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Cryptology Research for High School Student?

John3 asks: "My daughter is enrolled in an Advanced Science Research (ASR) course, at the local high school. The students join the program in 10th grade, choose a research topic, and then locate a mentor to work with them on their topic until high school graduation. My daughter took a cryptology course this past summer, and now she has chosen cryptology for her ASR topic. Most HS students pick mainstream research fields (medicine, genetics), so her science teacher is a bit unsure of where my daughter might locate a cryptology research project appropriate for advanced high school students (especially one that doesn't require security clearance). I'm hoping my fellow Slashdot readers might know of current cryptology/cryptography research projects that offered opportunities for a high school student to participate."

43 comments

  1. Math teachers! by Jtoxification · · Score: 5, Insightful

    She needs to visit the math department of her local university.

    --
    --I gots 99 problems but a new machine ain't one!
    AMD! Asus! Whoot! 6 years!
  2. Speaking as an HS student who's done CS research by Anonymous Coward · · Score: 1, Insightful

    Just give her access to all the texts and digital paper libraries she may need. After a while, she'll naturally acrue enough knowledge to start interacting with profs in the field and have interesting ideas.

    The key point is for her to clock in the background knowledge by spending time each day learning more. However, it needs to be self motivated with no outside pressure, else it won't be a fun and trully motivated effort.

  3. Cryptography for fun and... more fun. by Shazow · · Score: 3, Interesting

    Not exactly on topic of finding a mentor, but this request reminded me of my early Computer Science studies when my friends and I took turns coming up with encrypted strings, posted them on a newsgroup we frequented, and made it into a competition as to who could decrypt it first.

    We started with simple stuff like letter substitution, ROT13, etcetera. And then moved on to masking and all sorts of fun/complicated algorithms. This was very educational, in the sense of learning about cryptography. We learned interesting concepts, and rapidly developed tools/scripts/methods for attempt to decrypt arbitrary strings.

    Much fun.

    - shazow

  4. Replicate the MD5 Collision Stuff by queenb**ch · · Score: 4, Interesting

    Why not have them replicate some existing work? That's usually a good way for folks to get a feel for what's going on. Since the MD5 collision source code got published recently, why not have them try to replicate that?

    2 cents,

    Queen B

    --
    HDGary secures my bank :/
  5. This is hard by Zork+the+Almighty · · Score: 3, Interesting

    It is extremely hard to suggest anything here unfortunately. Most mathematical research in this area requires a very strong background, and students generally just don't have the experience. The best thing you can do is point her at relatively new areas. Along those lines, I suggest quantum computing. Very few people "get" quantum computing right now, and its relatively easy to get started. From the description of the other course I gather she can program in some sort of language. Get her to simulate quantum computations on a regular computer - use a high level programming language. Then you can start investigating quantum algorithms. Start with simple algorithms like searching and sorting, and build up to quantum algorithms like Shor's algorithm for factoring integers. For the research component, have her try to devise a quantum algorithm for some sort of problem. Relatively few people have looked at this, so the field is wide open.

    --

    In Soviet America the banks rob you!
    1. Re:This is hard by emynems · · Score: 3, Interesting

      I would also strongly recommend her pursuing the quantum computing idea. When I was in high school (just a few years ago) I wrote a quantum computing algorithm that analyzed the effects quantum computing will have on hash functions. I also made modifications to a quantum simulator (written in C, run on a linux laptop) for a more "experimental" and tangible final project. I recommend starting out with a book: "A Shortcut Through Time: The Path to the Quantum Computer" (http://www.amazon.com/gp/product/B000AXRTYM/qid=1 136705266/sr=8-8/ref=pd_bbs_8/104-0428655-4663948? n=507846&s=books&v=glance) to think about which cryptology problems could be solved with a quantum computer.

    2. Re:This is hard by mr_tenor · · Score: 1

      Quantum computing? I was a software/pure-maths undergrad and was investigating a thesis in formal models of quantum computing. It involves lots of algebra (REAL algebra), tensors, modules and funtional analysis. I can't imagine a high school student even being able to read one sentence of anything written about how quantum computing works.

    3. Re:This is hard by scheme · · Score: 1
      It is extremely hard to suggest anything here unfortunately. Most mathematical research in this area requires a very strong background, and students generally just don't have the experience. The best thing you can do is point her at relatively new areas. Along those lines, I suggest quantum computing. Very few people "get" quantum computing right now, and its relatively easy to get started. From the description of the other course I gather she can program in some sort of language.

      Just because it's a new field doesn't mean that it's easy. In fact, given that quantum computing looks at intersections betweeen regular computing and quantum mechanics, it requires a solid understanding of the standard computing theory and the physics of quantum mechanics that is being used.

      I don't see how anyone can do meaningful work in quantum computing without understanding the mathematics of quantum mechanics (Hilbert spaces, group theory, vector spaces, algebras), the physical applications of those mathematics and how that can be applied to computing theory and algorithms.

      This is probably not something that a high school student would be able to do even an advanced one.

      --
      "When you sit with a nice girl for two hours, it seems like two minutes. When you sit on a hot stove for two minutes, it
    4. Re:This is hard by The+Clockwork+Troll · · Score: 1
      Ain't abstraction grand?

      There's nothing too formal needed to experiment with nondeterministic models of computation.

      --

      There are no karma whores, only moderation johns
  6. More Needed by nigelvthomas · · Score: 1

    Be wary of lock-in mechanisms like in some EU states where H.S performance dictates -generally- one's educational path. But with this aside, America should pursue challenging coursework for H.S age students. Linking market demand with student interest. It is underapprecatied how Indian math education [c.s probably also] is ahead of the U.S in highschools. Too bad there's no standardized certification program for such advanced h.s coursework mediated through the web by a federal authority...

  7. Mentor by Anonymous Coward · · Score: 3, Interesting

    There are plenty of jobs our there that deal with encryption that don't require a security clearence, or much math. Heck, Adobe was using ROT13 for parts of their drm in 2002...

    The point is, lots of companies now use encryption in their products, and there is lots of interesting research to be examined about how products are using encryption (lots of products do it pretty bad, but a few do it really well). Go find a drm product, or vpn product, or any wifi developer and they will be doing something with crypto. Look at the work by the girl who optimized DES (? irrc, might have been aes) as her high school project.

    That being said, if you think you've got a new encryption algorithm at that age, you will probably see it as an example problem in your crypto classes later on in life. Leave new algorithm to the .gov and .edu institutions that have hundreds of man-years of math research to build from.

  8. Call the local college by Seraphim_72 · · Score: 1, Interesting
    She is going to need insane computing power one way or the other. If you can convince the local community college to let her use their machines for a sunday she may have a chance. She will need to be able to get multiple machines to run cocurrently (ala MOSIX etc.) but that is a different issue. If she is in the Mpls/StP area, I can offer our machines for this if you want, reply to this and I will post my email.

    Sera

    --
    Slashdot, where armchair scientists get shouted down and armchair theologians get modded up.
  9. not sure but there's a good summer program by BoomTechnology · · Score: 4, Informative

    http://www.mathismylife.org/ --CMST (center for math science and technology) has/had a really good summer program in classical cryptanalysis funded by the NSA and taught by employees of the NSA. I took it several summers ago -- very interesting. Very diverse age-group in it, but it was a very challenging course and provides a good base for entering the cryptology field -- they started off with basic mono-alphabetic shifts, and worked their way up to matrix-based algorithms and statistical analysis. At the end there's something crazy like a challenge with 23 different cryptograms that must be solved (that no one almost ever does)...something to look into, though this year it looks like they're having trouble finding a venue.

    --
    Now then, Dmitri, you know how we've always talked about the possibility of something going wrong with the Bomb...
  10. Find a protocol and break it by Anonymous Coward · · Score: 1, Interesting
    The ones in the cryptographic literature tend to be okay, or have very subtle flaws, but there are lots of protocols thought up by inexperienced people that nobody has gotten around to breaking yet. Take a few, and the chances are excellent you can find a flaw in one of them.


    CPRM might be a bit advanced for high school, but a practical break is an undergraduate homework assignment. (Hint: Assume you have known plaintest for the encrypted media key. How many trial encryptions do you have to do before finding a player key?)


    Note that this is a PROTOCOL, not a CIPHER. You can build a flimsy building out of indestructible bricks, and people do it all the time.


    In general, the best possible exercise is breaking something, even if it's a bit of a straw man. Implement a discrete log solution (given g, p, and y = g^x mod p, find x) for composite p with known factors less that some convenient limit like 2^32. Or show how to recover a DSA secret key given two different signatures with the same k (and thus r).

  11. University Researchers by D.A.+Zollinger · · Score: 1

    If you are serious about finding someone locally who would be able to help mentor, I would try the local university. Depending on what kind of institution is available, you should find at the bare minimum a PHD in computer science who might have some knowledge about the subject who could be a mentor. If your university has a good computer science dept, you might find post graduate students and post doctorate students doing research in this very area with a professor guiding them. Best thing to do would be to talk to the computer science dept. at the local university, and if possible talk to the chair of the dept. explaining what you are trying to do, what kind of time commitments a mentor might have, and how your daughter could get involved. Best case senario, your daughter will be on the fast track to being accepted to a computer science program in the best schools in the world for her college level experience.

    --
    I haven't lost my mind!
    It is backed up on disk...somewhere...
    1. Re:University Researchers by koryn · · Score: 1

      s/computer science/mathematics/

      and you'll have a chance of finding someone who actually knows what they're talking about.

    2. Re:University Researchers by John3 · · Score: 1

      Luckily we live in the NY Metro area within driving distance of a large number of universities. We found a few online lists of programs (
      here and here) via a post in the sci.crypto newsgroup.

      --
      "We make our world significant by the courage of our questions and by the depth of our answers." Carl Sagan
    3. Re:University Researchers by Jtoxification · · Score: 1

      Ask 'em about Elliptic curves and probability-related algorithms - those are both pretty hot in the academic world atm, iirc. Btw, you may need to search through a few before you find a researcher willing to talk - or willing to fill in the blanks (which might take a few months) - but if you find a good one, the problem won't be getting 'em to talk, it'll be getting 'em to shut up about the topic ;-)

      --
      --I gots 99 problems but a new machine ain't one!
      AMD! Asus! Whoot! 6 years!
    4. Re:University Researchers by Jtoxification · · Score: 1

      Oh and don't let those other slashdotters scare you - yeah, it's a big area of research, and there's a lot more info to cover, but she's gotten this far give her some credit! ... after reading the class description, I'm honestly impressed. Good luck!

      --
      --I gots 99 problems but a new machine ain't one!
      AMD! Asus! Whoot! 6 years!
  12. Not exactly research, by Clockwurk · · Score: 1

    but the NSA has a website just for kids that has some puzzles, basic crypto problems, and simple ciphers. They call it the page for "Americas Future Codemakers & Codebreakers". They also have crypto-themed cartoon characters like Rosetta Stone and Decipher Dog.

  13. I don't mean to be insulting by poopdeville · · Score: 2, Insightful

    I don't mean to be insulting, but there's no way she could comprehend anything for which she would require security clearances. OK, I suppose it's logically possible, but if she had the mathematics background necessary to it, she wouldn't need your advice for sources of information. Just take her to a university library and look for books in the field from the "Undergraduate Texts in Mathematics" (also called "UTM"s) by the Springer-Verlag publishing house. If she doesn't get that, she's in over her head.

    --
    After all, I am strangely colored.
    1. Re:I don't mean to be insulting by peacegoddss · · Score: 1

      I can't believe the answers I'm hearing. You are insulting. I just finished seven years of classwork and research and have a ph.d and i have a question for you, mr smartguy, haven't you ever heard of modifying a topic or looking at it in a more creative way. A lot of suggestions are really good and of course anyone can do research at whatever level they are on. High school dropouts buy cars and manage to research what they want.
      No offense,

      Dr peacegoddss

  14. Definitely possible by avorpa · · Score: 3, Insightful

    I think I'm more qualified than most to answer this, since I in fact wrote my first published paper when I was in high school, and it was on cryptography. Most of cryptography is just maths, which is actually more accessible to beginners than other subjects since you don't special lab equipment. I'd say the best way to get into it is to think of a cryptographic problem you'd like to solve, and then just work on it. The problem that got me started was how to prove that you're a member of some group without revealing your identity. There are many different solutions, with different tradeoffs -- so even if a problem is supposedly solved there is often scope for new solutions.

    For an idea of where cryptography research is going these days, she should read eprint.iacr.org. A lot of those papers are pretty technical and heavy going, but it will at least give some starting points.

    The biggest problem I'd see is not finding a feasible problem, but finding a teacher capable of marking it. I know none of my high school teachers could have marked my cryptography research.

    1. Re:Definitely possible by John3 · · Score: 1

      Thanks for the suggestions! I had someone else direct her to the eprint.iacr.org as a place to browse for topics as well as potential contacts.

      --
      "We make our world significant by the courage of our questions and by the depth of our answers." Carl Sagan
  15. Some ideas by swillden · · Score: 4, Insightful

    Before you can answer that question, you have to figure out what is meant by "research". There's fairly little in the area that professional cryptographers consider to be research that would be accessible to even a very precocious high school student.

    However, it's doubtful that the intention of this project is actually to advance the state of humanity's cryptographic knowledge. Realistically, the goals is to find a challenging and educational project for the student, and something that is not obvious to most non-cryptographers.

    Given appropriate expectations, I think there are lots of things a fairly sophisticated high school student could do that would be worthwhile, particularly if you want to look beyond cipher design. Some of the areas that might be interesting include:

    • Cryptanalysis. Attacking full-blown, real ciphers is not a good place to start, but breaking some reduced-round variants, old, already-broken ciphers, or just researching cryptanalytic techniques could be an excellent project.
    • Protocol design. Much more real-world work is done in this area than on ciphers. Ciphers are really just building blocks, to do something useful you need to build a protocol. Pick a real-world problem, choose an appropriate set of tools (ciphers, hash functions, hardware, etc.) and then design a protocol that solves the problem. Then analyze the protocol, try to identify any weaknesses (it's helpful to study on typical attack routes; some of them are very non-obvious) and then try to fix the weaknesses. By way of example, one problem I used in some classes I taught a few years ago was that of an electronic purse. Given a smart card that can store data, perform calculation, perform 3DES en/decryption and perform SHA-1 hashes, design a secure electronic purse. There are three parties involved, the cardholder, the merchant and the bank (who issues the card and loads the value). Define all of the messages between all of the entities and card and assure that no party can defraud any other.
    • Protocol analysis. Take a real-world crypto protocol, like, say SSL, and analyze it with respect to various attacks. Explain how and why it resists each attack (or not!).
    • Key management. Assume some real-world problem with already-defined protocols and try to come up with a way for the involved parties to distribute/manage/agree upon keys. Then attack it from various perspectives, including that of an insider. Try to strengthen it so that even an insider with full access to the system can't subvert the system.
    • Cipher/protocol implementation. Assuming the student is a capable programmer, an interesting challenge is to implement a cipher or (simple) protocol, then try to prove that the implementation is correct and does not leak information.
    • Attack implementation. Take a known attack, such as the recently-published MD-5 collision attacks, the RSA attacks that prompted the development of OAEP, an attack on some reduced-round cipher variant, the SSL man-in-the-middle attack, WEP cracking, etc. -- there are thousands of options -- and try to implement it. Note that many of the attacks require a great deal of statistics, and are probably beyond most gifted high school students, but there are plenty that are accessible (though this also requires programming skills).
    --
    Note to ACs: I usually delete AC replies without reading them. If you want to talk to me, log in.
  16. Never underestimate the power of a high schooler by miforbes · · Score: 2, Insightful

    I went to a Magnet high school (http://mbhs.edu/departments/magnet/) (a public school that takes in the top 100 students from the county to teach them an advanced curriculum) and part of the requirements for earning a Magnet diploma was to do a Senior Research Project (SRP) that sounds very much like ASR. To find a mentor (I wanted to do theoretical computer science, I had done some independent research on graph theory in my own time) I emailed a professor at the University of Maryland and worked over my 11th grade summer with him. I came up with a result, not important enough to get published, but it won me this award: http://www.sciserv.org/sts/64sts/Forbes.asp and got me into MIT.

    For advanced topics such as cryptography the best bet is the local university. There are also a bunch of government facilities out there that do research. Some of the best places (mostly in the DC area, however) are the NSA (http://www.nsa.gov/careers/students_1.cfm) and NIST (http://csrc.nist.gov/) (NIST can offer housing, btw). There is also a great program for high school juniors at MIT or Caltech (no cost): http://www.cee.org/rsi/index.shtml .

    Just to show that high-school cryptography research is possible: http://www.sciserv.org/sts/60sts/Dunn.asp . This guy is the older brother of one of my friends (both who went to the same high school program as I) and I believe he did his research at NIST.

    -Michael Forbes

  17. Why not the more open area of information leakage? by Anonymous Coward · · Score: 1, Interesting

    Cryptography in its modern form certainly has areas an exceptional high school student could explore, but I suspect most students would be daunted or bored by most work in it.

    However there's lots of exciting forms of information leakage exploits that a high school student with a modicum of math & computer background could explore, especially if they spent a little while studying an introductory machine learning or information theory textbook. For example:

        1. crack passwords by listening to keyboard sounds
        2. determine what a computer user is doing by watching their mouse
                hand, the light shining on the back wall of their office,
                their keyboard motion, or their facial expressions
        3. write a password search routine that is informed by all unencrypted
                information on their computer drive, public information about them
                found on the internet, etc
        4. predict whether a corporation is going to announce a major transaction
                by looking at public information about their executives travel behavior
        5. use videos of poker player's faces to predict the strength of their hand

    These kinds of projects have almost infinite freedom and room for a clever or creative student to do something truly new. The techniques used are different than the basic methods of mainstream cryptographic, but certainly related.

  18. Ask the nearest university by jasoegaard · · Score: 1

    Ask the math department of your nearest univeristy for help.

    A true reasearch project might be somewhat of an undertaking, but
    they can probably find something appropriate.

    BTW - don't cheat yourself of trying Simon Singh's CD-rom
    on cryptology: http://www.simonsingh.net/Shop_-_Crypto_CD-ROM.htm l

    --
    -- A Mathematician is a machine for turning coffee into theorems. - Paul Erdös
  19. cryptology museum by SlamMan · · Score: 1
    --
    Mod point free since 2001
  20. How about PGP? by pbhj · · Score: 1

    I was going to recommend reading Singh's book (see link) but it seems it was the course text so ...

    Perhaps something a little less maths-y (or math-y if you're US-ian). She could study the use of PGP, the basics behind the cryptography, it's place in current email systems, historical export restrictions, why it's not used more, it's cipher strengths, how many nano-seconds it takes the NSA to crack it.

    Ask Zimmerman to mentor it! Worth a shot?!

    The Code Book: Simon Singh - http://tinyurl.com/d5zjs
    Wikipedia entry on PGP - http://en.wikipedia.org/wiki/PGP

  21. Two essays, and a pointer by woefulhc · · Score: 4, Informative

    Just thought I'd toss in my few cents.

    Bruce Schneier has a couple of essays that you might want to have your daughter check out. (Hopefully she already knows the info in the first, but....)

    Here is his imput on how to get into the crypto field.

    Why is crypto so hard .

    If you or she aren't so keen on working with a local college/university math/CS department, I second the advice to hit up Phil Zimmermann. His site lists a number of ways to contact him. It also talks about his current project. (I found Mr. Zimmermann to be very gracious. I think the worst he would do is say no. More likely he would either agree or suggest someone as a alternative.)

    --
    Paul
  22. I can think of a project by JoeCommodore · · Score: 1
    I being in the non-profit sector with the increasing demand for better data security measures maybe she would be interested in researching ways to secure private information in databases.

    The most obvious method is to encrypt the data but in order to selectively retrieve it becomes a problem (and over the years we do come back to our archives).

    Another method I think might be great, is a way to just encrypt/protect the sensitive/identifying fields in a database and leave the statistical data unencrypted (that way you can have an archive/backup to run stats on but to get more sensitive info you need some sort of decryptioon technolog also if the machine/data was stolen the sensitive data would be safe.

    an idea, good luck!.

    --
    "Enjoy what you're doing! If it becomes drudgery, you're doing it wrong!" - Jim Butterfield
  23. It's all historical... by __aaclcg7560 · · Score: 1

    She could research the early history of cryptology (i.e., World War 2). Although I haven't read the book yet, When Computers Were Human could serve as a starting point.

    1. Re:It's all historical... by John3 · · Score: 1

      Thanks for the book suggestion. She covered a lot of history this past summer at the JHU course, especially about WWII and the Enigma machine.

      --
      "We make our world significant by the courage of our questions and by the depth of our answers." Carl Sagan
    2. Re:It's all historical... by lrucker · · Score: 1

      Cryptography goes back much farther than that. The third book in the Steganographia series was only decoded recently - and was written around 1499.

  24. Current research projects by mattpalmer1086 · · Score: 1

    This may or may not be useful to you, but here's a list of current research projects my college (in the UK) is undertaking at the moment. It might give some idea of what's considered interesting areas in crypto:

    http://www.isg.rhul.ac.uk/research/projects.shtml# current

    Personally, I think protocol analysis is pretty interesting, as the world gets increasingly networked up. Or investigate the practical effects of the recent breaks in hashing algorithms on other products that use the hashes (like digital signatures).

  25. American Cryptogram Association by reynols · · Score: 1

    Start with the American Cryptogram Association , a non-profit organization of cryptographers that has been around for decades, dedicated to promoting the hobby and art of cryptanalysis. Alghough they concentrate on simple stuff (you have to start somewhere) the group is full of members that have "been around" and know their stuff!

    Their resources page has links to everything you'll need to get started, from stuff covering cryptographic history to online lessons teaching you how analyze ciphers, and not just simple substitution ciphers either, but some pretty complicated ones (still a far cry from PGP though).

  26. No, replicate something easy! by John+Harrison · · Score: 1

    For a high school student a great and doable project would be to write software to crack CSS from scratch. The format is well documented on the web and cracking it via brute force is easily doable. A discussion of the weaknesses of CSS and the impact on the DVD industry would be doable as well. Plus this is something that has an impact that is more easily explained than MD5 collisions.

  27. Useful Reading Materials by Anonymous Coward · · Score: 0

    If she hasn't read them already, your daughter might find

    David Kahn's
    "The Codebreakers: The Comprehensive History of Secret Communication from Ancient Times to the Internet",
    ISBN: 0684831309,

    Bruce Schneier's
    "Applied Cryptography: Protocols, Algorithms, and Source Code in C",
    ISBN: 0471128457,

    and

    Alfred Menezes'
    "Handbook of Applied Cryptography",
    ISBN: 0849385237,
    available for free online at http://www.cacr.math.uwaterloo.ca/hac/

    to be of interest.

  28. Don't bother... by Anonymous Coward · · Score: 0
    it's not fair to ask a high school student to even attempt to do cryptographic research!!!


    Research, by definition, means finding something out that no one else in the world has figured out. To do that, you need to understand more about some part of a given field than anyone else in the world. That's not fair to demand of a child, no matter how bright they may be.


    Adults who study cryptography are on the "wow" scale of brilliant. They understand abstract math that most of us just can't learn even if we try our level best. In my undergraduate year, there was a math contest for people who were admitted to the mathematics faculty. It was deliberately hard: it was designed to tell if you were scholarship material: so the average score on it was about 25%. I scored a 23. My friend scored 95% on that test. He had the highest entrance marks of anyone that year; he graduated with Double Honours, and went on to do a PhD at Berkley. He's been actively interested in cryptography since the early 1990s. Despite all my friend's native genius, plus nearly a decade of formal training, he still doesn't find crypto research easy. Your kid, nice as he may be, doesn't stand a chance, and it's not fair to to expect him to.


    Just let them play around with some of the existing mathematics: if they're as smart as you say, a formal proof of the RSA algorithm, and an analysis of poor key choice algorithms might be in order. Gently introduce him to some of the key points of the undergraduate math curriculum (obviously way to hard for most kids, but perhaps acceptable for a young budding genius). Perhaps an overview of group theory, and it's basic application to cryptography might demonstrate some interest, or some eliptic curve algebra, with explanations on how it's used in existing cryptographical implementations.


    In any case, again, DO NOT expect a child to do mathematical research: it's horribly unfair. The only thing that's worse is those profs who put unsolved problems on their grad student's homework just to keep them humble. ;-)

    1. Re:Don't bother... by John3 · · Score: 1

      Thanks for the encouraging words. :-)

      The ASR projects don't have to be original research...the student will usually just work on an existing project in cooperation with their mentor. Seriously, what amazing research project would a high school student do in genetics, cancer, astronomy, etc.? Cryptography is certainly "hard" but solving some encryption puzzle is not necessarily tougher to comprehend than decoding DNA or curing cancer or AIDS.

      John

      --
      "We make our world significant by the courage of our questions and by the depth of our answers." Carl Sagan
  29. Re:Why not the more open area of information leaka by yuri+benjamin · · Score: 1

    4. predict whether a corporation is going to announce a major transaction by looking at public information about their executives travel behavior

    That reminds me of something I read about predicting company mergers by new domain name registrations (whois).

    --
    You make the mistake of thinking you can educate the fundamental stupidity out of people. You can't.