[FRIAM] Real Time Organizational Modeling
Owen Densmore
owen at backspaces.net
Sun Jan 21 19:32:01 EST 2007
On Jan 20, 2007, at 5:58 PM, John Hellier wrote:
> Is anyone working on Real Time Organizational Modeling where the
> model continually evolves based on changes in the organization. All
> members of the organization contribute to the changes even down to
> the creation of an email, how the email contents affect the
> organization and how the recipients respond to the email.
Well, this sounds almost like TranSims in its completeness and
depth! Doug might have a suggestion how to approach something quite
this detailed and ambitious. Sounds like LOTS of fun too!
One problem in this approach is that it is susceptive to the
Butterfly effect .. extreme dependency on initial conditions.
http://en.wikipedia.org/wiki/Butterfly_effect
This is not a huge problem, but does mean that parameter scans,
design of experiments, and the like are needed to make sure your
predictions are stable enough for your purpose. Possibly computing a
Lyapunov exponent would be a useful tool, but I confess to never
doing so with my models, blush!
http://en.wikipedia.org/wiki/Lyapunov_exponent
> What I am looking for is the encoding of an organization such that
> as someone creates an email, an observer can watch this happening
> in the model and see the effect. Maybe the email has little or no
> impact or maybe it has a growing ripple effect.
I like the word "encoding" here. We've generally built behavior via
algorithms, with a certain amount of stochasticity, but have not, in
my mind, been quite formal enough.
Carl: do you think policy modeling, and category theory in general,
could handle encoding an organization?
> This model should have a view of the entire organization including
> tracking all actions performed. I realize that trying to capture
> everything is a bit daunting but if possible it could yield
> incredible insight into how organizations work.
I'm curious: what is prompting this? Is it a possible project you
may be working on? I ask because that might let you do *some*
narrowing.
> I generally feel that most decisions made in organizations are made
> with such limited information that it is amazing that most
> organizations don't fail. Or is that they are a lot less brittle
> than one might imagine.
No doubt about that!
That said, one successful narrowing I know of is Steve's
visualization of the pharmaceutical industry. Rather than look at
the entire organization, the model looked at projects and their life
cycle. Its a very interesting viz and maybe you could drop by the
office for a show & tell.
A second stunt Steve pulled off was actually a multi-organizational
simulation of the entire British criminal justice system, including
the police, courts and more. Not sure if this would apply in your case.
> I know that there is quite a bit of work done in more bit size
> pieces. I'm mainly interested in the much larger task of taking a
> company of 40K and tracking every action and interaction. And then
> by extension, actions connected outside of the organization. I
> know, huge, maybe impossible. Is there a way to adapt social
> networking concepts to an organization to help model it?
>
> Any ideas?
I'd propose a WedTech meeting .. the lunch chats we have at Redfish
on Wednesdays. They often are pretty unformed and brown baggy. It'd
give you a way to talk through the modeling effort, and get good
feedback from at least those that have tried such a thing.
I'd sure love to think about this a bit more. For example, one
approach might be to accept the bit sized pieces, but then have them
interact. That would make the problem more approachable by
decomposition.
> Thanks
>
> John Hellier
-- Owen
Owen Densmore http://backspaces.net
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