love hippy throwback from the 1960’s, I do not find it inherently bad if someone is attracted to me in a romantic, sexual, or really any sort of way. In fact, I think it’s great news! More love is good!
  2. I crush out on people all the time, and I always have. If my friends stopped hanging out with me every time I hit on them, I would have no friends (thanks for the forbearance, friends!). I think of it as “part of my charm,” but it also has the effect of surrounding me with people who are, in general, also somewhat pro-love hippy throwbacks. It’s a selection bias thing.
  3. As a pro-love hippy throwback from the 1960’s, I am simply not awkward about this issue, and indeed I don’t even see a reason to be (see above selection bias). What this means is that if someone expresses a desire to date me or have sex with me that I don’t reciprocate, I don’t get at all alarmed, and I don’t feel any responsibility towards them, or awkwardness, or anything really other than a mild sense of flattery. It happens enough that I have a crush on someone that they don’t reciprocate (because I crush out on people all the time) that I know it’s no big deal. And it almost never is.
  4. In particular, it would never occur to me to rule out someone as a potential mathematical (or otherwise) collaborator because they expressed sexual or romantic interest in me. Here’s why. From my weird perspective, my brain is my best feature, and I would assume it means they are really into my brain, i.e. working together. I don’t tend to separate different kinds of attraction, because I don’t think it’s possible. So if someone is ambivalent to the way I look when they meet me, and then they talk to me a while and love the way I think, then they might end up being super attracted to me. I think that’s normal. In any case I don’t think someone being attracted to me sexually is a sign they don’t take me seriously as a thinker. That has certainly not been my experience.
  5. Having said that, if someone exhibited harassing tendencies: stalking me, not taking no for an answer, threatening me in any way, or even just being overtly sexual with me when I’ve already politely declined, then yes, I would totally think the person was a stinky jerk.
  6. And here’s the final, important part of my confession: that very rarely happens to me. I think it’s a combination of my body type (extra large) and my personality (extrovert), but I very rarely get hit on by men who are creepy. Those men do not see me as a potential victim of their harassing ways.

As a result of my above confession, when I heard about someone who gets asked out by a man, I honestly didn’t understand why she would be upset. But here’s the thing, I’m weird, and I know that. So I shouldn’t assume all women relate to sexual and romantic attention the way I do. In fact, they don’t, as I have (slowly!) learned over the years from my readers.

Many of the people who commented on the thread mentioned that, when a romantic or sexual interest has been expressed between two people, things get extra complicated, and it makes it much more difficult to work with someone collaboratively. This is not true for me, but it’s true for enough other people that I should just assume it’s true. So for now let’s work with the following simplified and slightly cartoonish assumption (and I apologize for being heterosexist but I’m doing so for clarity, and I’m not sure if it applies to gay relationships):

Assumption A: if a man or a woman has expressed interest in being sexually or romantically involved with the other, they can no longer do math together.

Given Assumption A, I can absolutely understand why Woman not at a bar was upset about the event. It meant that she was no longer capable of working with this guy whose math she was interested in. That’s a huge loss, and it’s upsetting.

Moreover, and here I’m simply repeating what a bunch of people on my comment thread explained to me, it’s something that the guy did to Woman not at the bar, which is not cool because she has no power to undo it. It’s like, imagine she has a list of “possible collaborators” and he just went and crossed out his name from her list.

OK, now let’s do some simple reckoning and figure out why Assumption A causes a problem in general. The field of math is deeply lopsided, with many more men than women. If the women are all hit on by men, then they all exclude themselves as collaborators. This isn’t much of a problem for the men, who have plenty of other potential collaborators, but it is a huge problem for the women. They end up with very short lists.

Altogether, it really looks like Assumption A is a major problem, even if it’s expressed in a hyperbolic way and is only somewhat true, and even if it’s not true for all women but only a majority. My new advice towards math men will be in the future: don’t ask out other women in math, and certainly not in your own field, and most definitely not in the context of a math conference.

It makes me sad to say this, I need to confess, because I personally love math guys and I think they’re wonderful partners, and of course I’m married to one of them. But I really do get the logic, and for as long as a version of Assumption A holds, I think it’s kind of an inevitable loss. So yeah, I was wrong about this. I’ve changed my mind.

Next, and I’m sorry if I’m beating a dead horse, I do want to go back to my advice for Woman not at a bar:

Here’s my advice about his upcoming visit. Go to his seminar, ask really good questions. Be a mathematician. Be warm because that’s who you are. Be attractive because that’s who you are. Don’t worry about people being falsely attracted to you because it’s real. And it’s not anyone’s fault and it’s actually awesome. Oh, and everyone has it to some extent, tall men especially, and they don’t feel weird about the attention they receive. Feel free to turn your attention to others when someone is being weird.

I still stand by this advice. I don’t think that we should try to give Assumption A any more power than it already has. If I could, I would try to convince people to discard it altogether, because ultimately I do think it’s a choice that people make inside their heads, it’s not a god-given truth, and as such it deserves to be examined and ignored if it is deemed not useful. And if there’s anything that’s not useful, it’s a rule that limits options for women’s math careers, which is already unduly difficult for so many other reasons.

My final word on this is this: I do think we’re in danger of conflating two issues, namely sexuality and sexism. I have experienced enough toxic sexism in my life, that had absolutely nothing to do with sexuality, that I worry we’re making unnecessarily strong cultural rules around sex where we should be thinking longer and harder about structural and institutional sexism, which is the real problem. And of course there are confusing combinations of the two, like this guy, where there are sexual predators and they’re also sexist, and to be clear it’s never ok to be sexual with someone who is your student or someone whose career you influence.

Categories: Uncategorized

Microfinance is mostly a scam

I might be well behind others on this subject, but I’m trying to catch up. I just finished a book entitled Confessions of a Microfinance Heretic: how microfinance lost its way and betrayed the poor, written by Hugh Sinclair. Published in 2012, it reviews the previous decade or so of microfinance institutions and how there are essentially very few that haven’t become loan sharks for poor people.

The promise of microfinance was this: that poor people are budding entrepreneurs, who simply don’t have access to the capital required to make their dreams come true. Turns out that’s pretty rare in practice, and that 90% of the loans taken out are “consumption loans,” meaning they are used to buy something like a TV or a service, and then some part of the remaining 10% are loans taken out to repay other loans, and so the “investment loans” are down to small single digits.

There’s a success story given in the book of a female Mongolian “head processor,” who takes unused body parts and salvages them, and who borrows money to buy an electric grinder to improve efficiency so she can grind multiple brains per day, and then when that improves her business she buys a freezer so she can buy heads in bulk more cheaply and store them, which improves her business yet again.

It’s a nice story, but of course it means, even in this best case, that the people around her who had previously done what she now does have been pushed out of business. They need to find a new job.

And by the way, the example above happened in Mongolia, which has strict and enforced usury laws, which keeps the loans down to something like 30% annual interest. In other places there are weak laws and little or no enforcement, and the interest rates, if you include fees and tricks, are upwards of 140% (in Nigeria) or even 200% (in Mexico).

Let’s face it, that kind of extortionist interest rate doesn’t anyone. So we come to a basic question: how can that possibly happen under the guise of helping the poor?

The answer is that there’s an inherent conflict of interest between making profitable loans and helping the poor, and greed nearly always wins. Moreover, the feel-good message of helping the poor just seems too good to give up. It’s really sad but also entirely convincing.

The author, Hugh Sinclair, chronicles his efforts to whistle-blow on one particularly egregious microfinance firm in Nigeria, called LAPO, which still seems to exist. He was basically given the job of establishing a better IT system, which means he got to see all the data. I’ve often said, cynically, that companies don’t really want data consultants because those consultants get to see the most embarrassing stuff. Well, in this case the most cynical of readings is true, and Sinclair saw everything and was disgusted by the way LAPO treated its customers, doing stuff like making them put a 20% deposit but charging them on the whole loan, miscalculating their interest rates, using their deposits for further loans, and of course having them sign a form they didn’t understand. Their astronomical interest rates made it impossible for their customers to actually benefit at all.

In fact some of the stuff he uncovered was actually illegal, but it didn’t stop the practices, and even when Sinclair went back to the so-called “microfinance funds” and told them about LAPO, it didn’t stop them from investing, even the one he worked for at the time. Microfinance funds collect money from investors and governments, and their job is due diligence, but they weren’t doing it, nor did they appreciate Sinclair’s attention to that fact, because their investors might get spooked and because the entire house of cards was at risk of falling.

Sinclair also makes a convincing case that regulations and tough regulators are absolutely necessary if we’re going to have widespread loans, and that due diligence is a difficult thing to do from afar but is absolutely required. Not surprisingly, the countries where the most micro-finance occurred are also ones that don’t have such strong regulatory infrastructure (although who does, really?).

The one part of the system that got a lot of credit was, interestingly, the independent credit rating companies, who knew their stuff and refused to be cowed, even through they got paid by their clients, the microfinance funds. That’s nice to hear and is certainly unusual.

At the end of the book Sinclair adds a convincing “Microfinance 101” section that explains how most of the entrepreneurial efforts that the poor are likely to engage in are nothing more than microfinance arms races that do little to help the local economies but do one thing for sure, namely impose a tax on business that is taken out of the local community entirely and distributed back to the rich world in the form of the investors.

Since the book came out, some economists have performed experiments to test microfinance, in the “best case scenario” conditions, i.e. no loan sharking, and they’ve basically found no benefit. Here’s one of them.

My conclusion is that microfinance is a failure in almost all ways, and for almost all people.

Categories: Uncategorized

Aunt Pythia’s advice

Readers, today I’m celebrating hair.

I think people under-appreciate hair, especially in this climate of shaving everywhere and everything, and I think we need a good old 1970’s style comeback of hair. Big hair, bushy hair, facial hair, leg hair, pubes, and armpit hair. This guy knows what I’m talking about:

Holy crap that's creative.

Holy crap that’s creative.

Who’s with me?! WHO CAN GET BEHIND HAIR THIS MORNING!?

If you’re still in doubt, read this and get back to me. I thought so.

OK, now that we’re all in hair agreement, it’s time for really terrible advice from yours truly. Please enjoy! And afterwards, please:

ask Aunt Pythia any question at all at the bottom of the page!

By the way, if you don’t know what the hell Aunt Pythia is talking about, go here for past advice columns and here for an explanation of the name Pythia.

——

Dear Aunt Pythia,

Is it perverse that one of my initial reactions to something bad happening in my life was “this ought to make good Aunt Pythia material”?!

To set the scene, I’m a young female maths PhD student, who attended a graduate school/conference a few months ago. Initially I didn’t know anyone at this conference (it was the wrong side of the atlantic) so it was great to find lots of really cool people to talk to. In particular I talked a couple of postdocs, whose research directly connects with mine. One of them, “Smith”, sent me preprint, which I exitedly read over the weekend (it was a 2 week event).

Aunt Pythia, is it wrong that our conversations at these events are not just mathematical?

Smith started paying me too much attention. Well, there are lots of other people at this conference so I can just talk to other people (I accept evasion was rather weak of me). Then during a break between lectures, in which I had elected to get on with work, he proceeded to ask me on a date. The humiliation was not even private, there were many other people remaining quietly in the room like myself.

This deeply upset me. I still like to think of myself as a serious mathematician sometimes, and so the rude awakening from my naive collaboration ambitions may account for much of that pain. Or perhaps it was the way he seemed so sure of a yes, or his remark “I can concentrate on the lectures now”.

I thought of several defiant responses to give to his question, but, alas, only hours later. My parting remark to him was “never do that to someone again”. He was misguided and somewhat upset too… I don’t think he will embarrass himself like that again anyway.

Aunt Pythia, I still can’t move on from this. I still feel the injustice when I think of it. How can I move on? Am I making too much of this?? I feel like I really want people to understand why this was upsetting for me.

Moreover, I wonder at my responsibility in this. There have been other situations in which I felt I may have won more favour than I deserved perhaps by being the female. Am I obligated to be sensitive to this bias, and reduce my level of warmth ‘just in case’? Smith is giving a seminar to my group in the near future. I’m not sure how I should behave around him, hence why moving on would be really great…

Woman not at a bar

Dear Woman,

First of all, I appreciate that certain situations are “Aunt Pythia material.” That is in fact a goal of mine, which I can now check off as “achieved.”

Second of all, I’m not really sure I understand why you are so upset. And I’m sorry for that, because as you stated, it’s important to you that other people understand this point. I am going to make some guesses because I think if I miss it, my advice will probably be totally useless. Here I go:

  1. You wish he had asked you in private, because it’s just a private matter and asking you in public put you on the spot too much.
  2. You hate him for acting like he was definitely going to get a “yes” from you, because it made you look and feel like you should be grateful for the attention and flattery, which you are not.
  3. You think questions of romance in the context of mathematical conferences degrade you as a mathematician, and you want to keep the two things absolutely separate.
  4. You think that his romantic attention, in front of other people, made them think he wasn’t taking you seriously as a mathematician, but only as a romantic or sexual interest, which might possibly make them also not take you seriously as a mathematician.

Now, just as an exercise, I want to imagine what this guy’s perspective on the whole thing was. Various versions as well:

  1. He met this amazing, brilliant math nerd and he thought things were going really well – they were talking about all kinds of things, not just math – but when he asked her on a proper date, she got really mad and told him never to “do that” to someone again, which confused him. Do what? He ended up sad.
  2. He met this amazing, brilliant math nerd and he thought things were going really well – they were talking about all kinds of things, not just math – but when he asked her on a proper date, she got really mad and told him never to “do that” to someone again. After thinking about it a while, he realized that he had put her on the spot and hadn’t judged the situation properly. He wants to apologize to her and remain friends (and he still has a crush on her, but whatever) but he’s not sure how to do it. He vows to be more careful and more private in the future.
  3. He met this amazing, brilliant math nerd and was really into other people seeing him score with her, so he asked her out in front of them, but it didn’t work out because she was onto him and called him out on it. He’s going to have to revise his plan in the future.
  4. He pretended to be interested in a female mathematician’s work so he could get down her pants. Plan failed with that one but he moved on to the next in line.

OK, so I am not sure which scenario you think this guy fits into – if any – but personal guess, bases on what I know, is he’s a #1. The thing about men (and women) is that nobody knows what they’re doing, but mostly they’re not trying to be bad people.

I’m not saying there aren’t people like #4, but I don’t want to assume anyone, ever, is actually like that unless I have really large piles of evidence. So I am advising you to give him the benefit of the doubt and assume he was just crushing out on you and had no idea that you’d be uncomfortable with the situation.

I also don’t see why you can’t collaborate with this guy. Honestly. Having a crush on you is his problem, not yours. I’d even say that crushing out on your collaborators might help the work. Certainly keeps it interesting, and it doesn’t have to lead anywhere or even mean anything. Honestly I don’t know if I can work with someone without developing something of a crush on them.

I don’t actually think we can separate our mathematical selves from our self selves, and sexual/romantic parts of us emerge no matter how hard we try to restrict them. That’s not to say the guy should have put you on the spot – I agree with you that it was an awkward if not somewhat hostile move – but I don’t think it makes sense to assume that working on math with someone isn’t an intimate thing to do.

In any case, if and when this happens again, feel free to have a response memorized along the lines of, “I really don’t want to date people within my field, it’s just not my style. But thanks anyway.” That way it’s not about them, and the answer is final.

The one thing I feel I should object to is the use of “injustice.” I think that’s going too far. The guy didn’t impugn your honor, integrity, or mathematical talent. He simply asked you out in the wrong time and place. Put it this way: you’re going to need a thicker skin to be a woman warrior in mathematics. Sad but true. Save the word “injustice” for when it’s really needed.

Here’s my advice about his upcoming visit. Go to his seminar, ask really good questions. Be a mathematician. Be warm because that’s who you are. Be attractive because that’s who you are. Don’t worry about people being falsely attracted to you because it’s real. And it’s not anyone’s fault and it’s actually awesome. Oh, and everyone has it to some extent, tall men especially, and they don’t feel weird about the attention they receive. Feel free to turn your attention to others when someone is being weird.

Good luck,

Aunt Pythia

——

Dear AP,

In my youth, I really enjoyed hagiographic and/or fictionalized biographies like Men of Mathematics and the Feynman autobiographies. Now, when I think of giving them to my own children…there are a lot of values I don’t want them to pick up. But also ones I do.

My Own Curious Karacter

Dear MOCK,

I think of myself as someone who doesn’t idolize or hero-worship anyone, at any time. Not to say I don’t have role models, I do, but only in limited ways. Nobody’s a saint, everyone has flaws, Erdos asked my mom to fix his buttons because she’s a woman and he treated women like servants, blah blah blah. I’ve always been like this.

Or have I? Now that you mention it, maybe I became like this from all the fucking mathematical hagiographies of dead white men that were so unlike me that I simply turned it off inside me in order to be able to imagine myself as a successful mathematician.

And it continues (turns out I have a rant about this, who knew)! Every time I turn on NPR, it seems like, I am hearing yet another piece about the genius mind of a mathematician – always a man – and how mysterious and how fucking genius it is. When is NPR going to realize that mathematicians are just people who like puzzles?

Fuck that idolatry. I would never give my kids that crap to read.

Aunt Pythia

p.s. what I do like is mathematical ideas. And I don’t really care if there’s a name attached to them, I think of those names as labels.

——

Dear Aunt Pythia,

Recognize anyone you know among the Ashley Madison customer list?

But seriously… who is morally culpable for the damaged marriages that will result? I’ll make it multiple choice:

  1. the cheaters,
  2. Ashley Madison,
  3. the hackers who stole and released the raw data,
  4. the people who processed the raw data to make it searchable,
  5. the people who searched through the data,
  6. write in your own answer.

Ashley Madison Is Simple A Disaster

Dear AMISAD,

Is this a moral issue? I’m not sure. I mean, call me nuts, but it seems to me that nobody is being forced to ruin their marriage over this stuff. There are all sorts of reasons I can think of not to ruin your marriage in fact, including:

  1. not looking at the data,
  2. not caring what you find in the data even if you look,
  3. caring what you find but realizing that maybe your marriage needs more communication, and maybe even different ground rules, rather than a divorce. Hell, it could help.

I mean, right? I figure many of the marriages that are going to be “ruined” because of Ashley Madison were kind of sucky anyway. Personally, I’m going with #1.

Aunt Pythia

——

Dear Aunt Pythia,

This article, entitled Passions Supplant Reason in Dialogue on Women in Science, was interesting and I wanted to get your take.

K

Dear K,

It was kind of TL;DR for me, but I’ll pull out the most salient issue. Namely, there was an empirical study that women in science are favored in certain conditions for tenure-track hires. The push-back on this study was enormous, with a bunch of people calling it unscientific etc. etc.

So, here’s the thing. We don’t suspect that sexism is gone from science. We don’t suspect that girls are equally nurtured as budding scientists. We don’t see women getting hired as tenured professors at top colleges.

What we might see is better practices at one spot, namely at the tenure-track spot. That’s not to say they hire equal numbers of men and women at this position, because so many women have already been squeezed out. Just to be clear, this is exactly one spot along a huge line of decision points where it seems like women aren’t being fucked.

Do I believe it? Yes, I do. I know for a fact that colleges have specifically been pushing for more qualified women candidates, and there are all sorts of “woman-designated” spots created university-wide, for example at Columbia, specifically for this purpose.

So, great! It’s data, and it’s good news, and it doesn’t mean any of the other worse news is automatically gone. What we’ve done, if this study is upheld, is successfully removed one of many bottlenecks for women in science.

And I agree with the authors that if their study had found the opposite, there would have been very little scrutiny, at least from the people clamoring for their heads.

My take: we should all just stay calm and try to figure this stuff out so it can get better as we learn what works and what doesn’t.

Aunt Pythia

——

Readers? Aunt Pythia loves you so much. She wants to hear from you – she needs to hear from you – and then tell you what for in a most indulgent way. Will you help her do that?

Please, pleeeeease ask her a question. She will take it seriously and answer it if she can.

Click here for a form for later or just do it now:

Categories: Uncategorized

Guest Post: Housing is not a good investment

This is a guest post by Josh Snodgrass.

Housing is not a good investment, and it never was.

Our country has a special reverence for home ownership as a route to comfort and prosperity – and so provides subsidies and tax breaks. But, actually, housing is not nearly as good an investment as people think and it wasn’t so good historically, either. The big gains people earned from housing in the past were mostly the result of leverage, forced savings and inflation.

Many, white, middle-class American families have a story that goes something like this: They bought a home with a $10,000 down payment. While they raised their children there, the house grew in value to $250,000 which provided the funds to send their kids to college with something left over for their retirement.

This idyllic story led us to mythologize housing but it is just that, a myth. While the facts are true, the growth is a mis-perception. While things turned out well, the house was not that great an investment. Here is the full story.

The $10,000 down payment was only one-fifth of the total cost of a $50,000 home. So, instead of a 25-fold increase in value that they perceive, the price increased “only” 400%. Even 400% doesn’t seem bad, but considering that it took decades to earn, it wasn’t that great. Most financial investments we hold for decades grow to a multiple of their cost. The reason houses seem special is that they are the only asset we hold that long. Actually, the gain on houses typically just barely holds its own against inflation.

The key to turning a mediocre gain into a big one was the mortgage that they took out. If you only put up a fraction of the money but get all of the gain, you can multiply the returns earned. Wall Street loves this game and calls it leverage. But, it has a downside.If prices drop, you lose bigtime – as millions of families losing their houses to foreclosure these days are learning to their sorrow.

The mortgage was key to the myth in two other ways. In addition to the $10,000 the family put up when they bought the house, they may have paid a total of $100,000 on their mortgage, but since this was in relatively small monthly payments, it tends to be ignored when people do mental accounting on the investment.

The need to make monthly payments effectively required the family to save regularly – something we have trouble doing if we aren’t forced to do so. Saving regularly is a good thing. So the saving they had to do to pay the mortgage, more than the house, was what resulted in their having money for the kid’s college and retirement.

So, is this a good strategy after all? Not really. Buying a house on leverage is a risky investment. Home prices do go down, more often than we realize. And, with leverage, a 20% drop in price can wipe out all of the family savings.

In addition, home prices have been propped up by tax subsidies, low interest rates and the mythology. We cannot be sure their prices will even keep up with inflation in the future.

Categories: Uncategorized

Bethany McLean’s Shaky Ground: the strange saga of the U.S. mortgage giants

In preparation for an all-housing special on this week’s Slate Money podcast, I just finished Bethany McLean’s new book, Shaky Ground: the strange saga of the U.S. mortgage giantsIt’s a quick read and not an expensive book, well worth the money for the amount of information packed into the pages.

Namely, the book tells the story of Fannie Mae and Freddie Mac, and more generally the story of U.S. governmental involvement in the mortgage and housing markets, starting soon after the Great Depression. It’s fascinating stuff, and also completely baffling as well, partly because it’s so deeply entwined with politics, so there’s really not a lot of rational logic attached to it. Here are a few interesting things I learned, or was reminded of, while reading the book:

  1. When the shit hit the fan in 2008, Fannie and Freddie were put into conservatorships, rather than nationalized (which would have gotten rid of shareholders), but really the only reason (or at least one big reason) they weren’t nationalized was because if they had been, their debts would have been added to the national debt, and the accounting would have looked bad. This is the same reason they were originally made private.
  2. They were also forced to assume extremely heavy losses, which made their accounting look incredibly bad. That may have been a political move by people who hated them, but it also may have just been pessimistic guesses as to how bad the mortgages they had were.
  3. In any case, they’ve recently been quite profitable, but all their profit has been siphoned off to the Treasury, in spite of the fact that they are technically still supposed to serve shareholders.
  4. As a result a bunch of hedge funds, who generally speaking bought shares at very low prices, are suing because they think that profit belongs to them. They have not done well in court as of now.
  5. Stepping back a bit, the whole reason Fannie and Freddie exist is so that they can insure mortgages, so that more mortgages are given out on better terms, so that every American can “live the American dream” of homeownership. Speaking as a non-homeowner, I think this is crap. Oh, and also, most of the loans in the mid-2000’s were for refinancing and for second homes, so it wasn’t like that was actually happening.
  6. People still “hate” Fannie and Freddie but nobody seems to have a plan to transition to a system whereby the government isn’t the final backstop for mortgages. It’s like they just want to get rid of these political entities, which did behave extremely badly in the late 1990’s, giving their executives outrageous salaries and wielding ridiculous political sway via favors.
  7. In any case, the combination of the cheap backstop represented by Fannie and Freddie, in addition to the mortgage tax deduction represents a FUCKTON of government support for homeownership, and also raises the prices of houses by an extreme amount.
  8. In spite of this all, homeownership as a percentage of households is way down, although that can be misleading, and is particularly low for minorities:home_ownership_race_730x710
  9. There is no current plan to get rid of Fannie and Freddie, or to change their status from conservatorship. Moreover, the current system whereby all their profit goes to Treasury leaves them with no cushion, so should another economic shock happen to them, there’s really no telling what’ll happen.

After reading this book, I can only conclude that it’s time to strengthen renter laws.

Categories: Uncategorized

Nerdy comments about measuring disparate impact

For the past few days I’ve been contemplating how the Consumer Financial Protection Bureau (CFPB), or anyone for that matter, might attempt to measure disparate impact. This is timely because the CFPB is trying to nail auto dealers for racist practices, and an important part of those cases is measuring who should receive restitution and how much.

As I wrote last week, the CFPB has been under fire recently for using an imperfect methodology to guess at a consumer’s race with proxy information such as zip code and surname. Here’s their white paper on it. I believe the argument between the CFPB and the bankers they’re charging with disparate impact hinges on the probability threshold they use: too high, and you get a lot of false negatives (skipping payments to minority borrowers), too low and a lot of false positives (offering money to white borrowers).

Actually, though, the issue of who is what race is only one source of uncertainty among many. Said another way, even if we had a requirement that the borrowers specify their race on their loan application forms, like they do for mortgages because of a history of redlining (so why don’t we do it for other loans too?), we’d still have plenty of other questions to deal with statistically.

Here’s a short list of those concerns, again assuming we already know the minority status of borrowers:

  1. First, it has to be said that it’s difficult if not impossible to prove an individual case of racism. A given loan application might have terms that are specific to that borrower and their situation. So it is by nature a statistical thing – what terms and interest rates do the pool of minority applicants get on their loans compared to a similar pool of white applicants?
  2. Now assume the care dealerships have two locations. The different locations could have different processes. Maybe one of them, location A is fairer than the other, location B. But if the statistics are pooled, the overall disparate impact will be estimated as smaller than it should be for location B but bigger for location A.
  3. Of course, it could also be that different car dealers in the same location treat their customers differently, so the same thing could be happening in one location.
  4. Also, over time you could see different treatment of customers. Maybe some terrible dude retires. So there’s a temporal issue to consider as well.
  5. The problem is, if you try to “account” for all these things, at least in the obvious way where you cut down your data, you end up looking at a restricted location, for a restricted time window, maybe for a single car dealer, and your data becomes too thin and your error bars become too large.
  6. The good thing about pooling is that you have more data and thus smaller error bars; it’s easier to make the case that disparate impact has taken place beyond a reasonable statistical doubt.
  7. Then again, the way you end up doing it exactly will obviously depend on choices you make – you might end up deciding that you really need to account for location, and it gives you enough data to have reasonably small error bars, but another person making the same model decides to account for time instead. Both might be reasonable choices.
  8. And so we come to the current biggest problem the CFPB is having, namely gaming between models. Because there are various models that could be used, such as I’ve described, there’s always one model that ends up costing the bank the least. They will always argue for that one, and claim the CFPB is using the wrong model with “overestimates” the disparate impact.
  9. They even have an expert consultant who works both for the CFPB and the banks and helps them game the models in this way.

For this reason, I’d suggest we have some standards for measuring disparate impact, so that the “gaming between models” comes to an end. Sure, the model you end up choosing won’t be perfect, and it might be itself gameable, but I’m guessing the extent of gaming will be smaller overall. And, going back to the model which guesses at someone’s minority status, I think the CFPB needs to come up with a standard threshold for that, and for the same reason: not because it’s perfect, but because it will prevent banks from complaining that other banks get treated better.

Categories: Uncategorized

Stockholm Tutorial on Data Science

I’m super excited to be teaching a day-long technical tutorial in data science in Stockholm in one month. Stockholm is gorgeous and Sweden is an amazing country. Last time I was there with the entire family, the husband was giving talks the whole time and the little guy had an ear infection, so it was kind of a bust (although not entirely; I did become the bus queen of Stockholm). This time I’m going alone. Cheese fondue and meatballs will be eaten.

Here’s the flier for the event:

Stockholm_Flier

According to my calculation, 1000 SEK is equivalent to $120. That’s with coffee and lunch though, so I feel like as long as I explain k-nearest neighbors we’re good. Also, this is a draft of the flier. I told them to change the “prior knowledge” to be less focused on statistics. After all, data scientists are not all stats majors.

So far there have been around 20 people who have signed up, mostly affiliated with Statistics Sweden, the Swedish government agency responsible for producing official statistics regarding Sweden, established in 1749. This means I’ll be addressing the important question, what’s the difference between statistics and data science?

Well, it’s kind of hard to answer that question abstractly. I need to supply examples of realistic “found data” which we use in data science. So that’s my plan for the day, to create a few iPython notebooks with examples of the kind of data and algorithmic techniques that you’d typically find in nature. I think once these statisticians see those examples they will be comfortable knowing how much better off they are in Sweden measuring the inflation rate (currently at -0.2%) than we are trying to understand whether people like specific brand names by scouring Twitter.

However! I’m totally not above stealing other people’s examples to make my points, so if you know of a nice example or two, that involves scraping (or API’ing), cleaning, and algorithmizing, and especially if it does all this in python, then please make suggestions. Otherwise I’ll look up some topics in my book and try to do it myself.

[Update: Holy crap look at this repository of iPython notebooks which explain data science stuff! Amazing.]

I definitely want to spend at least some time showing the audience how much the answer can depend on seemingly benign choices of hyperparameters and so on. If I end up with good examples I’ll be sure to share them here.

Beyond my tutorial, I’m also giving a keynote talk at an associated conference taking place at the very nice Hotel Sign, which is also where they’re putting me up.

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Aunt Pythia’s advice

Readers, so glad to be back with you this week, and many apologies for missing last week, but I was arranging my yarn collection.

It's all on ravelry.com now. Username cathyoneil.

It’s all on ravelry.com now. Username cathyoneil.

I’m back now, though, and reading interesting articles about the real life of a sex worker (not arousing, as it turns out) and recording my weekly Slate Money podcast (I’m particularly proud of this week’s episode on Disparate Impact).

Enjoy today’s column! And afterwards, please:

ask Aunt Pythia any question at all at the bottom of the page!

By the way, if you don’t know what the hell Aunt Pythia is talking about, go here for past advice columns and here for an explanation of the name Pythia.

——

Dear Aunt Pythia,

Must I go to my grandmothers funeral? I do not really even like her.

Greek Girl

Dear GG,

Let’s think this through. Your grandmother is dead, so she won’t mind if you don’t come to her funeral. Really the only people who are going to be bothered are the people in your family. If they are going to the trouble of having a funeral at all, I’d guess they think people should come to it. So your primary consideration, to my mind, is how much you feel obligated to them (assuming you care what they think about you in the first place).

Next, I don’t think you need to actually like someone to go to their funeral, but at the same time, if someone was really cruel to you, it’s totally acceptable to skip it. From the tone of your letter I’m guessing she wasn’t really horrible, though. So that’s not an easy out.

Finally, it may be difficult to get to, expensive, or time consuming. And you may be a busy person who doesn’t have extra time and/or money. If true, send your regrets and tell your family how much you’re looking forward to seeing them soon, at a happier time.

If it’s nearby and convenient, and your family really cares that you’re there, I’d say you’re stuck.

Good luck!

Aunt Pythia

——

Dear Aunt Pythia,

In this age of hyper-macho global finance, how come individual stock markets such as the NYSE have ‘trading hours’ instead of just being open 24/7? Are there no computerized trading algorithms that are willing to sacrifice their family life to stay at work until 4 am on a Sunday?

Just Idly Musing

Dear JIM,

Great question. The technology is there, certainly. But why then isn’t the trading happening?

The answer is more or less, people don’t trade 24 hours a day because people aren’t already trading 24 hours a day. It takes a certain amount of liquidity for trading to be efficient, and without that you end up with large spreads between buy and sell and nobody wants to feel like they’re wasting money.

Of course, the algorithms could run all day and night, but at the end of the day people watch over those algorithms (really!) and they want to sleep. Plus, it’s actually true that most people sleep at basically the same time in the same time zone, and that people in the U.S. are more likely to care about U.S. stocks.

The flip side of that is that soon after the NYSE closes, the Asian market opens, then the European market. So it’s not like there’s a lot of downtime as it is.

Aunt Pythia

——

Aunt Pythia,

I don’t believe in imposter syndrome. It’s all the rage to tell us successful women how we have imposter syndrome and many successful women are saying this about themselves as if this is somehow rooted in their psyche.

I am a successful woman and I’ve discovered that what happens when you reach a certain level of success is a huge backlash. That is, I was permitted to be successful from my quiet little corner where people could just appreciate my work and grant me their benevolence. But when my success went too far, and I left that corner and stepped up as an equal to my former benefactors, I began to have everything I did questioned and lowered.

Now, some of my former benefactors, the ones who have truly stellar positions in society, they are still benefactors because I am still far beneath them. Thanks to these truly well located folks telling me my work is better than ever and they expect even more from me, I have had the confidence not to develop imposter syndrome.

If I was left with all the trashing my cohort has showered upon me since I joined them, I could well develop all the symptoms of that syndrome but not because I have a psych problem but out of mistreatment.

Shouldn’t there be a term for this? Its not quite battered worker syndrome or battered employee syndrome, because I’m speaking of someone who is very successful. It’s not imposter syndrome because I don’t feel like an imposter. But it is something and it infuriates me and it is very, very common.

Fortunate Uber Cunt Kicked Effrontery Down

Dear FUCKED,

They say to “Lean In,” but I say, to what? To these douchebags? I’d rather not.

So yes, I think you’re right. When it’s called “Imposter Syndrome,” it’s often a way for people to dismiss us as inwardly insecure and, therefore, incompetent. It’s used as an excuse to explain the mysterious forces which keep us from succeeding further, in fact.

On the other hand, it sucks for everyone at a certain level, and you have to be just totally focused on success beyond anything else no matter what, whether you’re a man or a woman. So there’s that too. Said another way, if I were a man I still wouldn’t want to be in that rat race, personally.

My advice to you is, call it “being an Uber Cunt that nobody can handle” and refer to it – breezily and often – as a superpower.

Auntie P

——

Dear Aunt Pythia,

I have a question about the fair trade of blowjobs. (I also must acknowledge before I move on that I was never sure if just licking someone’s genitals w/o them getting off on it is considered a ‘blowjob’. I use it here more as a pre-sex tool than as a way to come.)

I enjoy giving them. I don’t see it as a chore, or something my partner needs to earn. (I’ve even given unsolicited blowjobs at first dates!) My latest partner of several years is more stingy about giving blowjobs though. He still makes the sex interesting with finger-play, etc, but I don’t know why he doesn’t constantly offer a blowjob into the sex like I do.

I tried bringing up this a few times, but he kinda avoided the subject with comments like “I am sorry, i know.” – I should also add “I am sorry” is his first response to anything.

But even without getting them, I like giving blowjobs. Though lately, I have been thinking if I should appropriate my blowjobs. Should blowjobs only be traded on a one-for-one basis so that one party don’t get exploited? Am I adding to the sexism in the world by giving non-deserving men blowjobs? Is this a bigger issue than I think it is?

What is your take on blowjobs?

Being Lewd Or Wicked Sexy?

Dear BLOWS,

Amazing question and sign-off. And I think the “unsolicited first-date blowjob” is a generous concept that will earn you quite a few fans among my readership. We are on your side!

I’d say a straight-up conversation with said partner is called for. Specifically, ask him what the conditions are that make him want to give you a blowjob, and how you can achieve them more often. Who knows, he might be squeamish about certain smells which you can solve with a quick shower. What a shame, after all, if that’s all it would take and you just don’t know. Communication, communication, communication.

Now, as part of that conversation, you should add that, because of the unequal blowjobbery in your relationship, you’ve found yourself thinking somewhat and surprisingly quid pro quo in the blowjob department. This will probably spur him to action, as the urgency of the situation will immediately be revealed. You don’t have to directly threaten him, mind you, just mention that the count is off, the blowjob equity is lacking, and you need some relief.

Or else, maybe you do need to threaten? I mean, try the talk first, but I do think reciprocity in bed is a basic requirement of a good relationship, and if he’s not up for it (as it were!), plenty of other men would be.

And: wicked sexy, not lewd.

Aunt Pythia

——

Dear Aunt Pythia,

I’m thinking about buying one of those test kits that takes a sample of your DNA and reports your ancestry. There are a few companies that sell kits: Ancestry.com, 23andme, and National Geographic’s Genographic Project.

I’m wondering whether I should be concerned about my DNA data being misused in any way. Would you do it? Why or why not? More info here.  

If you did get yourself genetically tested, what percent Neanderthal would you wager you are?

DNA Data Skeptic

Dear Skeptic,

Not sure. I don’t think I’d be too worried about my DNA being used, but that’s likely because I’m not financially insecure, I’m a US citizen, and I have health insurance. I think other people might be more worried. And even if the company I gave my DNA to doesn’t sell it or something, there’s always the chance they’d get hacked. So I’d go in thinking that my DNA would in fact be public knowledge.

On the other hand, I’m also not particularly interested in my heritage, so the very small interest would not overwhelm the small risk, and I’d end up not doing it.

Here’s the question I was hoping you’d ask: would I send away my DNA to get it tested for possible hereditary diseases? And the answer there is a firm no, because as I learned reading this article, the results on those kinds of test are terribly innaccurate and vary wildly depending on the company’s methods. This is not yet science. And I’m not sure if the ancestry thing is better or worse.

Come to think of it, I might suggest you do it just to see how the answered vary depending on the company.

Aunt Pythia

——

Readers? Aunt Pythia loves you so much. She wants to hear from you – she needs to hear from you – and then tell you what for in a most indulgent way. Will you help her do that?

Please, pleeeeease ask her a question. She will take it seriously and answer it if she can.

Click here for a form for later or just do it now:

Categories: Uncategorized

The tricky thing about disparate impact

Today I’m fascinated by the story described in this three-part American Banker series on the Consumer Financial Protection Bureau’s (CFPB’s) use of disparate impact, written by Rachel Witkowski. Disparate impact, according to the article, is a legal theory that says lenders can be penalized if they have a neutral policy that creates an adverse impact against a protected class of borrowers, regardless of intent.

Witkowski reports on the CFPB trying to understand and punish auto lenders for their process for figuring out fees and interest rates on auto loans. In general, the auto dealers, who work in partnerships with auto lenders, have discretion to add on some interest rate and pocket the difference. They seem to be pocketing fatter differences for certain populations, specifically black car buyers.

The problem is, it’s hard to measure exactly how much fatter and who is getting screwed, by how much. And in the world of law and punishment, it’s not enough to prove that there’s been a disparate impact – you have to actually make restitutions to the victims. So for example, the CFPB is in discussions with Ally Financial for exactly this problem, and the question is how much money to they give to which borrowers as a refund.

The first reason this is hard to get right is that auto dealers and lenders don’t actually collect race information, in contrast to mortgage lending, where it’s a requirement of the lending process, specifically to ward against redlining. So the CFPB, in its investigation, has to rely on proxy data like zip codes and names to guess the race of a given borrower. In fact their methodology is described in this white paper, but unsurprisingly the auto lenders under scrutiny complain it is not sufficiently transparent.

What that translates into is the possibility that some white car buyers people will get refunded accidentally and some black car buyers won’t, even if there were shenanigans going on with their car loan. From my perspective as a data person, this tells me that, as long as we have problems like this, we should probably require race to be recorded in a car loan.

That’s not the only problem, though. The thing about these modern cases of measuring disparate impact is that it’s a model, and models are extremely squishy things. Two people asked to build a disparate impact model on the same data will likely come up with different answers, because all sorts of decisions have to be made on the way. From the article:

Each financial regulator has its own method for determining disparities and harm in fair-lending cases, and each of those cases can differ depending on the business model of the bank and what variables the regulators will consider. The Federal Reserve, for instance, generally adds controls, such as geography, to the statistical model if the bank’s business model indicates that certain pricing criteria can influence the price or markup, according to a 2013 Fed presentation.

Given this uncertainty, plus the uncertainty of the race of the borrowers, you end up firmly in a land of statistics, where each borrower is assigned a probability of being minority and a probability of having been screwed. Then the question becomes, do we err on the side of under- or over-refunding these borrowers? The lenders, who are paying for this all, tend to lean on the side of not giving any money away at all unless we’re sure.

In this particular story, specifically in part 3, there’s even an expert consultant named Dr. Bernard Siskin who happens to work for both sides – the banks and the CFPB. The excuse for that questionable arrangement is that there aren’t enough statisticians who can do this work (my hand is raised!), but the end result is that Siskin seems to help the banks complain about exactly this issue: which version of the disparate impact model is to be used, and what kind of attributes will be controlled for, so that they can each get the least expensive settlement.

Here’s my theory. This is a big new field in statistics and data science, and this is just the tip of the iceberg. We will be seeing a large amount of work being done and tools being made which aim to measure and audit processes and algorithms, whether they are auto loans that discriminate against minority borrowers or car computers that bypass emissions tests. And we will have to develop standards by which we measure a company’s work. The standards won’t be perfect, mind you, and people will end up getting away with certain things, but at leas we won’t have the gaming that’s obviously going on now, because there will be a set way, hopefully reasonably thought out, to measure discrimination, or lying, or cheating, or what have you.

That’s the field I want to go into. Building models that call bullshit on other models.

Categories: Uncategorized

Strata and swag

Yesterday I gave a 5-minute lightning talk at a corporate big data conference here in New York called Strata+Hadoop World, put on by O’Reilly and Cloudera.

My talk was part of a session run by DataKind, aimed at talking about the ethics of algorithms. My 5 minutes were taken up discussing 5 ideas:

  • In order to do good with data, first you have to not do bad. Data scientists aren’t trained to think through the ethics and social impact of their work, so this is non-trivial.
  • We haven’t actually figured out the difference between correlation and causation. That means, in the context of social algorithms, that we blame the victim constantly. Think about the HR algorithm that decides never to hire another woman engineer because it notices how badly women engineers fare in the workplace.
  • Or, we could take the example of the justice system, where we use recidivism algorithms to figure out that poor black people are more likely to be arrested, and we decide to punish them even more as a result, instead of asking why the justice system isn’t serving to help them as much as it helps white or rich people.
  • Or, we could take the example of teacher assessment, where we blame teachers on student test scores, even though they have little power over them.
  • Conclusion: data scientists are de facto policy makers. We shouldn’t be.

So, the talk I gave was sparsely attended, with maybe 40 people in the room (which is actually more than we expected). I was happy to see those people, and many of them were earnest and thoughtful, to be sure. Danah Boyd spoke in the second session, as usual very eloquently, and I felt like there were far too few people in the room compared to who might benefit from hearing her.

But let’s face it, Strata is a celebration of big data in the corporate setting, and few people there were spending too much time fretting about ethics. It was dominated by its expo room, where dozens of data science platforms extending the hype of the power of big data were set to sell you magical thinking. There were also a few groups doing good stuff, to be sure, but the overall feel was similar to how it felt back in 2011, except bigger.

Not to be cynical! There’s plenty of other stuff going on that wasn’t in 2011, so really it’s fine. And plus, I did manage to meet up with some colorful ladies:

Picture taken by my buddy Debbie Berebichez

Picture taken by my buddy Debbie Berebichez

and I picked up an enormous amount of Strata swag (more here) because teenage sons:

This one is the cutest. Most of the other t-shirts I got had silly puns.

This one is the cutest. Most of the other t-shirts I got had silly puns.

If I had stayed longer I could have gotten plenty of free beer and food, not to mention more pens than I could ever use. There were even lego data science characters, but to get those I had to stay to listen to the pitch, which was a dealbreaker for me.

Conclusion: Strata fills a niche not unlike the New York Coffee Festival. Almost completely frivolous but fun for the participants, as long as you don’t get caffeine poisoning.

Categories: Uncategorized