grouperlab

Get, share, and use information well

Tag: communication

Seats at the Table

As I continue to experience a uniquely quiet and thought-provoking summer, I find myself able to spend more time cooking, doing home stewardship, and engaging in other “domestic research”.  Does this herb go with this meat, or this type of cheese?  Which type of battery is best for my classic sports car?  How can I get those stains out of the ceiling from where the roof leaked a few years ago?  What is my best sleep schedule?  Let’s set up some research, and collect some data!

Research, I often tell the students in the lab, is an act of communication and documentation.  The more unique or non-standard the research, I explain, the more the burden falls on the researcher as writer (rather than the audience) to understand the context and implications (and even relevance) of the research.  I sometimes hear complaints about that burden: “That’s not fair!”  (I will not digress too much on my feelings about “fairness” in this sense.  No, it’s not maximally convenient to the writer.  Actually, it’s much harder, and sometimes relegates work to being ignored, or non-influential, or unappreciated, or even flat-out rejected.  And sometimes, that is simply unjust.  But pointing out that something is inconvenient, or inequitable, or unbalanced, or unjust doesn’t mean that it’s not true.) 

Over the past few weeks, I have had lots of opportunities to think about professional colleagues of mine.  It might be a LinkedIn update, or a work-related email, or a professional society web update, or any of the various ways that academics engage with their professional discipline and their personal or research networks.  Of course, we’re all busy, so I don’t mean to say that I am in active, daily interactions with any of them, let alone all of them.  However, that’s not the point.  For any subset of them, there can be a variety of events or projects that cause me to interact with or at least consider “Hey, what’s xyz up to these days?”  Some folks have been moving around, so it may take me a moment to find out about where they are right now, or what they might be working on in research or campus administration.  So, I may do a search on Mark, or Gary, or Mike, or Alec, or Steve.  I may remember a past research project or see a news story, so I want to follow up on Harriet, or Stephanie, or Tonya, or Pamela.  Normally, those of us in the university world think nothing unusual for academics to do that sort of thing.  If you include me in the list, that’s a group of 10 folks.  Not even that hard for a dinner reservation at a restaurant (well, when we get back to having dinner at a restaurant, but that’s another discussion for another day), if you could get us all together in between our busy schedules.  We’re not all in the same discipline, after all, nor are we limited in our work obligations.  That’s what happens when one becomes a full professor in engineering. 

By the way, the NSF likes to collect and analyze data, so when several close friends of mine (and my daughter, over some French toast during a visit in Madison) challenged me to do some thought experiments, it was easy to go to the Survey of Earned Doctorates.   One of the original versions of the question involved how well most people know about the world of academic faculty, particularly at research universities.  Well, most of the people I spend time with know… because that’s who I spend a lot of my time with, and besides, anyone who knows me hears about what I do.  But that’s not really a representative sample of the world, is it?  (In fact, that is exactly the sort of example I’d use to say, “that’s not systematic observation!” in a stats or human factors class.)  But for the rest of the world, the idea is kind of abstract and remote, and outside of their experience.  So, all 10 of us being full professors in engineering departments (when we’re not being department, college, or campus-level administrators) would make us part of a group of about 11,600 folks. 

However, I am also intentionally telling this story in a particular way, to build up to a particular punch line for dramatic effect.  (I admit: I like doing that.) Actually, there is nothing untrue, or misleading, or even tricky about the story.  I’m not picking folks that I have only seen on TV or in a movie; I’ve interacted with some of these folks this year, either on Zoom or in email or in person.  But if you did see us all in a restaurant, sitting and talking about research budgets, or faculty senate actions, or the challenges of supervising too many graduate students with too little time, those topics would not necessarily catch your attention first, or surprise you the most. 

We’re all Black.

Why is that important?  Of those 11,600 or so engineering full professors, maybe 250 of them are Black males.  Only about 50 are Black females[1].  (A male-female faculty ratio of 5:1 is not actually that surprising in engineering, so having the table be close to gender parity would be a surprise if you knew it was engineering faculty.)  That’s not very many people.  And to be honest, if I were asked “what can these people do to increase STEM diversity?” my answer would be fairly simple.

Exist.  Do your work

(This is my own personal version. Others may reference a quote, such as “Do what you can, where you are”. Versions of this are attributed to Arthur Ashe, or Teddy Roosevelt (who attributed it to Bill Widener).

I admit that I am not the sort of person who grabs a bullhorn to lead a crowd in an activist demonstration on any topic.  (The only times I’ve used a megaphone or mic to stir up a group would be as a coxswain for a rowing team, or as a host / MC for a STEM-related research conference or public outreach event.)  But I have come to a growing recognition over the years that just standing there and speaking in my own voice, in front of a class or at the conference or as host of the event, can be a very powerful statement and surprising communication.  As my daughter had pointed out, if I retired tomorrow, I would be able to say that I made a difference and have left a legacy.  But I’m not likely to retire tomorrow.  What is changing is the sense of what work I will choose to do, and on whose terms.  That is actually fairly new for me, to decide to pick my own terms and communicate my own messages, in my own way, in my own time.  I’m not even completely sure what messages I will be choosing to communicate (including this one). I do recognize that the burden is on me to make the message as clear and understandable as possible.   However, I am no longer assuming that, when other people don’t get or believe the message, that it must be my fault.  Just letting go of that may be a key to doing my best job in answering my own question.  What is my work?  Not for you, or him, or her.  What am I best suited for as me, in the world that is, even if I wish to design for the world that is not?

Actually, that’s a good question for everyone to ask, and not be afraid of finding a new answer.


[1] (These numbers come from NSF Table 9-25, from 2017.)

Guidance, Navigation, and Communication

This is the most normal contact I’ve had today.  Thanks for this bit of structure.

 

While this was not how or where I expected this blog entry to start, after a long absence.  However, these comments are especially notable for me, since they came not from one, but two different people in two different online meetings in two distinct research project contexts.  They were notable not because I was doing something uniquely innovative or novel, but exactly because I was doing something relatively mundane: regular weekly meetings with my students, and regularly scheduled project updates with my research team.  Yes, there were a few technical hiccups, as there often are, but for the most part, they functioned as we always expect them to function.

And that, in a nutshell, was what was most appreciated today.  I think it is no exaggeration to say that very few people alive today remember a similar period of rapid shift from normal to unprecedented, with such a sense of vertigo as we collectively stare into a social, economic, and cultural abyss.  But that is not where I want to focus my emphasis in this entry; there are plenty of places to talk about that.  I want to talk more about what we in the lab have been learning this year, which has become unexpectedly one of the most valuable possible lessons for me (and maybe others, but I will let them be the judges of that).

Fall 2019 was really busy.  I was teaching my two courses (Perspectives on Systems Engineering, or PoSE, as well as Work Analysis and Design) with a bit over 200 students in total.  Two students were finishing their dissertations (Megan on Cybersecurity Incident Response Teams, and Jordan on Spaceflight Mission Support Operations Teams), and three more grad students (and an undergrad) were joining—two from a different department with different cultures and traditions of graduate progress.  I was also faculty advisor to the professional society student chapter.  Add that to my normal level of travel (Japan in August, London in September, Washington DC and Seattle on consecutive weeks in October), and our regular habit of individual meetings (written as “1:1” in my calendar) just sort of fell by the wayside.  We were making progress overall, and I was still having (most of) our weekly GROUPER meetings, so no problem, right?

Well, not quite.  New students need orientation and support to start a new program—even if they are simply completing their BS degree and starting an MS/PhD in the same program.  The culture of a lab changes significantly when the “veterans” leave and the “newbies” come in.  If all the veterans are leaving at once (and living in other cities or even time zones as they finish), who is most responsible for managing the communication and socialization of the important aspects of the organizational culture?  The advisor, of course—even if the lab is fortunate enough (as we have been) to have a set of new student “onboarding” documents.  Thus, it was easy enough for me to think, “well, this is just a little schedule shift,” when postponing 1:1 meetings, it’s HUGE for someone just starting on a new path in a confusing feudal environment.

So, among the last gasp efforts of the overwhelming Fall semester, we made sure that we put a priority on making sure everyone had a regular 1:1 meeting, and that such meetings were a priority when possible.  (Sometimes, from February Frenzy through March Madness and April Anarchy, we might not have 1:1 meetings for everyone at their regularly scheduled time, but we know to discuss that with the travel schedule weeks in advance.)  I was even able to welcome a new international visiting student, and within her first week on campus, we had 1:1 meetings for her as well.  Everyone remember to breathe…

Within the first three weeks of the new semester starting in January 2020, the difference was obvious to the students, and to me as well.  Yes, it helped that I wasn’t teaching in the classroom (“A Professor is ALWAYS teaching!”), but each week, significant progress was being made in the crafting and focus on research projects, social and psychological development, and understanding of what I’m looking for and how to get there.  As a result, when I asked for a “Captain Kirk to Scotty” response from the lab, not only could I get one, but the response seamlessly added into the discussions of each individual’s projects as well.

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Figure 1.  Scotty: “I need at least three days, Captain.”  Kirk: “You’ve got an hour.”  image from https://movieplus.news/25-false-things-about-star-trek-that-everyone-believed/

Since the lab has been experiencing “distributed operations” for at least four years (remember the students in other time zones part?), we have frequently had at least one member of the lab (including me, when I was working in Washington, DC for a year) “dial in” remotely via Webex, Google Hangouts, Skype, Zoom, ….  It’s not weird, it’s just that not everyone makes it to the same room every week.  So, if there is an illness, or travel, or simply a schedule conflict, “Can we do the 1:1 remotely next Monday?  Sure.”  In essence, regular contact, regular discussion, regular updates had all become… regular.

Back in February, one of our research project teams was having its quasi-monthly meeting.  It’s hard getting people from four universities and a federal agency together for project updates, but we were able to find a mutual window in the schedule: March 23. We don’t know much else about the news and research environment ahead (our project had been already upended by a Sunday morning news story), but we do know that.  As the possible impacts of “shelter in place” and “social distancing” were discussed in early March, GROUPER made a fairly simple decision on March 11, two days before Purdue’s Spring Break: “We’ll just assume all meetings starting March 23, for the first two weeks after Spring Break, will be electronic rather than physical.” At least it seemed simple at the time.

GROUPER studies how people get, share, and use information.  We focus on elements of information sharing, knowledge exchange, and task coordination.  We’ve talked about differences between physical interactions and online communication, and how we manage and moderate our expectations of those online information flows, for over 25 years.  (See here, and here.)  But today, there was an additional value to doing things we do regularly, in a way that we could recognize as familiar and repeated.  And yes, there was a value to me as well.  Guidance and navigation aren’t just for spacecraft, but for explorers of all types; communication is not a luxury, but a human need.

 

 

Returning to Practice

I’ve been interviewing Millennials for work.

 

In one sense, that is no surprise at all.  Many of the students applying for graduate programs stay in the same age range.  I have, by contrast, gotten older.  Incoming students who were approximately my age (or older) are now the age of my children (or younger).  This is the nature of the cycle of life (cue the music from “The Lion King,” which is now considered “Classic Disney”).  So, why was this experience different?

 

First, and most important, was that I was not interviewing people for work in the Lab.  These were postdoctoral fellows applicants for Department of State positions.  The vast majority of them are still just a few years from their PhD dissertation, experiencing a very different world and context than I did when I was interviewing for my first faculty position.  Well, that suggests another difference: I interviewed for a faculty position, and never seriously considered a postdoc.  I have spent months engaged with discussions of the role of scientists and engineers engaged in Science Diplomacy, and the interplay of innovation and policy—quite frankly, the education I had come to Washington to have in this very interesting and challenging period.  These folks aren’t being recruited to work on my favorite projects, or to have exactly the sort of background I would like a GROUPER to have… but there was still a request from my unit chief for what sorts of people to identify in the stack of resumes and personal statements.

 

Signs of life.

 

I was starting to wonder about what that would look like in this context, and in fact, I was starting to question if my time away from the university had left me cynical or unable to see beyond my own narrow daily priorities.  Maybe it was a broader sense of unease with the sudden transition from a snowstorm in late March to 90 degree days in late April.  Where and how and when was I operating?  (I had come to feel a certain sense of stress and negative anticipation regarding my transition back to Purdue, starting in late March when I was requested to provide new course syllabi for my Fall classes.  There are new opportunities for next academic year, but after eight months here in Washington, I am neither ready to start right back in on the academic world, nor think in terms of another full annual cycle of activity here.)

 

And yet, my unit chief wanted me to not only be involved in the interviews, but to craft a few questions for them.  It was, as I have said before, a bit different to operate in support of others, instead of being my own “Principal,” but that is part of my learning these days.  I’ve also been learning a lot about the differences in cultures of science, and hearing about the distinct experiences of what I have come to call, “Millennial Scholars” (those who may be part of the generation born in 1985 or later, but also have completed their advanced STEM degree programs since 2010).  I’ve even produced a few of those people myself, but I already knew enough not to look for people just like Ashley or Karim or Marissa or Jeff (or those who are in the lab now).  The discussions in the AAAS meetings in Boston and Washington still had an immediacy and curiosity to me: I was meeting so many people interested in a concept, science policy, that I had long thought was an oxymoron.  Why were they interested in this?  What new was going on?

 

What are the challenges and opportunities, strengths and weaknesses, of these Millennial Scholars?

 

This is, in my experience with the lab, a “signs of life” question.  Signs of life it had become a part of my thinking at a time where spring is definitely upon us in Washington.  I’m walking much more around the city again, and over the past few weeks, I have been able to enjoy the cherry blossoms and new plants and warm weather.  In other words, “signs of life returning” was part of my daily experience.

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Figure 1. Signs of life: Tulips at the bus stop

 

The answers were also informative, as well as reminders of an earlier age.  There were those who seemed to have trouble thinking about themselves, and their colleagues, in such a comparative context.  However, this compared to several who actually commented about the relative lack of a sense of historical comparison as a weakness of Millennials.  What was another weakness?  There were several comments about the ease with which new information and new activities and experiences were available, leading to a sense of being dabblers in a variety of skills (“jacks / jills of all trades, masters of none”).  In fact, that ease of collecting and novelty even extended to the strengths and weaknesses of networking.  Although the world of embassies and interagency discussions and think tank receptions clearly indicates a value to the work of engaging with others… there is a difference between engaging in an effective, distributed knowledge network, and collecting friends and likes as a way of keeping score.

 

I found myself curiously replaying one conversation in my mind, about the concept that Millennials were more interested in finding ways to align their actions and employment with their passions.  Now remember, I lived in Cambridge, MA and California during the 1980s startup crazes, where people were all about passion.  I heard the Flower Children talking about living a life of meaning and service.  And, most importantly, I have learned how much my career as a professor is actually well aligned with my passion for exploration and sharing what I found.

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Figure 2. Albert sharing a sense of passion.  Maybe science diplomacy was never so far from my thinking after all.  (At the National Academies Keck Center, 500 E St NW)

 

Was this really different?  And then I heard an interesting alternative take on this thought.  “Well, if I can’t rely on a pension or Social Security to be around, there is no reason for me to trade boredom for security.”  From that discussion, I was transported back to the first few times I taught the course Sociotechnical Systems at Wisconsin. I had known about two different models of work and income as “covenants”:  income and status as a way of demonstrating success and favor, or work as a demonstration of one’s passion and artisan’s skills.  It took discussion and debate in class for me to learn that there was a large population with a third approach: work was something one does to get enough income to spend the rest of one’s time doing what one really preferred to do.  Apparently, lots of people live that way, whether they’re working second shift at the auto parts store, or vice president of global distribution for the auto parts company.  I have not chosen to live that way, and I can’t really imagine doing something I hate just to have the income to do what I love, later.  Is that what others were assuming we were all doing?  Or were others doing this a lot more than I was ever aware?

 

I felt like I had come full circle in the discussion, and my awareness of my own experience as a young scholar.  I am convinced that there are confusions in each generation, not sensing the range or intensity of experience from when prior generations were young and emerging, like new plants bursting into the sunlight and struggling against snow and wind and dangerous frost.  I can appreciate it much more now, because I have been in both places, and I have come to feel them both.  I am not yet done with the intensity of feeling and learning.  And yes, I am still pleased to take a moment on a Spring day and feel the sensual joy of lamb’s ear as I walk from meeting to office or home.  Because, even after a great enlightenment, a return to practice and repeat of small things still has value.

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Figure 3. Lamb’s ear on 19th St NW.  A good reminder of small lessons.

 

 

Inertial Damping

I have been thinking a lot about damping lately.  To be specific, inertial damping.  You know, that aspect of your hybrid electric car’s regenerative braking system that recharges your batteries while you stop?  Or the gyroscopic properties of a bicycle wheel that keeps you moving forward instead of falling over when you turn?  Yeah, that stuff.  People think about that all the time, don’t they?  No?

This is what happens when a geek starts talking about their internal thought processes, and especially since I recently talked about postcards from the future, maybe I do need to explain my terms.  Apparently, one of the first things I need to do is to explain that I am not talking about “inertial dampening,” which, as far as I can tell, is a science fiction plot device highly likely to get yourself into a fight with physicists for dissing their man Newton.    That’s not my focus today.  I’m trying to take a real physics and engineering term, and see how application of that term in a complex human setting helps me design, analyze, or improve sociotechnical systems in a more effective way… because that’s something that engineers do.

Actually, I started thinking about damping a lot based on a question that someone asked me at the end of the Jefferson Science Fellowship (JSF) lecture I gave on January 24.  (For reference, the point of this lecture is to summarize the general area of work that each Fellow does, both for the policy audience of the State Department and Agency for International Development, and for the scientific audience of the National Academies.)  I spoke about information flow and distributed expertise (because that’s something I do), including the challenges of appropriate coordination during event response for either physical (civil unrest, natural disaster) or cyber-physical (network or security operations) events.  I got quite a few questions, as well as invitations for additional discussions with various groups across the State Dept.  This was a very good feeling, in that it gave me the sense that some people could finally hear some of what I have been trying to study and communicate for years.

However, that does come with a price: when one of those people asks a question, can I give an answer that they understand and know what to do with it?  In essence, that was the challenge when someone asked me a damping question.  (They didn’t really ask it as a damping question, but since I am likely to see lots of things as connected feedback control systems, it’s not surprising that I heard it as one.)

If you have a large bureaucratic organization which lives on sending lots of messages to lots of people for their opinion and approval (aka “clearance”), don’t you run the risk of taking too long to respond to emerging, critical timeline events?

That’s a very reasonable question.  And it takes me immediately to thoughts about damping.  Imagine your new event as some sort of input function.  However, the event isn’t always purely evident immediately, and it doesn’t just go from off to on instantaneously.  There might be multiple events that may or may not be related to each other.  You want your response (output function) to match the demands of the input function.  The engineering version of this problem is one of “critical damping”.  If your damping ratio is too high (over 1), your response to the new event is very slow.  Although you may never over-respond to the event, it takes you a long time to actually respond to the event, and in fact, you may fail to do what needs to be done within the deadlines (people need fresh water and shelter and warmth within a matter of hours to days, or they die).  We tend to assume that faster is always better.  However, there is a limit / problem with that, which we now understand from the world of social media.  Someone can respond *too quickly* with *too little* information, and be unable to tell the difference between the actual event that needs to be responded, and some distractor or misinformation.  (Remember, I’m not trying to be political here, but since the lecture was just a few days after the Inauguration, I may have made a reference to a social media event or two.)  This would be an example of having a damping ratio that is too low (close to 0), which is a different problem.  (You might ask what is the inertial property here.  Well, I have talked in the past about knowledge as “little inertial balls of expertise,” in the sense that expertise allows you to devote energy to efficient processing of the world and move to where you need to go in the future.)  People going off on their first impression without checking sources or others’ understanding would be an “underdamped” response (damping ratio too low), which can be just as bad (but in a different way ) than a bureaucratic, “overdamped” response (damping ratio too high) that takes too long and doesn’t want to risk or challenge anything for fear of being wrong.

In essence, an effective inertial damper takes energy that comes at you, with bounces and noise and possible confusion that you don’t want to respond too much to, and turn it into energy that works for you in a time frame that makes for the tasks you need to do.  That sounds great, and it’s a very interesting problem to work on.  Perhaps the additional challenge is, How do I apply this to my own life?  As much as I enjoy a string of fist-pumping, high-fiving successes in a non-athletic context,   there is the challenge of appropriately damped responses when shifting from State Dept. to Purdue stuff.  Reminder to Barrett: it’s not good to try to do two full-time jobs simultaneously for long periods, and I am feeling now the stress of trying to complete a large number of Purdue (or Indiana Space Grant) activities after spending all day working on Japan Desk activities.  In fact, that stress might be better described as hysteresis, rather than damping.  (Discuss.)  More accurately, damping is the ability to take the frustration of emails and news feed updates and channel that energy into productive work, such as a book chapter, or journal manuscript, or even a blog entry.   Like this one.

Weekend Balance #2: Cassandra’s Postcards

Curiously, the concert that I left work to attend last night was something I discovered almost exactly one week earlier (even to the same clock time).  The group I went to see was Black Violin, two classically trained violinists who are a) black, from Ft. Lauderdale; b) insistent on thinking outside of the box; and c) have a strong alternative vision of how the world can be different than it is, beyond existing stereotypes or interpretations.   (Yes, the highlighted words and links are in fact the names of their albums.  Go listen.)  Last Friday, I was on the train to spend the New Year’s holiday in my hometown of Philadelphia with friends.  I had put on the music just for some simple enjoyment, and found myself transformed and emotionally intense and resonant.  (Yes, it’s also when I found out about their concern in Washington, DC last night.)

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Black Violin, with the National Symphony Orchestra, Feb 6, 2017

One of my favorite descriptions of my approach to the world was provided by a GROUPER a couple of years ago, during a 1:1 meeting at a conference.  (I can still see the design of the French patisserie / café in my memory.)  The description was that I live part of my existence in the future, but the nice part is that I “send postcards”.  This is a delightful image, but it hides a painful and problematic truth: not everyone can receive “postcards from the future,” or even know that they exist.  I used to think this was a simple problem of better explanation, but I have had to come to the recognition that there is more at play.  An alternative metaphor comes from my son, who once made a surprised and surprising revelation once when watching me dance to a piece of music to which I resonated very strongly.  He admitted that he had thought that I simply didn’t have a very good sense of rhythm.  Then, as he got older and started thinking more seriously about music composition and production as a career, he listened to more music, more often, at a deeper level.  His statement at a friend’s house was with a type of confused awe: “You’re trying to dance to all of the notes, not just the normal beat.”

 

One of my favorite and most inspirational books of my life is called Cyteen, for a number of reasons (including some too complex to go into here).  I am particularly taken by one of the descriptions of a major protagonist’s sense of their life’s work… that, if they are devoted and dedicated to their passion and their gifts and their uniqueness, because of and not simply despite their unique or alternative make-up, they may have the opportunity to someday speak their “Word,” their major contribution to history’s arc.  While Speaking Words to History sounds pretty cool (at least for my sense of doing what I was built to do), it comes at a major, even profound cost.  I am drawn most to the myth of Cassandra, who was cursed for defying the god Apollo (isn’t that usually how things like that turn out?) by being able to see and foretell the future, but being unable to alter it, and being doomed to have others not believe her when she told them.  (I have to hand it to Apollo, though: that’s a pretty exquisite form of sadistic torture.  But really, just because she turned you down for a date?  I mean, you’re a god and all…)

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Poor Cassandra.  (From Wikipedia page, public domain image: Cassandra (metaphor)

It’s really hard to explain to GROUPERs the process of finding and sending postcards from the future, and more importantly, I don’t think it’s a proper thing for me to insist that they do so. For nearly all of the students I’ve met, it’s not the right lesson to be teaching, and there are certainly a wide range of valid and important jobs that one can take on without invoking divine curses.  Having someone who can simply receive the postcard, and translate part of it, is worth a lot.   For example, our current experiences of politics, local and national security, and even the nature of honest communication is based on elements of situational context, information cues, and media characteristics of different information and communication technology channels.  We’re asking about tolerance and acceptance of new communications media in various organizations. That sounds like a really great research project, especially when combining new forms of social messaging as various types of an advanced, or evolved, model of email (written electronic communication), or other group interactions (with or without audio and video capabilities).  It might still be considered a bit ahead of the curve, or timely, because we’re in the midst of it now.  But consider a study of organizational acceptance of alternative media channels conducted in 1992, fully 25 years ago.  That’s before there were any iPhones, or web browsers, or T1 lines (or many of my students).  No graphical email or tweets with emojis.  Do the questions even make sense?  For most people, not really.  (At least that’s the memory of reviewer comments for the Taha and Caldwell, 1992 submission to the Human Factors Society conference.)

Back to the train last Friday.  Imagine me trying to dance to all of the notes as the train pulls into (and then out of) Philadelphia as I continue my journey.  The lights of Philadelphia’s Boathouse row are still holiday festive.  I am crying my resonance to the music playing in my ears.  I finally feel like a type of homecoming has occurred, one that I had sought in vain for nearly 40 years.  In the midst of this, an insight.  Normally, I wouldn’t tell anyone, or I’d write it up piecewise in journal papers.  Not this time.  I’m going to show you the postcard here.

 

View #1:  The Spectrogram

A few years ago, Jeremi London (not the actor) and I worked on a model of STEM education based on the concept that what we in fact try to teach engineers in order to be functional, productive engineers is not a single thing, but a large matrix of skills, habits, attributes, and techniques.  Different courses supposedly load on different matrix elements, and different students have different strengths and weaknesses in those elements.  I visualize this as a type of dynamic matrix of peaks and valleys, as you might get in a audio spectrogram.   What we might think of as intelligence or skill or functionality is actually an aggregation of those peaks and valleys across that range of matrix elements: a person’s functionality is, generally, how well their peaks map onto the things they need to do on a daily basis.  Zero functioning is actually hard to imagine, and if most of the population was in fact functioning at zero, we might not even see it as a relevant matrix attribute element to consider.  (If someone had a peak there, would we even think about it as a peak?  Consider the question of tetrachromats.)  For the sake of analysis and comparison, it’s important to both retain the spectrogram as a matrix, and also consider a simplified representation of it.  You could call it IQ or something.  Let’s just describe it as the determinant of the functionality matrix.

 

View #2: The Bowl

Some of you know that I have a deep, longstanding, and personal interest in questions of neurodiversity: creating models of acceptance, encouragement, and tolerance for people with different sets of skills and forms of excellence.  (This isn’t just a “feel good” about diversity and tolerance as a moral issue.  This is about benefitting from excellence where it is found, including functionality peaks due to alternative wiring that represent “signs of life” not common in the general population.  Well, if you’re training PhD students, that’s not a bad thing to look for: higher, and more distinct, functionality peaks than exist in the general population.  After all, not that many folks get PhDs.)

So, the more your spectrogram pattern of peaks and valleys differs from the standard version (not just higher peaks, but peaks in different places), the less “standard” you are.  (Standard, in this case, represents not just the population norm of the matrix determinants, but the modal matrix pattern.)  In an extreme case, someone with a whole lot of peaks in places where standard people are close to zero, and very low functioning where standard people have peaks, would find it exceptionally hard or impossible to communicate with standard folks at all.  (The concept of “communication” here might work as a multi-dimensional convolution integral, or a multiplication of functions against each other.  You don’t worry about that just now, unless you really want to.)  The more non-standard a person is, the further their pattern is from the standard pattern, and the more overall capability and functionality it might take to compensate for the mismatch, and be seen as equivalently functional as the modal, standard person.  If we considered a function where the matrix determinant was the height, and the difference in pattern was a radius (different types of different patterns would be angles, so we’re in polar coordinates), the “bowl” would be a surface of “equivalent perceived functionality,” with an edge being at a place where someone, no matter how many peaks they had or how profoundly high those peaks are, could not interact with standard folks well enough to be seen as functional.   (So, you can’t see in our standard visual spectrum?  Well, we think you’re blind, even if you have a great visual experience of radio waves.  Too bad if you can hear and sing the vibrations of the planet.  We work in 200 – 4000 Hz, thank you, and if you can’t hear or produce in that range, we won’t hear what each other is saying.  Literally.)

 

View #3: The Disk

Another of the elements we have been playing with in the lab gets the shorthand description of “The Six Dimensions of expertise,” with a corollary of “the disk”.  As we described the matrix above, there are lots of different ways we could organize the elements of the matrix of ways people are good at different things.  They may be socially skilled and charismatic; they may be great with tools and interfaces; they may enjoy structured rules and processes; they may enjoy mathematical analysis and quantitative exploration.  There are other ways to slice skills up into different collections, but there’s been a lot of work recently into “four-quadrant” cognitive styles inventories that are used in organizational assessment.  For the purposes of this discussion, all this tells us is where in the spectrogram the matrix elements of your peaks and valleys are likely to be found.  Useful, if we want to do systematic comparisons of different patterns of functioning (and convolutions of functionality for communication or information alignment).  Which is the “right” four-quadrant model?  That’s not a proper question; it’s kind of like asking what is the “right” set of compass directions.  We agree on one for the purposes of discussion, even though there isn’t even alignment between magnetic and geographic compass directions, and it’s even possible that we could have a situation where magnetic south points towards geographic north.

 

View #4 = Function (#1:#3)

What I’ve described for each of the views above is far from a standard description of how we consider psychological concepts of intelligence, personality, functionality, or cognitive diversity.  Lots of researchers toil very intensely in intelligence assessment or engineering aptitude evaluations, or the genetic contributions to Asperger’s syndrome, or refinements of MMPI or Myers-Briggs inventories (to use examples of standard questions in each of the three views).  Mathematically, however, what I have laid out can be combined (although it’s extremely hard to draw the picture in three dimensions).  Imagine the spectrogram matrix (#1) of a “standard average person” (both in terms of normative / neurotypical wiring rather than autistic spectrum, and in terms of average intelligence), where the matrix is organized according to a four-quadrant disc model where different capabilities are ordered within quadrants with respect to their relative frequency and strength in the population.  Take the determinant of that matrix (note that this result should be independent of how you order the matrix elements).  We’ll now define that “value” of the bottom of the bowl as “standard normative functioning in the modal pattern”.

 

Whose Project is This?

Is this what the lab is currently working on?  My goodness, no.  I would NEVER assign this, in totality, as a project for a student thesis.  It requires significant revisions of three or four major disciplines, as well as some advanced mathematics for the methodologies, and new forms of data collection on thousands or millions of persons on a set of variables we don’t even define well, let alone currently measure or collect.  But, for the first time, I have been willing to describe a panoramic postcard of this type in a public venue.  Why?  For years, I was worried that lots of other people would understand, and jump on the problems, and start working on them, and that my best contributions would be left behind, meaningless and trivial.  Then I started to think that this would be considered foolish and ridiculous, unless and until I took on myself the responsibility of being able to explain it better so that “most people” could get it.  But, Words Spoken to History are not widely understood, even for years or decades, and the measure of the mark on the tree of knowledge is not how many people applaud when the mark is made.  Galileo learned this lesson, as did Leonardo DaVinci, and Marie Curie, and Rachel Carson (and Ariane Emory).  Am I comparing myself to them?  No, not even close.  I’m just trying to Speak my Words.

 

 

 

Thank you, C. J. Cherryh, for the concept of sets, and A-E, for the introduction.