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    Council Member marct's Avatar
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    Hi M.L.,

    Well, I'll let Tom handle the "hard" (hah! Stats is hard?!?!) side but, from what I remember, R-squared is a CYA fudge factor applied to an apparent (presumed?) [pseudo-]causal relationship. You know the type "X causes Y with .27% rsq validity; of course, Y causes X with .23% rsq validity" .

    Quote Originally Posted by M.L. View Post
    If memory serves, R-square values are a numeric expression of the probability that a given model will predict future behavior. Perhaps the problem is social scientists are trying to predict behavior. This seems somewhat difficult to accomplish in a social system where the agents have a choice, emotions, subjective rationalities, cultural forces, etc...
    It this belief that in order to be a "science" something must be quantified using the simplest form of mathematics (statistics). Sure, we're trying to predict behaviour, but the people who rely on simplistic models a la Quettelet are committing an ID10T error: Markov chains, probability "sprays", Chaos and Catastrophe theory are better languages for some of what we study for exactly the reasons you list. Then again, most of us got into the social sciences to escape from math....

    Quote Originally Posted by M.L. View Post
    By way of contrast, in the "hard" sciences atoms (above the quantum level), molecules, etc... obey predictable laws. Thus, it would seem models which predict the behavior of agents (that themselves must follow predictable laws) would result in very high R-square values.
    Well, yeah. Then again, almost everyone seems to forget that "prediction" is based on probability, and it can't account for a "new" event (Taleb's Black Swans). I've always suspected that this is one of the reasons why people who get heavily involved in the philosophy of science and, especially, cosmology get heavily into some very "odd" head spaces that are right outside of the common understanding of causation.

    Quote Originally Posted by M.L. View Post
    I don't mean to assert that there isn't a significant amount of stupidity in the social sciences (there is in every discipline). Rather, I would suggest less that reliable predictive models in social systems says more about the system in question and the approach to understanding it than it does about the scientists.

    Often, the answer you get depends on the question you ask. Perhaps we are asking the wrong questions? I would argue the failings in social science are related to our attempt to study it as if it were a hard science; that is to say reductionist, analytical, linear thinking.
    Totally agree with that ! It's one of the reasons I use both music and dance to try to grok what I study. That, BTW, is one of the lesser advertised / discussed components of Anthropology ("groking" I mean). There's little written about it, barring a chapter by Rhoda Metreaux from the '50's, and we only seem to talk about it after the third drink.

    So, what happens if you don't "ask questions" but, rather, set your mind in "neutral" and just "perceive"? That's what a good fieldworker does (or should do) when confronted with something which they have no good predictive model for. When I was doing my grad work, we used to have a joke (well several...) about the differences between Anthropologists and Sociologist:
    An Anthropologist and a Sociologist walk into a bar and see a good looking women at the bar. The Sociologist walks up to the bar next to one of the women, orders a beer and, looking out the side of his eye, carefully slides a paper in front of the woman which reads "Would you like to XXXX? Yes ___ No ___"; gets slapped and slinks off to watch the game on TV. The Anthropologist shakes his head, goes over to the other side of the woman, orders a Scotch and mumbles "Men!". Five minutes later, he and the woman leave the bar.
    Quote Originally Posted by M.L. View Post
    For example, if you are doing any type of research you must state your independent and dependent variables. However, social systems are not composed of independent and dependent variables, and applying such a construct is doomed to fail. The construct asks the wrong question, i.e. "What are the cause and effect relationships?" There are few cause and effect relationships in social systems because people have choices.

    Social systems are composed of interdependent variables. Therefore, we cannot study one or two in isolation, but we must study the system as a whole to understand the interdependency of the variables and the emergent properties of the system.
    Well, now here's an interesting question: why do you assume variables exist ? I would argue that patterns and forms exist in people's minds and exert a sense of "rightness" on individuals, but "variables"? That, I suspect, is highly debatable. Now, I could stop playing silly semantics, but I think that this is, really, an important semantic distinction. All too often, "variables" are proxy variables - my favorite one has always been church attendance as a proxy for religious belief: it fails, in Canada at least, because church attendance or, rather, the spike in the late 1980's - early '90's, was related to a general pattern expectation that it was good / safe for the children. It also fails in a whole slew of other areas as well....

    So, I've always held that what we should be looking at is a) a pattern of behaviour and b) the "explanation" or "meaning structure" ascribed to that behaviour by those who perform it is a much better, and more useful, unit of analysis and theory construction.

    Quote Originally Posted by M.L. View Post
    In short, social systems can't be studied like physical or chemical systems, yet this is what we are doing. As long as we continue to do so, we are unlikely to have much success.
    Totally agree.

    Cheers,

    Marc
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    Marc W.D. Tyrrell, Ph.D.
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    Default Mind, Context, and Soda

    Quote Originally Posted by marct View Post
    Well, now here's an interesting question: why do you assume variables exist ? I would argue that patterns and forms exist in people's minds and exert a sense of "rightness" on individuals, but "variables"? That, I suspect, is highly debatable. Now, I could stop playing silly semantics, but I think that this is, really, an important semantic distinction. All too often, "variables" are proxy variables - my favorite one has always been church attendance as a proxy for religious belief: it fails, in Canada at least, because church attendance or, rather, the spike in the late 1980's - early '90's, was related to a general pattern expectation that it was good / safe for the children. It also fails in a whole slew of other areas as well....
    You make a great point. This goes back to asking the right questions, the relationship of context to behavior, and the complex mental models inside thinking, feeling humans within a socioculutral system.

    I'm reminded of the "Pepsi Challenge" in which (in classical scientific reductionist analytical style) subjects were given a blind taste test of Coke and Pepsi. The majority of subjects preferred the taste of Pepsi.

    Of course, Coke continued to dominate the market. Execs at Pepsi puzzled over how they could be losing market share if their product tasted better. The answer, of course, is that in real life people don't drink soda without labels; in real life people drink from a bottle with Coke or Pepsi displayed prominently.

    Subsequent studies discovered that when the subjects were given taste tests with product labels, i.e. they knew whether they were drinking Coke or Pepsi, they preferred Coke, not Pepsi. Furthermore (and this is the really fun part), researchers monitored the brain activity of these tests, and found that Coke actually produced increased activity in the pleasure centers of the brain when subjects could see the label, whereas Pepsi produced more when the labels were concealed.

    People didn't just irrationally believe Coke tasted better. Seeing the label actually changed the activity level of the brain. To them, Coke really did taste better.

    This has got to be incredibly frustrating to a scientist. However, if you accept that context, emotion, and subjective perceptions are all part of the sociocultural fabric, it may not allow you to predict behavior, but it will at least lead you to accept that there are vast unknowns out there, and that any attempt to understand or influence a sociocultural system should proceed from that basic premise.
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    Council Member 120mm's Avatar
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    Quote Originally Posted by M.L. View Post
    People didn't just irrationally believe Coke tasted better. Seeing the label actually changed the activity level of the brain. To them, Coke really did taste better.

    This has got to be incredibly frustrating to a scientist. However, if you accept that context, emotion, and subjective perceptions are all part of the sociocultural fabric, it may not allow you to predict behavior, but it will at least lead you to accept that there are vast unknowns out there, and that any attempt to understand or influence a sociocultural system should proceed from that basic premise.
    This is brilliant, btw. However, I do not agree that these are "unknowns" or at least that they are "unknowable".

    They are probably unknowable from a purely rational scientific POV, but they are certainly knowable or at least recognizable on a viscerally conscious level. The problem with traditional "science" is that it limits the range of intelligence one can apply to a problem.

    Liking something better because you can see the label certainly makes sense on a gut level. Just like hamburgers taste better when eaten right side up. (at least to me...)

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    Quote Originally Posted by 120mm View Post
    This is brilliant, btw. However, I do not agree that these are "unknowns" or at least that they are "unknowable".

    They are probably unknowable from a purely rational scientific POV, but they are certainly knowable or at least recognizable on a viscerally conscious level. The problem with traditional "science" is that it limits the range of intelligence one can apply to a problem.

    Liking something better because you can see the label certainly makes sense on a gut level. Just like hamburgers taste better when eaten right side up. (at least to me...)
    I agree, however, gut instincts seems to be a world apart from scientific method. Perhaps social science requires a melding of the two; a place for exploring what makes sense intuitively.

    Perhaps "unknowns" is a poor choice of wording. "Complex variables" might be better; complex in that the value of the variable can change with changing contexts. In other words, the value of "most preferred soda" is not an absolute value, but changes as context changes.
    There are two types of people in this world, those who divide the world into two types and those who do not.
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  5. #5
    Council Member marct's Avatar
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    Hi ML.

    BTW, I agree with 120mm - really nice example .

    Quote Originally Posted by M.L. View Post
    I agree, however, gut instincts seems to be a world apart from scientific method. Perhaps social science requires a melding of the two; a place for exploring what makes sense intuitively.
    Umm, yeah, we used to call that pace "Anthropology" . Unfortunately, the discipline got hijacked in the 1980's, and the flip side of using intuition as a tool of scientific enquiry - "Know thyself" - got dumped from most curricula and the more important informal training.

    Quote Originally Posted by M.L. View Post
    Perhaps "unknowns" is a poor choice of wording. "Complex variables" might be better; complex in that the value of the variable can change with changing contexts. In other words, the value of "most preferred soda" is not an absolute value, but changes as context changes.
    Well, names do have power (Coke? Pepsi?), and the art to naming something is to try and capture a perceived essence and have it associated with the name. "Complex variables" is better than "unknowns" in some ways, but it still implies some form of absolute value from the implication of causality and, as you noted, context changes "absolutes", which means that a) they aren't absolutes and b) the implied causal model is operating at the wrong level (i.e. it's trash at prediction).

    I've been spending a fair bit of time over the past 15-20 years looking at how thinking in terms of patterns, rather than causal lines or networks, may prove to be a more fruitful approach: "life as improvisational jazz" rather than "the Billiard Ball universe" as it were. That doesn't mean that there aren't grammars or deep structures operating with a bounding effect on social action, it just means that linear logic can only be applied to a limited part of social action.

    Cheers,

    Marc
    Sic Bisquitus Disintegrat...
    Marc W.D. Tyrrell, Ph.D.
    Institute of Interdisciplinary Studies,
    Senior Research Fellow,
    The Canadian Centre for Intelligence and Security Studies, NPSIA
    Carleton University
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    Default Confusion

    ML:

    I'm somewhat confused about this hypothetical discussion on "soft sciences."

    As an undergrad geographer/econ, I built urban parking rate studies as a proxy for demand variables, then spent time with CSX on route mapping, rights of way and box car movements.

    In grad school (planning and policy), I was tracking coal supply/demand factors for budget/policy implications to major project investments, and identifying regional economic patterns and drivers.

    So what was my career path? Running a parking management company through grad school. Afterwards, running a large business park development/construction company.

    The majority of my fellow "soft" scientists followed the same path---site location, resource planning/analysis, transportation/shipping, weather forecasting, GIS, intel, consulting...

    As a senior civilian adviser in Iraq, I worked on the same stuff I work on in civilian world, but more oriented to rebuilding the systems. We were in the field every other day---driving from Tikrit to Baghdad, or up to Bayji to inspect projects, looking at oil/fuel movements. After six months, I probably traveled to more different places across Iraq (civilian and military) than any military folks for the simple reason that their uniforms kept them out of many places/activities/conferences where a green suit was inappropriate.

    I spent the next six months as an expert assigned from DoS to the UN, looking at all the disputed boundaries and working closely with the international expert teams, and a large network of civ/mil contacts, on borders, populations, trade patterns, pipelines, etc...

    Personally, I believe the DoS PRT effort was really poorly structured and managed, but, within it, and especially through the EPRTs (linked to Battalions), there were some really bright, capable, committed and daily engaged civilians who carved out deep knowledge and contacts with locals---based on efforts to actually do things with them (drainage canals, seed, businesses, cultural programs).

    There was never a time that I could learn anything useful about any civilian matter in any part of Iraq where a DoS EPRT person (or military assignees), did not know evereything relevant about it, including the challenges and pitfalls. Whether DoS or DoD these folks were experienced civilians (even if in a green suit for that tour) on the ground helping other experienced civilians in real life conditions.

    What useful information could I have gained from an HTS academic passing through? Fact is, in 14 months, I never ran into one or heard of one contributing anything useful.

    120 talks about tasting the burgers. There are so many folks like him who have actually tasted all these burgers with every kind of condiment applied, that it makes no sense to go looking for a theoretical analysis of the shape of the burger, the symbology of the burger, or the societal linkages of the burger. If I have a question about the burger, it can only be answered by a person with daily experience with burgers: How do I get one? What does it costs? How do I get more? Is the meat rancid?

    I think there is a big tendency in this discussion toward a typology of social sciences that inaccurately implies that social science folks are all academic theoreticians. I suspect that most people with economics degrees are, in fact, gainfully employed in very practical day to day real life things that could never be defined as "soft."

    The implementation failure for HTS, in my opinion, was to become lost in academia and "soft" theoretical analysis. They would have been better of at the HR/Recruiting stage to avoid academia completely and go after "hard" social scientists with deep reasoning skills in real world applications.

    Re: Jed's comments. The answers can't be found by playing with the system. They are a combination of recruitment, deployment, and interaction with the real world and the real problems being faced.

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    Council Member Dayuhan's Avatar
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    The idea that the tools of social science in general and anthropology specifically can provide military commanders with valuable insights on the "human terrain" is not unreasonable in itself. What I suspect is often overlooked is the reality that good field work takes a great deal of time. Even a very good anthropologist cannot walk into a new community, open some sort of intellectual spigot, and produce a stream of valuable insights. A good anthropologist wouldn't even try. Sending social scientists who have not specialized in an area into the field for a few weeks or months and expecting useful information to emerge is generally going to be futile, especially in a security environment that requires the people doing the study to have military escorts, restricts their time and movement, and makes the community slow to trust and reluctant to provide accurate information.

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    Originally Posted by Steve the Planner
    Personally, I believe the DoS PRT effort was really poorly structured and managed, but, within it, and especially through the EPRTs (linked to Battalions), there were some really bright, capable, committed and daily engaged civilians who carved out deep knowledge and contacts with locals---based on efforts to actually do things with them (drainage canals, seed, businesses, cultural programs).
    If you insert HTS (for Dos PRT) and HTT (for EPRT), is the statement not accurate as well?


    Originally Posted by Steve the Planner
    There was never a time that I could learn anything useful about any civilian matter in any part of Iraq where a DoS EPRT person (or military assignees), did not know evereything relevant about it, including the challenges and pitfalls. Whether DoS or DoD these folks were experienced civilians (even if in a green suit for that tour) on the ground helping other experienced civilians in real life conditions.
    That’s a mighty bold statement.


    Originally Posted by Steve the Planner
    What useful information could I have gained from an HTS academic passing through? Fact is, in 14 months, I never ran into one or heard of one contributing anything useful.
    Well, with all due respect, maybe some perspective on how much you actually didn't know about every possible civilian matter in Iraq. From my experience this was highly useful. YMMV


    Originally Posted by Steve the Planner
    If I have a question about the burger, it can only be answered by a person with daily experience with burgers: How do I get one? What does it costs? How do I get more? Is the meat rancid?
    You don’t need a “hard” social scientist to answer these questions though. Any semi, non-retarded kid that’s old enough to count will do. In addition, “Soft” social scientists have been known to go out and eat a burger from time to time.

    It's useful to know the "why" behind things like this. On which norms are you basing the rancidity of the meat, yours or theirs? Is it supposed to taste like this? Why would they eat meat that tastes like this? Is this a reflection of poor refrigeration, slow transport, sickly livestock, etc? Or do they actually prefer it this way? Why would they serve me a rancid burger? Are they just messing with me, or are they deliberately trying to make me sick (to make a point)? Which point? Which is the “wink” and which is the “blink”. How does this help achieve cultural intimacy? Those are obviously simplistic questions, but the more you know what something means, and how it works, the greater your ability to interpret/manipulate a person/situation towards a desired outcome. However, sometimes the meat just stinks.


    Originally Posted by Steve the Planner
    The implementation failure for HTS, in my opinion, was to become lost in academia and "soft" theoretical analysis. They would have been better of at the HR/Recruiting stage to avoid academia completely and go after "hard" social scientists with deep reasoning skills in real world applications.
    Just because the anthropological community threw the largest (and loudest) hissy fit, doesn’t mean they were the only social scientists HTS recruited. Should HTS have avoided academia altogether? I certainly don’t think so. To imply that an anthropologist lacks “deep reasoning skills in real world applications” is absurd. I really think you may have the wrong idea about what anthropology is, and what a good anthropologist can do.

    Are there a bunch of useless twerps in the field? Absolutely. But don’t mistake the current majority membership of the field for its capacity to contribute or its lack of relevance. History has proven otherwise. A good anthropologist has the potential to make great impact and/or wreak great havoc (IRB committee and AAA aside). Or they can analyze the heck out of a perfectly rancid burger.

    G
    Last edited by -G-; 10-21-2010 at 12:12 PM. Reason: Added OP

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    Default Smart People Wanted

    Quote Originally Posted by Steve the Planner View Post
    I think there is a big tendency in this discussion toward a typology of social sciences that inaccurately implies that social science folks are all academic theoreticians. I suspect that most people with economics degrees are, in fact, gainfully employed in very practical day to day real life things that could never be defined as "soft."

    The implementation failure for HTS, in my opinion, was to become lost in academia and "soft" theoretical analysis. They would have been better of at the HR/Recruiting stage to avoid academia completely and go after "hard" social scientists with deep reasoning skills in real world applications.
    Steve:

    To be honest, I could care less what someone does for a living, academic or otherwise. The bottom line is that we need people who can think - whether we find them in academia or "real world" occupations is irrelevant.

    I did my first graduate thesis on the relationship of experience to job performance. I found (stunningly), that cognitive ability, rather than experience, is the single best predictor of future performance. In simplistic terms - smart people are better at almost everything.

    I understand where you are coming from, but the choice between academics and "real world" social scientists is a false dichotomy.
    Last edited by M.L.; 10-21-2010 at 10:48 PM. Reason: Typo
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    Default The Billiard Table of the Gods

    Quote Originally Posted by marct View Post
    "Complex variables" is better than "unknowns" in some ways, but it still implies some form of absolute value from the implication of causality and, as you noted, context changes "absolutes", which means that a) they aren't absolutes and b) the implied causal model is operating at the wrong level (i.e. it's trash at prediction).
    Marc,

    I'd be the last person to claim that either absolute values or causal relationships exist in great abundance in social systems. Both are extremely rare, yet our craving for deterministic models (the perfect billiard table) leads us to imagine absolutes and causal relationships where none exist.

    (Perhaps it is instructive to remember that Newtonian physics do not describe the universe as it really is, but we stick with Sir Isaac because: 1. He was pretty close. 2. Quantum Theory and Relativity Theory are too "spooky" for everyday life. Do we prefer comfortable lies to uncomfortable truths?)

    My use of the term "complex" implies a variable which is dynamic, interactive, and is inextricably linked to its environment, as in a complex system.

    Given such a system (and all social systems can be described as complex), the best thing we can shoot for is continuous iterative approximations of the system structure, function, process, and emergent properties.
    There are two types of people in this world, those who divide the world into two types and those who do not.
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