Results of yesterday's personality poll: we're strange.

50 points by a-priori ↗ HN
On the hypothesis that this site selects for certain personality types that are different from the general population, I decided to run some simple statistics on the results of yesterday's MBTI poll (http://news.ycombinator.com/item?id=943722).

I compared the frequencies of each of the types to the population means on the Wikipedia article (http://en.wikipedia.org/wiki/Myers-Briggs_Type_Indicator#Type_dynamics_and_development). The results show that we are a very atypical group indeed:

  Using a binomial test at a 99% confidence level.
  ISTJ is significant:      1.82% ( 12/660) vs. 11.60% expected.
  ISFJ is significant:      0.61% (  4/660) vs. 13.80% expected.
  INFJ is NOT significant:  2.12% ( 14/660) vs.  1.50% expected.
  INTJ is significant:     31.21% (206/660) vs.  2.10% expected.
  ISTP is significant:      2.42% ( 16/660) vs.  5.40% expected.
  ISFP is significant:      0.15% (  1/660) vs.  8.80% expected.
  INFP is significant:      8.48% ( 56/660) vs.  4.30% expected.
  INTP is significant:     28.94% (191/660) vs.  4.30% expected.
  ESTP is significant:      0.45% (  3/660) vs.  4.30% expected.
  ESFP is significant:      0.15% (  1/660) vs.  8.50% expected.
  ENFP is significant:      3.33% ( 22/660) vs.  8.10% expected.
  ENTP is significant:      8.48% ( 56/660) vs.  3.30% expected.
  ESTJ is significant:      1.36% (  9/660) vs.  8.70% expected.
  ESFJ is significant:      0.76% (  5/660) vs. 12.30% expected.
  ENFJ is NOT significant:  2.27% ( 15/660) vs.  2.40% expected.
  ENTJ is significant:      7.42% ( 49/660) vs.  1.80% expected.
The data are up-to-date as of about 20 minutes ago. Here's the script I used to generate these results: http://gist.github.com/236850

EDIT:

Here are the results broken down by pairs:

  FP is significant:     12.12% ( 80/660) vs. 29.70% expected.
  TP is significant:     40.30% (266/660) vs. 17.30% expected.
  FJ is significant:      5.76% ( 38/660) vs. 30.00% expected.
  NJ is significant:     43.03% (284/660) vs.  7.80% expected.
  NF is NOT significant: 16.21% (107/660) vs. 16.30% expected.
  TJ is significant:     41.82% (276/660) vs. 24.20% expected.
  NP is significant:     49.24% (325/660) vs. 20.00% expected.
  NT is significant:     76.06% (502/660) vs. 11.50% expected.
  EN is significant:     21.52% (142/660) vs. 15.60% expected.
  EJ is significant:     11.82% ( 78/660) vs. 25.20% expected.
  IP is significant:     40.00% (264/660) vs. 22.80% expected.
  IS is significant:      5.00% ( 33/660) vs. 39.60% expected.
  EF is significant:      6.52% ( 43/660) vs. 31.30% expected.
  IT is significant:     64.39% (425/660) vs. 23.40% expected.
  IJ is significant:     35.76% (236/660) vs. 29.00% expected.
  IN is significant:     70.76% (467/660) vs. 12.20% expected.
  ET is NOT significant: 17.73% (117/660) vs. 18.10% expected.
  EP is significant:     12.42% ( 82/660) vs. 24.20% expected.
  ES is significant:      2.73% ( 18/660) vs. 33.80% expected.
  IF is significant:     11.36% ( 75/660) vs. 28.40% expected.
  SP is significant:      3.18% ( 21/660) vs. 27.00% expected.
  ST is significant:      6.06% ( 40/660) vs. 30.00% expected.
  SJ is significant:      4.55% ( 30/660) vs. 46.40% expected.
  SF is significant:      1.67% ( 11/660) vs. 43.40% expected.
Apparently, 76% of Hacker News is an NT type of one type or another. I've updated the Gist link above with the code that computes this.

51 comments

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Surely, given the fact that one group is vastly over represented(in this case INTJ), it is hardly a surprise that the others have distributions that are skewed as a result?
Certainly true, and I'd definitely include INTP in that as well. I'm not sure how to adjust this analysis to reduce that influence. To be honest, statistics is not my forté.

Any suggestions?

Of course, this really only shows the personality types of people on HN who answer polls. Still, that INTJ/INTP domination is kind of amazing.
Oh, yes. Caveat emptor and all that. This is self-selected, took significant effort to do (so possibly eliminated busy people), and the test itself is based on questionable science. This analysis assumes that none of that had any significant bias.
Well if anything you'd expect a bias towards sensing/feeling for these kind of tests wouldn't you?
I didn't do the poll and am INTP so I assume it is representitive
I should admit that for most of the questions, I could not come up with the correct answer (yes/no). I feel I answered many incorrectly. Did anyone else have difficulty in answering the questions objectively?
I had this problem with quiet a few of the questions, but the end result (INTJ) seems to fit well to me when reading the description. This could just be that I haven't read the other descriptions and am bending it to fit to myself subconsciously though.
but the end result (INTJ) seems to fit well to me when reading the description. This could just be that I haven't read the other descriptions and am bending it to fit to myself subconsciously though.

Yes. It is very likely that once you have gone through what appears to be a laborious procedure to generate a description, you will accept whatever description comes out of that procedure.

http://en.wikipedia.org/wiki/Forer_effect

http://www.skepdic.com/forer.html

In this case I think there's a simpler explanation: the result fits us well because there are so many overlapping questions. You might answer one question in a way that indicates you as an extrovert, but there will be many other answers that will clearly mark you as an introvert.
They're decidedly NOT objective questions. M-B is deliberately built to be non-judgemental. All answers to a good test will be equally "right".
You could try what I did once: give yourself two columns to put answers in. When you have an unambiguous response, put it in both columns; for questions where you're ambivalent, put each answer in one. Then do the results on each column. I found this surprisingly meaningful.

Gives literal meaning to the phrase split personality :)

Most significantly, 502 out of the 660 respondents (76.1%) are type NT (11.5% expected). With a single significant exception (INFP), every non-NT group is underrepresented. Conversely, every NT group is overrepresented, even the extroverted types.

Perhaps our Erlang-flooding people-filter has some influence on this.

Thanks, I just updated the original post to include a break-down by pairs.
Cool compilation. The NT (logicalness) is strong. It also seems introversion is strong too.
I didn't answer the poll because I don't believe in Myers-Briggs Type Indicators.
Would you care to explain the massive discrepancies?

If they are meaningless then I'd have expected randomness...

Self-selection?
This is actually in line with the Myers-Briggs philosophy though. The idea is that people are their "own best judge" of their personality.
If people are self-selecting into groups then those groups must have meaning to the people that select into them, mustn't they?
If people are self-selecting into groups then those groups must have meaning to the people that select into them, mustn't they?

People are responding to individual items, one item at a time, in an unvalidated test. Then they see a group characteristic description and the Forer effect (the fallacy of personal validation) leaves them convinced their answers to the unvalidated questions led to new information, which is the issue that still needs to be demonstrated by a validation study.

Except that, for instance, anything labelling me as F rather then T is clearly nonsense.

There are a couple that I could interpret as "somewhat like me" and several that are clearly not me at all.

Does seeing the results affect your belief?

If you take as a given that the HN population is not representative of the population at large, then it is clear that Myers-Briggs measures something, as it correctly identified that.

If you'd asked me for a hypothesis before the survey, I would have predicted a significant overrepresentation of NT-types. That would seem to give the test some predictive value, unless you attribute the full significance of the findings to selection bias in who chose to answer (in which case Myers-Briggs would be an outstanding predictor of who will answer surveys).

It's limited to sixteen personality types and most have trouble picking just one so I think it's fairly useless.

I can be extremely charming, I like being outgoing in large groups, and a friend of mine said I was probably the most popular person in high school. I also dislike most people so I spend a lot of time online. I can be extremely rational and I have little problems programming computers, but I often make irrational decisions on a whim because I trust my subconscious way to much.

So, I don't know am I an introvert or an extrovert, rational or irrational? I honestly don't know and I don't think picking one is important because they don't tell me something I don't already know.

OK, I may have overstated my opinion on this. You can probably say something about people using Myers-Briggs. However I feel weird beeing categorized like that. I am beeing typed as an introvert but I don't see myself as beeing introverted at all. This stuff is too vague and subjective for me to have any meaning (I guess you are gonna type me based on this??).
Don't you find it at least interesting that HN readers are 7 times over represented in the "NT" or "Rationals" class? This is far beyond any self selection bias.

My point is this: Just because you don't buy into the whole M-B system, can't you appreciate that it is at least good at indicating what type of group answered it? IE - Hackers vs Painters vs Philosophers.

Maybe NT types are 7 times more likely to take M-B personality tests when offered them. I didn't take the test either.
This is far beyond any self selection bias.

That remains to be demonstrated with respect to "HN readers," because the group of people who responded to the online poll are very likely not a representative subset of HN readers in general.

Response groups can number in the millions and still be biased by self-selection. There are well known historical examples taught in any good elementary statistics class.

http://mathforum.org/kb/thread.jspa?threadID=194473&tsta...

http://aurora.wells.edu/~srs/Math151-Fall02/Litdigest.htm

http://historymatters.gmu.edu/d/5168/

Even IF the response was just self selection bias, it would still show that NT types that hang out at Hacker News are more likely to take online polls. If the types were completely meaningless, then this wouldn't have happened.
The ridiculous overrepresentation of INTJ and INTP has shown up everywhere I've been on the internet -- not quite to this degree, though. That may have something to do with the places I go, though, since I consistently test as one or the other.
Yup, I've found that as well. For example, here's a poll of 4chan's /jp/:

http://i36.tinypic.com/3011z11.png

It matches up surprisingly well with HN, except that (perhaps as expected) the results are 97% I.

Wow, so why are people interested in Japan extremely shy? It doesn't seem like cosplay is inherently an introverted activity.
Perhaps it has something to do with the kind of person who enjoys interacting via little snippets of plain text on a screen.

Merely reading and writing are "odd" activities. Humans aren't born knowing how to do them (unlike, say, walking or talking) and not all humans enjoy them in the same way.

Maybe the underlying figures that are claimed for the general population are just wild-ass guesses, and there is no "overrepresentation" at all on the Internet. The other replies already posted to your post suggest other possibilities too.
Would anybody be interested in sharing the results of the Gallup's "Now Discover Your Strengths" results? Maybe a few of us also have results on that.
The work you've done is interesting and I appreciate it, but it's really nothing more than a "precise estimate of a wild ass guess".

I have tested as INTJ many times before, but yesterday my result was ESFJ. Go figure. I've been a programmer all my life and I have the classic personality. All I did was answer their questions. I remember thinking that many of my answers could have easily gone either way. Maybe if I took it today (which isn't a Monday), some answers would be different. I have no idea why the result would vary so much.

You are doing analysis to 4 significant digits of work based upon the appropriateness of questions with no significant digits. You've built a concrete structure on top of quicksand. Nice job, but I really don't think it means much.

Maybe the results aren't significant to full 4-digit precision and maybe individuals participating didn't test to their full true "type" ... but when large numbers participate we start to uncover some truth. It's nice to see the analysis.
when large numbers participate we start to uncover some truth.

Only true when the large numbers are representative of the whole population because the sample is random, as any elementary statistics textbook will point out, and as I pointed out in the previous thread: This kind of voluntary response poll would have exactly NIL value in answering the question that appears to be asked here, which is, what Myers-Briggs types are there on HN? The people who come forward to answer the poll are not a random sample of the tens of thousands of people who read HN.

http://mathforum.org/kb/thread.jspa?threadID=194473&tsta...

http://aurora.wells.edu/~srs/Math151-Fall02/Litdigest.htm

http://historymatters.gmu.edu/d/5168/

A response group can be ever so large, but if that group was not randomly selected, there is no particular reason to suppose that it accurately represents the population of interest.

The results vary so much because a fundamental tenet of Myers-Briggs is that Intro/Extroversion and all the other things they claim to measure aren't normally distributed.

It's as if you measured height and had to classify everyone into tall or short because your theory suggests that no-one is average height. Obviously most people are going to be actually hovering around the average but the minor variations in height and measurement combined with an abitrary cutoff mean that one day large chunks of people will be "tall" and the next they'll be "short" and vice versa.

And yet, based on your testing, one day you'll be telling these people they'd be ideally suited to basketball, then next suggesting they become jockeys.

http://en.wikipedia.org/wiki/Myers-Briggs_Type_Indicator#Sta...

Thanks, I appreciate your feedback. Yes, I definitely should not have given anything to four significant figures. I did that without thinking; none of the calculations are precise enough to warrant more than three at most.

I've kept my opinions out of this discussion so far, but I definitely agree with what you say about the test. While the MBTI undoubtedly indicates something, its utility and validity are questionable. It's interesting for novelty value, but that's about it.

I'm definitely in the same boat as you: at various times over the past 5 years or so I have scored as INTP, ENTP and ISTP, so in both our cases, test-retest reliability is an issue. (I didn't take the test yesterday, because at this point I feel I'm too familiar with it to answer without bias.)

I make no claims about how valid this analysis is; it's certainly not going to appear in a statistics journal any time soon. I just decided to do it for fun and was surprised by just how drastically different the results are from the general population.

I think Myers and Briggs would argue that the test is a reflection of how you see yourself. If you get different results, it's because how you see your personality has changed. I've tested differently in the past, but as I've gotten older, I pretty consistently come up with INTP. I think that's because I know my personality better by now.

At the end of the day, all that matters is how you view your own personality. The test is just a way to try to pry that data out of your brain.

If that's the case, then it defeats the entire purpose of the test. It's not a personality test anymore, it's a self-image test. The idea of a personality test is to dig below your self-image to get a picture of what your 'innate personality' is. Whether they're successful at doing this is another story, but that's the idea.
I don't think there's such a thing as an "innate personality" - I'm a very different person than I was 10 years ago, and having just taken the test right now, the results are also likewise different (INTJ -> ESTJ if anyone's interested).

IMHO your personality is not something set in stone - it's a rather slow-changing beast surely, but I think it's a fallacy to believe that it's somehow cemented by some age.

Bear in mind that this is psychology we're talking about here. There are always going to be complications and areas that are fuzzy and undeterminable. That's just the nature of the beast.
Somewhere in the hitch hikers guide there is this line: "I can work out your personality problems to 6 decimal places", I never thought I'd see that in real life.
His analysis doesn't depend on how many significant digits there are: he's doing a hypothesis test, so all that matters is whether one number (a p-value which was not shown) is bigger than a threshold (.01). The fact that it is in most of the cases means that the variance in results that you mention has been handled by the sample size.

So I do think the results are meaningful.

You are criticizing the MBTI model because it didn't work for you today? And what about the other millions of people who have taken it? You are quite willing to criticize something as quicksand when all you have is a subjective feeling.
There seems to be a bit of misunderstanding about the purpose and intention of this test, and the Myers-Briggs type system. I'm by no means an expert, but I know enough about the system to see there are some knee jerk misunderstandings going on here. So feel free to correct me if I get anything not exactly right, but this should raise the level of discourse on this subject a bit I hope.

To talk intelligently about the results of the test, you must first understand the vocabulary they are using. That vocabulary is more technical than the common understanding of the words that are used to name the categories. This test, love it or hate it, was created by people in the sciences, and the categories, whether useful as predictors or not, have specific definitions.

The M-B test is centered around four behaviors [(N|S)(F|T)] and two attitudes [I|E]. The attitudes are perhaps the most commonly misunderstood, because we have strong natural usage around the words extrovert and introvert that is quite different from the technical definition in the M-B system. For starters, it is probably safe to just think of these as modifiers on the behaviors, such that an extroverted behavior is directed out to the world, and an introverted behavior is directed towards your mental life.

Of the four behaviors [(S|N)(T|F)], two behaviors function to Judge the world (Thinking, Feeling) and two behaviors function to Perceive the world (Sensing, iNtuiting). Feeling is another misunderstood one. While it includes "emotional" decisions, it also includes "going with your gut".

The least obvious piece of the system is how the four letters interact. Lets take INTP, since for once, we are the majority here, and it is mine, so I can use myself as the subject to discuss rather than the obnoxious "If one is a ... than he/she..."

What these four letters do (yes, in theory) is establish my PREFERENCE for these behaviors. From INTP, my core type is NT or Rational (according to Keirsey). I prefer to perceive through iNtuition, and decide through Thinking.

The I and the P are modifiers on those types. The P tells me that, when interacting with the world (in my Extraverted attitude), I prefer to be in a Perceiving behavior. The [I] tells me that, all other things being equal, I prefer to be in an Introverted attitude.

The primary piece of M-B theory that I find interesting and worthy of debate is this: A person has a primary Perceiving and Judging behavior, and they tend to prefer to use one in an Extraverted attitude and the other in an Introverted attitude.

This implies that, since I prefer to use my Perceiving behavior (iNtuiting) in my Extraverted attitude, I prefer to use my Judging behavior (Thinking) in my Intraverted attitude. This is the difference between an INTP and an INTJ.

So, M-B would say my two main behaviors are Ne and Ti. Ok, now let's deal with the [I]. This tells us which, of the two attitudes I prefer. So, according to M-B:

My primary behavior is Ti

My secondary behavior is Ne

My terciary behavior is S(i) (sometimes i is not shown)

My inferior behavior is Fe

One actionable result for me from taking this test has been that it reminds me that I have a tendency to under use my extraverted feeling decision maker. Which I have found to be true, and so I make sure to consciously bolster this response when the opportunity to use it presents itself.

In closing, it is crucial to remember that this test determines PREFERENCES. It says NOTHING about ability or correctness. If you have Judged Thinking better than Feeling, or think you can perceive more by Sensing than iNtuiting, than you are probably out of touch with your other behavior. I believe that we should all strive to be very balanced on this test.

However, I do agree with M-B theory that people do have a tendency to gravitate to the poles, often because of strength or social culture. I believe one of the best uses of this test is to recognize which behaviors you prefer, and also recognize the ones that you could benefit from giving more atte...

This is a fun analysis to see. Here's a suggestion for cleaning up the stats, though it won't help you get around people noting that there's a selection bias for the poll results themselves.

If you're interested in showing that the frequency distribution for personality types is different on Hacker News than in the general population, then the right way to show this would be to run a single multinomial test to see whether your empirical multinomial distribution is outside of the range of chance variation from the canonical distribution listed on Wikipedia for the MBTI. See http://en.wikipedia.org/wiki/Multinomial_test for a description of this hypothesis test.

To give you a sense of why your multiple comparisons across binomial tests is problematic, imagine that the INTP group is underrepresented because all of the people who would test as INTP tested as ENTP this time around; in this case, you run two different binomial tests, but you really only have one result, because the size divergence in one group is effectively the cause of the size divergence in the other group.

I hope that makes it clear why you should really treat your data set as containing an N of 1 and doing a simple null hypothesis test of the probability of getting your results given the canonical values for the global multinomial distribution, rather than testing based on a series of binomial marginal distributions.