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Resonance

06 Tuesday Jan 2026

Posted by petersironwood in America, management, psychology, Uncategorized

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creativity, Design, echoes, Feedback, golf, harmonics, learning, life, politics, programming, resonance, sports, testing, thinking, timing, USA

Resonance

If you have ever pushed your kids on a swing, you know that timing is important. If you add the power of your next push just as the child reaches the apex and begins to fall back, you will swing your child higher and higher with little effort. On the other hand, if you add the power of your next swing at the bottom of the arc just as the swing is moving toward you at maximum speed, you will nearly stop the swing and likely injure yourself and/or your kid. Please don’t try it.

boy wearing blue shirt sitting on swing

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In sports as well, the timing of when you add your effort is critical. In golf, for instance, many beginners think a lot about their hands, probably because we use our hands for many daily tasks such as texting, flipping burgers, playing video games, etc. While the hands are certainly important in the golf swing, they are the last thing to bring to bear on the golf swing, not the first. If you add your hands and wrists at the last moments right before you hit the ball, you will  be accelerating the club face as you hit the golf ball. You will have greater velocity and also more stability and hence more accuracy for the shot. 

woman playing golf

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The golf swing is a complex athletic move that I cannot describe in detail. Here’s what is important in this context. Some parts of the golf swing (notice the word: swing) are much like a pendulum. The longer parts of the body (e.g., the arms) take longer to swing on their own. The shorter parts of the body take a shorter time to swing on their own (e.g., the hands). In addition, the shortest pendulum (the hands) is at the end of the longer arm swing. This means that for the arm swing and the hand/wrist moves to multiply effectively, you must engage the hands and wrists toward the bottom of the arm swing when the arms are already moving at top speed. 

What is True in Mechanics and Sports is also True in Social Engineering.  

If you work in a highly competitive, even cut-throat sales environment, in which there is a long tradition of stealing commissions, grabbing each other’s customers, etc., having the sales manager say something like, “You know what? Let’s cooperate! Put the customer’s interests first, not your own commission” is pretty much useless. A manager’s exhortation to cooperate is a short term high frequency “push” but it will be just as ineffective as trying to start your golf swing with your hands, or trying to push a swing with all your might when your kid is swinging toward you at top speed. If the cultural milieu is cut-throat, the manager’s statement will not be sufficient to change that culture. What the sales people will do is make sure that they have a semi-plausible story ready about how stealing someone else’s commission was really best for the customer. 

group of people raising right hand

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On the other hand, imagine instead that sales people have shared commissions for years and that the company takes many steps to build social capital and cooperation among everyone on the sales force. Now, the manager may publicly praise an actual instance of cooperation. It doesn’t have to be heavy-handed or over the top. It is a gentle push that adds energy to what people are already doing. This is akin to adding the hands to a good golf swing or adding your swing push just as your kid begins to descend. 

Don’t get me wrong. If your house is on fire, you should leave. Grab your kids and pets but don’t bother with last weeks losing lottery tickets. 

But — you also need to understand why your house caught fire – perhaps faulty wiring – and why the fire was not immediately doused – e.g., your fire extinguishers are out of date. If you don’t fix underlying problems, your next house is likely to catch fire as well. 

If your culture is so materialistic and superficial that a blow-hard sleaze bag who seems to have great material wealth is celebrated no matter how he or she came by that wealth and fame, you may have to deal with the short term problem first, but unless you also deal with the underlying cultural, social, and economic problems, you’ll likely find yourself in precisely the same situation again. The same or other foreign enemies will attempt to exploit those same weaknesses again by finding a different celebrity with deep underlying character defects. Those enemies will push particularly hard during a crisis or an election and they will push particularly hard in the errant directions that society is already trending toward. 

The String’s the Thing Wherein We’ll Capture the Conscience of a King

Next time you have access to a piano, try the following experiment. Gently push down the C, E, and G keys above middle C. Keep them pressed down with your right hand and then strike middle C sharply with your left hand and let it go. What you will hear is that the strings of C major (C, E, G) will vibrate for quite a time after you release the middle C key. If instead, you gently push and hold down the D, F, and A keys above middle C, you will hear very little sound coming from them. Why? Because the harmonic resonance of  middle C is greater with the C, E, and G than it is the D, F and A keys. Similarly, some people will tend to “resonate” with certain messages more than others will. 

close up photo of person playing piano

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This is why, for example, Russian fake news that was meant to suppress the black vote carried false stories to indicate Democratic candidates didn’t care about the “Black Lives Matter” movement, while false stories about how Democratic candidates don’t care about gay rights were targeted toward the LGBTQ community. Of course, even putting Russian election interference aside, candidates typically target their messages to those that will “resonate” with particular voters. For instance, a candidate who believes in an isolationist foreign policy, forgiving student loans, low estate taxes, and better benefits for veterans might focus a speech to a group of veterans on their desire to see better benefits for veterans.  The same politician, when speaking to college students, will tend to focus on forgiving student loans. That has been “business as usual” for my entire adult life (and probably since the beginning of politics). What was really new to me in 2108 was this: an entire raft of Republican candidates promoted the idea that they were concerned about making sure that insurance companies covered pre-existing conditions. In fact, they had always voted against it and were suing to make this provision of Obamacare illegal. 

Prior to the existence of lying news networks and fake web sites who would echo such lies, politicians of either party would be reluctant to employ blatant lying about their positions because, even putting ethics aside, they would be easily discovered. However, if some of their constituents only believe fake news networks, then such politicians feel that they can lie with impunity The news presented on such networks resonates with what the lying politicians say and resonates with what those viewers want to hear and believe about the people toward whom they are already favorably disposed.

person woman music musician

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Resonance and the Overly Long Time                                                     Lag.

While managing a research project on the psychology of aging at Harvard Med School, I lived in a suburb called Woburn. This rented house had a hot water heating system, and at some point, during a particularly bitter cold New England winter, the furnace stopped working. I could have called in a professional, but instead, I tried to fix it myself. As a part of this system, there was a small gauge that looked a lot like the gauges in a level, but this one was upright and generally half filled with water. I noticed that now, instead of being half filled with water, it was only about 1/10 filled with water. I didn’t exactly understand why this could be problematic but the instructions said it should be half filled with water and there was a valve to let more water in. So, slowly and cautiously, I opened the valve. Nothing happened. I opened it a bit more. Nothing happened. I opened it a bit more. Nothing. I was about to give up and call a repair person. All at once, the little vial began to fill. Yay, me! I turned the valve off because the instructions also said the gauge should not be overfilled. But it kept filling. And filling. Damn! I made sure the valve was closed tightly. It kept filling anyway! Double damn! The gauge exploded! I had been the victim of — well hubris, of course, because I thought I could figure it out — but also a victim of delayed feedback. When feedback is delayed, all sorts of havoc can ensue. 

photography of green and red fire works display

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You may have experienced a similar time lag issue with hotel showers. You turn up the hot water and the shower water stays cold. You turn it up more. It stays cold. You turn it up more and it still stays cold. And then…all at once you’re being boiled to death in your own shower and you begin wondering who will find the naked body. 

Back in the early days of using LOTUS NOTES, there was a button on my screen that said, “REPLICATE.” And if I clicked on that button, a replication process would start. (Basically, it was downloading my email from the server to my ThinkPad). But sometimes, the mouse click did not register. This might not be a giant issue. In other cases, I would simply click again and this worked for most applications. But in this case, NOTES put up another button, in the same exact spot as the REPLICATE button, that said, “STOP REPLICATION.” The State of the Replication Process, however, was not accurately reflected by the State of the Button on the screen! This was endlessly annoying and could easily have been avoided. There was plenty of screen real estate to put a “REPLICATE” button along side the “STOP REPLICATION” button. Once connection speeds were faster and the computational facilities themselves were faster, this UX issue ceased to be an issue because there was no noticeable time lag between the state of the process and the state of the button. 

man holding remote control

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However, I still run into similar issues with Cable TV remotes. Do you? The time lags associated with clicking something on the remote and something happening on the screen is so long, that you begin to wonder whether the battery has gone dead or whether it is aimed wrong or whether the button was not fully depressed. Indeed, I sometimes wonder whether the entire system is truly electronic. I have begun to believe that the button press actually sends an ultrasonic dog whistle to a pack of hungry weasels who hear the whistle. To them, it’s a signal that they are about to be fed. They begin scampering in unseen cages toward their food dishes. The scampering of their feet is picked up by sensors under the floors of the cages. These sensors cause dials to change in a control room staffed by retired school janitors who push a series of buttons that change the channel or the input designation or turn on captioning, but only after they finish the New York Times crossword puzzle they are working on. Then, and only then, does the desired action take place. But if and only if you’ve been patient enough not to hit the button a second time. 

adult audio concert control panel

Photo by Roman Pohorecki on Pexels.com

Of course, if you are the user in this scenario, there is a fix. Push the button once and only once. Now, go outside and run around the neighborhood for fifteen minutes before interacting a second time with the remote. Sure, it takes a long time to get to your program but you’ll be in much better shape after just a few months of this regimen. 

On the other hand, if you are the designer of such systems, you might consider that it would be less expensive in the long run to replace the ultrasonic dog whistles, the weasels and the retired janitors with an actual system of electronics which, after all, is supposed to run at nearly the speed of light.

landscape photography of field with wind mill with rainbow

Photo by Paweł Fijałkowski on Pexels.com

The Takeaway

In comedy, timing, as in life, and UX design, and pushing your kid on the swing, and your golf swing, and social interventions, and election interference, and human short term memory limitations, is everything. 

 

 

 

 

 

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Author Page on Amazon. 

The Update Problem

What About the Butter Dish?

Wednesday

The Stopping Rule

That Long Walk Home

The Truth Train

Dream Planet

Siren Song

The Ailing King of Agitate

Somewhere a bird cries

How the nightingale learned to sing

After All

The Walkabout Diaries: Sunsets

The First Ring of Empathy

Fifteen Properties

Travels with Sadie Teamwork

Donnie Gets a Hamster

Non-Linearity

04 Sunday Jan 2026

Posted by petersironwood in America, management, psychology, Uncategorized

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AI, environment, equilibrium, feedback loops, life, ping pong, politics, research, science, sports, story, systems thinking, table tennis, testing, truth, writing

Non-linearity

A Chessboard Full of Rice

According to myth, the Emperor’s wise adviser once did him a great favor. So grateful was the Emperor that he begged his wise advisor to take any gift she might like from the vast treasures of gold or jewels, any lands or gardens, any of the Emperor’s many male children to be her companion. However, the advisor answered as follows: “Thank you for your generosity, oh mighty Emperor. I have no need of great material wealth. My needs and wants are simple. I do get hungry and thirsty, of course, as do we all, and sometimes my household runs short of rice. You see this fine chessboard?”

battle black blur board game

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“Oh, yes, my wise counselor, it is indeed finely made of gold and silver and I would gladly give you twenty such!” 

“Thank you again for your generosity, but I only wish for a some grains of rice. Give me one grain on this space and tomorrow, two grains on this space and the next day, four grains on this space. Each day for 64 days, double the number of grains of rice you gave me the day before. At the end of the 64 days, I will ask for no more.” 

The Emperor looked puzzled. “Surely, you must have something more valuable than rice! Name it!” 

“No, Sire, that is all I desire. Just the doubled rice will do quite nicely.” 

“Well, it shall be so!” And thus the Emperor told his staff that they were to provide a grain of rice for the first day, two grains of rice for the next day and to double the amount each day until all 64 days had passed. At first, it seemed such a pathetic gift for such a great favor. 

Even after 8 days, the wise counselor only received 128 grains of rice – not even a bowlful. 

Readers familiar with exponential growth realize that on the 64th day, the Emperor has promised to deliver 2**63 grains of rice. This is not only more rice than the Emperor had at his disposal. It is more grains of rice than exist in all the kingdoms of earth. To be exact, the last payment is meant to be 9,223,372,036,854,775,808 grains of rice while the total is one less than 2**64. To put the matter scientifically — it’s a lot of rice! Much more than exists in the world. 

How would you like the story to end? A wise Emperor, to my mind, would thank the counselor after a couple weeks and say, “I see, oh wise Counselor, that you used my gift to give me another gift to enhance my wisdom. For I now understand that what seemed at first an easy thing to do is actually quite hard. Doubling soon undoes even the richest king. I will keep this in mind when I think about interest rates and population growth.” 

A crummy Emperor, on the other hand, might say, “I offer you a gift and you see fit to embarrass me by making me agree to an impossible task? Boil her in oil!”

The Lily Pad Pond Puzzle. 

Beside my house is a pond. In this pond, a lily pad began to grow. Every day, it doubled in size. On day 20, it completely covered the surface of the pond. The surface of the pond is 400 square feet. How many days did it take to cover half of the pond? 

red and green lily pads focus photography

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At first glance, you might think this problem is insoluble because you don’t know how big the lily pad was initially. In fact, you don’t even need to know how large the pond is. It will cover half the pond on day 19.  

The Ping Pong Table Ping Pong Player Population

When I began at IBM Research in 1973, I soon discovered that a fair number of researchers were avid table tennis players. At lunch time, somewhere between six and twenty researchers would show up to play. There were two tables and some small amount of room for spectators to stand on the edges of the two ping-pong rooms and watch. Our rule was that if a person won, they would stay at the table and a new challenger would play. However, if you won three times in a row, you had to sit down regardless. I didn’t go over every lunch time, but I went over quite a few times over the course of my first ten years there and there was invariably someone to play with. Sometimes, I had a longer wait time than others, but it was never too long a wait. 

Then, because management wanted to use one of the two ping-pong rooms for other purposes, they repurposed one of the rooms. Now, there was only one ping pong table. In the two ping-pong table case, remember, I never had to wait too long nor did I ever go there and have no-one to play. As I said, the number of players varied between somewhere around six to twenty. What is your prediction about how many players showed up when there was only one ping pong table? 

Here’s what happened. The first day after this change happened, I went over and about fifteen people showed up. I, like everyone else, waited a long time for a game. Our “official” lunch hour was actually 42 minutes and the building was a five minute walk away. So, if you had to wait a half hour for your chance to play, it really wasn’t that much fun. In addition, there were some more subtle effects. All the players were good, but there some substantial differences in skill level. People tried to arrange it so that they played someone at about the same level. WIth only one table, this was trickier. In addition, when a relatively large number of people showed up, it was too crowded for everyone to see the match without interfering with play. It happened that I was too busy to go for a few days. The next time I showed up, no-one was there. Some of us talked about trying to “organize” the ping pong to insure that enough people showed up but everyone was busy and no-one wanted to take this on. Scheduling researchers is harder than you might think. It was hard for people to make a commitment to show up at noon because a meeting might run over, their manager might give them extra work, etc. The number of people showing up swung wildly for about two weeks and then stabilized. 

At zero. 

What had been a vibrant community with two ping pong tables did not stay the same size, or shrink to half when we were limited to one table. It went to zero. 

Warring Positive Feedback Loops. 

We’ve already talked about “positive feedback loops” which are also known as “vicious circles.” Sometimes, there are actually (at least) two positive feedback loops hiding beneath what appears to be a stable system. In the Case of the Missing Ping Pong Table described above, one positive feedback loop was simply that when you went there and had a good time through some combination of watching good matches or playing yourself, you were more likely to go there again. There was also a positive feedback loop that was more of a social nature. The more people who were there, the more likely it was you would find a good or interesting match. It was also more likely to be able to find someone you wanted to have a conversation with although the venue prevented this from being a big part of the adventure. Another way that having more people there increased the chances that more people would be there the next day was that it was kind of exciting to have a larger audience watching, cheering, throwing the ball back when the ball crept under the radiator after pin-balling around for awhile after a decent slam. 

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At the same time, there were other feedback loops, sometimes of the same factors but in a different range. For instance, beyond the point of having the periphery of the playing field covered one or two deep, additional spectators added only a little excitement and they were more likely to infringe on the needed space around the table. In addition, while the first ring of spectators felt very much a part of the action, the experience for the second ring of spectators was far less engaging. While I mentioned above that more players meant a better change of finding a good match, it also meant that one had to wait longer between matches. The worst case scenario, of course, is that you are the only one who shows up. 

Behind Every Abstraction are a Host of Personal Stories. 

Yes, you can practice against the wall, and I did this a few times, but it is significantly less fun than a real match. I love to serve, for instance. I have a raft of difficult serves. Just to give you one example, with most set-ups, I can hit the right side of the ball so thinly that I put enough side-spin for the ball to appear as though it isn’t even going to hit the table on the second side, but it does; it curves radically back around to the left. Sometimes people are so surprised that they miss it entirely. Even if they get there, the sidespin often makes them hit it off the table or the curve causes them to mis-hit the ball on their thumb or finger. I can also add a fair amount of top-spin or under-spin as well. Anyway, I didn’t get to do any of that just hitting the ball against the wall. The wall was not perfectly smooth either. So I might hit three of four shots and then the ball would hit a little imperfection in the plaster and careen off to scribble scrabble along the floor and then crawl under the radiator. It’s the kind of annoyance that everyone has experienced. And if someone else is there, you can kind of glance at your friend who nods nearly imperceptibly as you get down on your hands and knees and stretch your fingers into the territory of God-knows what spiders or broken glass and feel around through the grit and dust until you retrieved the ball. And that little glance and that little nod actually make quite a difference. If you’re on your own, it’s not any fun at all. It’s just an annoyance. The only reason I even bother to hit against the wall is to learn to keep focus for extended periods of time. For this, it is good practice and a good challenge. But, if I’m interrupting this to go fish my hand into a pile of dust every couple minutes, it isn’t so likely I’ll come back. 

close up portrait of owl against sky

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These various factors were all in a dynamic balance so long as there were two tables. When the tables went from two to one, however, what had been a stable equilibrium became a very unstable one. Eventually, of course, it did find a new equilibrium point and that was zero. To crawl out of that, one person might show up. But most of the time, they were the only one. So, they would be less likely to come again. Even if two showed up, since no-one could play every day, you might still find yourself wondering whether someone would be there the next time. 

bandwidth close up computer connection

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You might have read this whole story and wondered why the hell this building full of Ph.D.’s couldn’t get their act together and arrange some matches. It’s an interesting question and here is my personal opinion. When it came to these brilliant scientists and engineers, they came from every part of the globe and they came in all shapes and sizes. Some were vastly overweight and others were ultra marathoners. But the ones who liked to play table tennis were, by and large, athletic and “hyper” – an impatient lot. What all of us really loved was working to find out the truth. And, these truths that we sought were ones the company that we worked for wanted us to seek. True enough, but by the same token, that meant the truth found and utilized would make people’s lives better in some way in the not too distant future. But working in a corporation also meant doing a bunch of administrivia. So, the ping pong set of people, in particular, wanted to get up from their intense sedentary mental and administrative work and play hard at something completely physical and different. The last thing any of us wanted to do was add more administriva to our lives. 

The Takeaway

 It’s easy and common to assume implicitly that the systems you deal with are linear.

They often aren’t. 

Things can go out of control extremely quickly (into a dominant positive feedback loop) once the dynamic equilibrium is disturbed. 

Would the invention of the iPhone have kept the ping pong community going? 

Another takeaway: there are two quite distinct ways of analyzing that are going on in the essay above: a fairly abstract one (even if it uses concrete examples like rice and lily pads) and a very concrete and experiential one. In my experience, both of these modes are useful and valid and if taken together give a fuller picture of what’s going on. My experience in this was mainly in human computer interaction but I think it is equally true for many in law, medicine, management and many other fields. What’s your experience? 

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Author’s Page on Amazon.  

The Update Problem

What About the Butter Dish?

A Little is Not a Lot

The Jewels of November

The Stopping Rule

Wednesday

We Won the War! We Won the War!

Roar, Ocean, Roar

Destroying Government Efficiency

E-Fishiness Comes to Mass General Hospital

Small Things

Tools of Thought: Problem Finding

03 Saturday Jan 2026

Posted by petersironwood in America, management, psychology, Uncategorized

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AI, Business, creativity, Design, life, marketing, media, mental-health, problem finding, problem solving, research, thinking, thought, truth, writing

Problem Finding

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Today (18 December, 2018), I googled “problem solving” and it returned 287,000,000 results. In most of our school life as well as most people’s work life, we are given problems and asked to solve them. “Problem finding” only returned about 2.5 million or fewer than 1/100th as many hits. Solving problems can make processes more efficient and more effective. Solving problems can even save lives. We generally reward people both at school and at work for being good problem solvers. We seldom train people in problem finding. In fact, the reaction of many teachers and many managers when someone finds a problem is to dismiss it as being a non-problem. (FYI, Google now leads with an AI summary rather than links nor does it provide the number of “hits.”)

I can understand this sentiment; the emphasis on solving problems rather than finding them. As a teenager driving my dad’s car home from a date with my girlfriend, somebody beside me tried to make a right turn from the left lane and ran right into my dad’s blue Dodge. I heard what sounded like the voice of God say “NO!!” loud and clear. It was actually louder than the sound of crumpling metal. For a split second, I was in complete denial. Even some moments later, when we pulled over to assess the damage, to me, it looked minor enough to ignore and to just drive off. A more experienced guy from the corner gas station near where this happened said that while it may look minor, it would cost hundreds of dollars to fix and we therefore needed to trade information. I was stunned.

grayscale photo of wrecked car parked outside

Photo by Александр Неплохов on Pexels.com

In many cases, it is a human tendency to want to deny that a problem really exists. If you can get past that tendency however, and embrace problems and indeed, even learn to seek them out, you may be able to create tremendous value for yourself and for those around you. Problem solving can make your bookstore more profitable. Problem finding lets you invent Amazon. Problem solving lets you build a better internal combustion engine. Problem finding leads you to an electric vehicle.

What might you do to discover problems? First, you might take your own negative emotions as a jumping off place. If you find yourself angry, or anxious, or depressed, to the extent that you can trace back what is going on to the initiating event, you may be able to be consider whether that event is unique to you — or, more likely, that event is likely to trigger a negative reaction in many people. 

person holding white polaroid land camera

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If you found that waiting even 48 hours to have your photographs developed and printed — and you thought others might also be impatient to see the results–you might invent Polaroid instant photos. If you found cooking a casserole too time-consuming and messy for your taste, you might invent frozen dinners. If you drove a lot in hot, humid climates, you might be motivated to put air conditioning in cars. 

Of course, you do not have to limit yourself to your own misfortune. If you read about someone having a miserable time, you could dig a little deeper and ask yourself how a tragedy might have been prevented or how an accident could have been avoided. You can also look at a change that seems minor and ask yourself what will happen if this change becomes widespread. 

For example, if you read in the newspaper that a robot has been invented that harvests tomatoes, you might extrapolate to a more universal situation. What if all crops were harvested by machine? This might make groceries cheaper. But what else would it mean? Tomatoes are rather delicate, after all. You might wonder whether growers using a machine to harvest tomatoes would harvest them early to avoid them being mashed by the machine. You might wonder whether they would even genetically alter the tomatoes so that they were easier to harvest by machine (even if they were no longer as tasty). You might wonder what will happen to the tomato pickers. Politicians may tell you that they will all be retrained for higher paying jobs as machine inventors, machine programmers, and machine maintenance folks. But this makes no sense. If there were an equal number of IT jobs as there used to be tomato pickers but each of the new jobs came with a higher salary, why would the growers use robots? There will be fewer jobs after automation and in some cases, far fewer. 

close up of hands holding cherry tomatoes

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You might look at the global temperature trends and ask yourself what will happen if they continue. What will happen if global temperatures continue to rise? What can be done about it? Of course, once people start seriously mapping out the consequences, some people will react by saying, “Oh, it isn’t really happening!.” Why do they think that? Because it’s too scary to contemplate the truth; or too inconvenient to take the necessary actions. There are vested interests in old energy sources who will be happy to help you along in your fantasy of denial. In the short run, it’s often easier to imagine that problems do not exist, or are not that bad, or won’t get worse, or that there is just nothing to be done. 

Even most of the people who rail against what most of us think of as sensible gun regulation (requiring a license, showing ID, getting at least some training and testing the would-be gun owner’s knowledge, competency, and eyesight as we do with cars) don’t think that mass shootings of innocent children is a fine thing. They see it as a problem — just one that cannot be solved or one that can only be solved by adding cost and inconvenience to the potential victims. After such a tragedy, they may even send “thoughts and prayers.” 

black rifle

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There is a possible “down side” to problem finding. The greedy may decide that they can make a lot of money by generating a solution to a problem that isn’t really a problem and making you believe it is a problem. My favorite, and so far made up, example is “Elbow Cream” for those unsightly skin wrinkles that appear on the back of your elbow when you straighten your arm. But that made up example is not too far off. You eat spicy food and it upsets your stomach? We can fix that! Of course, you could too by simply not eating overly spicy food! But nobody makes money that way. So they will sell you something that supposedly fixes the “problem.” While it might be fantasy to imagine “Elbow Cream” that will “fix” your “unsightly elbow wrinkles” it is not fantasy to imagine that people have been hoodwinked into spending money on “fixing” their faces and bodies. 

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Americans spent 16 billion dollars on cosmetic plastic surgery in 2017. There are 50 countries who each have a lower GDP than that. The beauty industry in the USA overall was supposedly around $445 billion in 2017. That’s more than the GDP of each of 151 countries! Both figures are also less than the federal government spends on reducing climate change. Or cancer research. 

Do you see that as a problem? I do. 

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Author Page on Amazon. 

The Invisibility Cloak of Habit

Essays on America: The Game

One of the most enjoyable aspects of Science Fiction as a genre is that it often shows us problems that might occur in the future. In some cases, it suggests ways to prevent those problems and in some cases, it suggests how these future problems might be dealt with.

Turing’s Nightmares, for instance, comprises 23 short stories that explore the ethics and implications of AI. http://tinyurl.com/hz6dg2d

Dream Planet examines, among other things, the extrapolation of global warming and a radical attempt to stem it. https://www.barnesandnoble.com/w/dream-planet-david-thomas/1148566558

FaceGook

The Ides of February

A Day at the HR Department

Putin’s Favorite DOG-E

Silent Screams of Dead Men’s Dreams

Namble Mamble Jamble

May You Live in Interesting Times

Plastics!

The Last Gleam of Twilight

The “Not-See” Party

An Open Sore from Hell

Happy Talk Lies

Negative Space

02 Friday Jan 2026

Posted by petersironwood in creativity, management, psychology, sports, Uncategorized

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AI, art, creativity, Design, HCI, illustration, music, negative space, painting, poetry, problem formulation, problem framing, sports, thinking, thought, UX, writing

Negative Space

When you look at a scene, it is natural to concentrate on the objects in the scene. So too, when one begins to design, it is natural to concentrate your attention on the things you intentionally put into the design whether those are menus, icons, images, banners, buttons and so on. You tend to give little thought to what is not there because, after all, there’s nothing there! 

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As your expertise grows, you will find it useful to spend some time and resources thinking about what is not there; the “negative space” if you will. In art, the “negative space” refers to the space around and between the objects. Often, paying attention to the “negative space” can result in a much more interesting and aesthetically pleasing composition. It is a concept that has applications far beyond artistic visual composition however. 

Consider music for a moment, or better yet, listen to some and you will note that the silence is just as important as are the notes. Increase or decrease the silence in a tune by a factor of two and it becomes a different, and in most cases much worse, tune. 

printed musical note page

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The same can be said of great acting whether on stage or in a movie. The silence while we wait for the actor’s response to some news — while they are saying nothing and possibly even showing nothing or very little on their face, can often be the most poignant and moving parts of the picture. If the actor reacts “too quickly” with no space, we can tell that the stimulus presented is something that they “trigger” on because they are upset about it or trying to deny it. The leading man, for instance, asks a seemingly innocent question on a first date, such as, “So, do you like French Cuis…” “NO!” she cuts in. The audience’s attention is immediately drawn to see what comes next. The response that is too fast indicates a “sore spot.” Did the leading lady want to become a French chef? Did she just end a love affair with a Frenchman? What is going on here? 

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On the other hand, imagine the leading man, says, “So, do you like French Cuisine?” One beat, two beats go by. No answer. A long pause. The leading lady’s face shows nothing. Perhaps she tightens her lips ever so slightly or frowns to the slightest possible extent. The pause continues. The leading man tilts his head as though to ask whether she’s okay. Finally, we come to expect a tirade about the French or French Cuisine or French wine or … something. Instead, after this long pause, the leading lady says nothing but punctuates her silence with something that sounds like a cross between a humorless laugh and a karate grunt. There are probably no words she could have said which would have intrigued us more than the non-response. We think, “What the hell is going on with her and French Cuisine?”  

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Speaking of French Cuisine, when you go to a fine restaurant, your focus is on the food. So too is the focus on the chef and the server. But the space is important as well. It is annoying when you are paying good money to have a nice dining experience and you are shown to your table, given menus and then ignored for the next twenty-five minutes. On the other hand, it is equally annoying when your server comes back every 30 seconds and asks, “Are you ready to order yet or do you need more time?” The optimal time to wait between courses is not always obvious either. Some people need or want much more time between courses. Maybe this nice dinner is all they have planned for the evening. The patrons are having a nice quiet dinner with good conversation. They are in no hurry. Just as one of the diners launches into a complex story or joke, the server comes over and interrupts to tell about the specials. Conversely, another foursome may be planning on attending a play and long pauses between courses may mean missing the first act. 

The negative space in dining is not just about the timing of events. It is also about the spatial arrangement of the food, the spacing between textures and colors. Often, the artistic arrangement is as much about the negative space as the objects on the plate. 

Sometimes, the food itself has positive and negative elements. In a meal with varied and complex and contrasting tastes, for instance, the rice or the bread can provide a kind of “negative space” between the tastier and more salient constituents. These neutral or negative elements allow more contrast among the salient elements than if the more salient elements were enjoyed right after each other. I’m reminded of a line from Kahil Gibran’s The Prophet:

“Let there be spaces in your togetherness.”

Negative space is important in architecture, painting, typography, cinematography, the design of user interfaces, culinary arts, music, and the design of other stimuli. It is also important in activity.

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One of the first popular video games was called “Asteroids.” In this black and white vector graphics game, you controlled a small space ship that shut bullets in the direction the space ship was aimed. All you could control was the speed and direction of the space ship and whether it was shooting. The screen also showed a number of large, irregular “asteroids” that you were meant to hit. When you hit one of these large asteroids with a bullet, it split into two moderate asteroids. When you hit a moderately sized asteroid with a bullet, it split into two small asteroids. When you hit a small asteroid with a bullet, it disappeared. If you got hit by an asteroid, you would die. There was also a flying saucer who came to hassle you. Anyway, I found that if I focused on all these floating asteroids and trying to not to get hit by one, it was a difficult game. For me, at least, it was much better to visualize a path among the asteroids and try to follow that path. In a way, concentrating on the negative space, helped. 

action athletes ball blur

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The importance of negative space in sports can hardly be over-emphasized. In American football, the back tries to find the holes to run through. In soccer, players seek paths between. In baseball, the hitter wants to “hit it where they ain’t.” In tennis, beginners often play only during half a point. Their attention is focused on the ball and the opposing player(s). They choose a target on the other side of the court and watch to see how well they hit that target. Just as their opponent begins to hit the ball they shift their attention to their opponent and watch where that opponent hits the ball, scurrying there as quickly as possible so as to hit the next shot. What does such a player do between the time they hit the ball and their opponent hits the ball? They watch! They want to see where the next ball goes. If you are young and fast and your opponent is not well skilled, you can often get away with this process. However, what higher level players do is something quite different though it may look similar. The good player has a target in mind but watches the ball while their mind has the target clearly in mind. By watching the ball, they are much less likely to mis-hit the ball. Furthermore, they are not giving away their intended target with their body language. Perhaps most importantly, long before their opponent hits a return shot, the good player thinks about the open spaces on their side of the court and go to cover the most likely of those spaces. 

Many otherwise well-skilled athletes only focus on the game during play. For example, many hitters on amateur softball teams, pay little or no attention to the game while their team is batting until they are “on deck” (almost ready for a turn at bat). This is absurd in the majors, but it’s even more absurd in amateur games. You should be taking this time to learn about the opposing pitcher and about the weaknesses in the opponent team’s fielders. Just because you’re not in the batter’s box doesn’t mean you can’t improve your play. Similarly, in tennis, you can use the time between points to think about tactics and strategy, as well as to mentally “reset” yourself if necessary. Some players wave their hands in front of their face after a point as a reminder/trigger to forget about what just happened and focus on the next point. Some will even turn away from the play, seemingly to talk with their “imaginary friend.” 

To close, a very short, short story based on true events in my first trip to Japan. 

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The Touch of One Hand Clasping

Japan, Tokyo, 1977. I walk crowded streets and beautiful gardens where care is taken for spaces as well as things that grow. I struggle — try to speak Japanese language but usually mispronounce “Key-Ray-Ee-Des” (It is beautiful) as “Key-Rah-Ee-Des” (It is dirty). I tip-toe through minefields of culture steeped in subtlety; lose huge chunks of flesh and karma with my thunderous, blunderous New York strides.

Shin-Ju-Ku: lights dim Times Square into grandmother’s fruit cellar. Row on countless row of Japanese stare hypnotized at small vertical pin-ball game called Pah-Chinn-Koe. This bright hustle bustle hassle hides deeper subtlety, deeper calm, inside, beneath, where foreign eyes can peer not.

I enter Tokyo subway. Then — she enters — total stranger, totally beautiful, black hair, endless eyes. I, of course, having learned small little in my many minefield walks, look everywhere but at her. Better, she looks everywhere but at me. We ride, totally not looking at each other. She stands in middle — nowhere to hold on to — unprotected, beautiful, vulnerable.

Suddenly, train lurches. Simultaneously: she shoots hand out to only spot I can possibly reach while I shoot hand out to only spot she can reach. Our hands clasp strongly for instant and I save her from fall. 

Slowly, we release.

Next stop, she rushes out. But — just before the doors bang shut, she turns — looks straight into my eyes. “Kohn-bahn-wah” she says (“Good Evening”).

Thus, Japanese beauty touches beyond body into very soul of clumsy Westerner.

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woman holding pink petaled flower

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Negative space….

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Author Page on Amazon 

The Void

After All

It was in his Nature

Life is a Dance

Take a Glance; Join the Dance

Life Will Find a Way

At Least he’s Our Monster

What About the Butter Dish?

The Gods of Old

The Truth about Clouds and Gods

The Bubble People

Comes the Dawn

Is a Dream?

Good Morning!

Camelot is in your Heart

The Tree of Life

Fraught Framing: The Virulent “Versus” Virus

29 Monday Dec 2025

Posted by petersironwood in America, apocalypse, creativity, driverless cars, management, psychology

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Climate change, creativity, Democracy, Design, environment, framing, history, innovation, IQ, life, peace, politics, problem formulation, problem solving, school, technology, testing, thinking, TRIZ, truth, USA, war

Fraught Framing: The Virulent “Versus” Virus

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Like most of us, I spent a lot of time in grades K through 12 solving problems that others set for me. These problems were to be solved by applying prescribed methods. In math class, for example, we were given long division problems and we solved them by doing — you guessed it — long division. We were given history questions and asked who discovered [sic] America and we had to answer “Christopher Columbus” because that’s what the book said and that’s what the teacher had said. 

Even today, as of this writing, when I google “problem solving” I get 332,000,000 results. When I google “problem formulation” I only get 1,430,000 results — less than 1%. (“Problem Framing,” which is a synonym, only returned 127,000). [2025 Update: Google no longer provides this information. Indeed, the only non-commercial link I see is one to Wikipedia. The first entry to any search is typically their AI answer.]

And yet, in real life, at least in my experience, far greater leverage, understanding, and practical benefit comes from attention to problem formulation or problem framing. You still need to do competent problem solving, but unless you have properly framed the problem, you will most often find yourself doing much extra work; finding a sub-optimal solution; being stymied and finding no solution; or solving completely the wrong problem. In the worst case scenario, which happens surprisingly often, you not only solve the “wrong problem.” You don’t even know that you’ve solved the wrong problem. 

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There are many ways to go wrong when you frame the problem. Here, I want to focus on one particularly common error in problem framing which is to cast a problem as a dichotomy, a contest, or a tradeoff between two seemingly incompatible values. We’ve all heard examples such as “Military Defense Spending versus  Foreign Aid” or “Dollars for Police versus After School Programs” or “Privacy versus Convenience” or “A Woman’s Right to Choose versus the Rights of the Unborn Fetus” or “Heredity versus Environment” or “Addressing Climate Change versus Growing the Economy.” 

One disadvantage of framing things as a dichotomy is that it tends to cause people to polarize in opinion. This, in turn, tends to close the minds on both sides of an issue. A person who defines themselves as a “staunch defender” of the Second Amendment “Gun Rights”, for instance, will tend not to process information or arguments of any kind. If they hear someone say something about training or safety requirements, rather than consider whether this is a good idea, they will instead immediately look for counter-arguments, or rare scenarios, or exceptional statistics. The divisive nature of framing things as dichotomies is not what I want to focus on here. Rather, I would like to show that these kinds of “versus” framings often lead even a single problem solver astray. 

Let’s examine the hidden flaws in a few of these dichotomies. At a given point in time, we may indeed only have a fixed pool of dollars to spend. So, at first blush, it seems to make sense that if we spend more money on Foreign Aid, we may have fewer dollars to spend on Military Defense and vice versa. Over a slightly longer time frame, however, relations are more complex. 

woman standing on sand dune throwing hat

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It might be that a reasonable-sounding foreign aid program that spends dollars on food for those folks facing starvation due to drought is a good thing. However, it might turn on in a specific case, that the food never arrives at the destination but instead is intercepted by local War Lords who steal the food and use it get money to buy more weapons to enhance their power; in turn, this actually makes the starvation worse. Spending money right now on military operations to destroy the power of the warlords might be a necessary prerequisite to having an effective drought relief programs.  

Conversely, spending money today on foreign aid, particularly if it goes toward women’s education, will be very likely to result in the need for less military intervention in the future. That there is a “fixed pie” to be divided is one underlying metaphor that leads to a false framing of issues. In the case of spending on military “versus” foreign aid, the metaphor ignores the very real interconnections that can exist among the various actions. 

There are other problems with this particular framing as well. Another obvious problem is that how money is spent is often much more important than the category of spending. To take it to an absurd extreme, if you spend money on the “military” and the “military” money is actually to arm a bunch of thugs who subvert democracy in the region, it might not make us even slightly safer in the short run. Even worse, in the long run, we may find precisely these same weapons being used against us in the medium turn. Similarly, a “foreign aid” package that mostly goes to deforesting the Amazon rain forest and replacing it with land used to graze cows, will be ruinous in the long run for the very people it is supposedly aimed to help. In the slightly longer term, it speeds destructive (and anti-economic) climate change for everyone on the planet.

bird s eye view of woodpile

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False dichotomies are not limited to the economic and political arena. Say for example that you are designing a car or truck for delivering groceries. If you design an axle that is too thin, it may be too weak and subject to breakage. But if you make it too thick, it will be heavy and the car will not accelerate or corner as well and will also have worse gas mileage. On the surface, it seems like a real “versus” situation: thick versus thin, right? Maybe. Let’s see what Altshuller has to say.

Genrich Altshuller was a civil engineer and inventor in the Stalin era of Soviet Russia. He wrote a letter to Stalin explaining how Russian science and engineering could become more creative. A self-centered dictator, Stalin took such suggestions for improvement as personal insults so Altshuller was sent to the Gulags. Here, he met many other scientists and engineers who had, one way or another, gotten on the wrong side of Stalin. He discussed technical issues and solutions in many fields and developed a system called TRIZ (a Russian acronym) for technical invention. He uses the axle as one example to show the power of TRIZ. It turns out that the “obvious” trade-off between a thick, strong but heavy axle and a thin, weak, but light axle is only a strict trade-off under the assumption of a solid axle. A hollow axle can weigh much less than a solid axle but have almost all the strength of the solid version. 

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One may question the design assumptions even further. For instance, why is there an axle at all? If you use electric motors, for example, you could have four smaller, independent electric motors and not have any axle. Every wheel could be independent in suspension, direction, and speed. No-one would have designed such a car because no human being is likely capable of operating such a complex vehicle. Now that people are developing self-driving vehicles, such a design might be feasible. 

The axle example illustrates another common limitation of the “versus” mentality. It typically presumes a whole set of assumptions, many of which may not even be stated. To take this example even further, why are you even designing a truck for delivering groceries? How else might groceries go from the farm to the store? What if farms were co-located with grocery stores? What if groceries themselves were unnecessary and people largely grew food on their own roofs, or back yards, or greenhouses? 

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For many years, people debated the relative impact of environment versus heredity on various human characteristics such as intelligence. Let us put aside for a moment the considerable problems with the concept of intelligence itself and how it is tested, and focus on the question as to which is more important in determining intelligence: heredity or environment. In this case, the question can be likened to asking whether the length or height of a rectangle is a more important determiner of its area. A rectangle whose length is one mile and whose height is zero will have zero area. Similarly, a rectangle that is a mile high but has zero length will have zero area. Similarly, a child born of two extremely intelligent parents but who is abandoned in the jungle and brought up by wolves or apes will not learn the concepts of society that are necessary to score well on a typical IQ test. At the other extreme, no matter how much you love and cherish and try to educate your dog or cat, they will never score well on a typical IQ test. Length and breadth are both necessary for a rectangle to have area. The right heredity and environment are both necessary for a person to score well on an IQ test. 

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This is so obvious that one has to question why people would even raise the issue. Sadly, the historical answer often points toward racism. Some people wanted to argue that it was pointless to spend significant resources on educating people of color because they were limited in how intelligent they might become because of their heredity. 

Similarly, it seems that in the case of framing dealing with climate change as something that is versus economic growth, the people who frame the issue this way are not simply falling into a poor thinking habit of dichotomous thinking. They are framing as a dichotomy intentionally in order to win political support from people who feel economically vulnerable. If you have lost your job in the steel mill or rubber factory, you may find it easy to be sympathetic to the view that working to stop climate change might be all well and good but it can’t be done because it kills jobs. 

scenic view of mountains

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If the planet becomes uninhabitable, how many jobs will be left? Even short of the complete destruction of the ecosphere, the best estimates are that there will be huge economic costs of not dealing with global climate change. These will soon be far larger than costs associated with reducing carbon emissions and reforesting the planet. Much of the human population of the planet lives close to the oceans. As ice melts and sea levels rise, many people will be displaced and large swaths of heavily populated areas will be made uninhabitable. Climate change is also increasing the frequency and severity of weather disasters such as tornados and hurricanes. These cause tremendous and wide-spread damage. They kill people and cause significant economic damage. In addition, there will be more floods and more droughts, both of which negatively impact the economy. Rather than dealing with climate change being something we must do despite the negative impact on the economy, the opposite is closer to the truth. Dealing with climate change is necessary to save the world economy from catastrophic collapse. Oligarchs whose power and wealth depend on non-renewable energy sources are well aware of this. They simply don’t care. They shrug it off. They won’t be alive in another twenty years so they are willing to try to obfuscate the truth by setting up a debate based on a false versus. 

They don’t care. 

Do you? 

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Author Page on Amazon

The Dance of Billions

We Won the War! We Won the War!

Fish have no word for Water

After All

All we Have to Lose

Guernica

Love and Guns

You Must Remember This

Essays on America: The Game

Cancer Always Loses in the End

FREEDOM!

The Loud Defense of Untenable Positions

Where Does your Loyalty Lie?

The Crows and Me

Somewhere a Bird Cries

Roar, Ocean, Roar

Imagine All the People

Collide-o-scope

   

Tools of Thought: Imagination

27 Saturday Dec 2025

Posted by petersironwood in America, creativity, management, psychology, Uncategorized

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AI, art, chatgpt, creativity, Design, fun, HCI, human factors, imagination, innovation, life, neurosis, sports, testing, truth, UX, writing

Imagination. 

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It seems odd to bother to remind people that imagination is a tool of thought. I have four kids, thirteen grandkids, five great-grandkids and they all use their imaginations. I also worked as a camp counselor, Y leader, child care worker in a psychiatric hospital, and a sixth grade science teacher. Kids use their imaginations! In many cases, they do this for “fun” but they also are constantly using their imagination to do creative problem solving. 

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When I did therapy with adults however, I found that many had convinced themselves that they had no imagination. This is rather sad as well as being completely inaccurate. Furthermore, in the very ways that such adults exhibited neurotic symptoms, they were using their imaginations. But instead of using their imagination to further their enjoyment or to solve problems creatively, they mainly seemed to use their imaginations for one main purpose: to make themselves miserable. 

For example, few of us enjoy being stuck in stop and go traffic. As it turns out, you can actually impact the traffic flow around you by driving differently. You can read about how in this link, but you can come to much the same conclusion by using your imagination to empathize with the drivers around you. Instead, the neurotic train of thought goes something like this: “WHY oh WHY are all these people out on the road?! MOVE! Oh, crap, I am going to be late. My boss is going to scream at me. Probably fire me. CRAP! MOVE! I’m going to be late. I’m getting fired. Damn! It’s not my fault. My boss doesn’t care. He hates people who are late. I should have left earlier. Where will I get another job at my age? I’m sunk. Once I lose my job, my spouse will leave me too. Crap. He won’t write a good letter of recommendation. Should I get off the highway and take surface roads? That might make me later. Damn! I’m sunk. Life sucks!” 

asphalt automobile buildings cars

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That train of thought certainly uses imagination. 

But in all the wrong ways. That person is not using imagination to enjoy the moment, but using imagination to quite literally make themselves miserable. And it isn’t just the commuter. Plenty of people use their imagination to “awfulize” about situations. They think of the worst possible outcome and then imagine that that worst possible outcome is bound to happen. Often, they continue the negative line of thought beyond the immediate consequences much like the teenager who is grounded for a day and screams to her parents, “Thanks! You guys just ruined my life!”

Instead, if you are in a situation that you can’t change, you could use your imagination to have some fun. So you’re stuck in traffic. There are literally a million things you could do instead of writing a tragic screenplay in your mind’s eye. I won’t list all million, but here are a few. You could design a better transportation system. You could construct a joke to put your boss in a better mood. You could turn on the radio or listen to a podcast or a book on tape. You could look at the scenery. You could make up a rather salacious spy thriller about the people around you who are also stuck in traffic. And so on. 

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So too, in solving problems….hold on… someone’s at the door. I’ll be right back. 

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Well, that was weird! Two of the characters from my last blog series came to the door! They wanted me to hurry up and finish this series on tools of thought so they can come back to life. I had to explain to them that my translator is on vacation and that there’s nothing else to write until more of the myths can be decoded. Right now, there is growing interest in recent, though mythological, archeological digs that will give us further clues about the Veritas. My own command of the mythical Veritas language is extremely rudimentary and I’m not even absolutely sure I understood correctly what they were asking. But I am sure it was She-of-Many-Paths and Shadow-Walker. It was definitely them, more or less as I pictured them, but taller, and more ripped than I had imagined. It’s also clear that the two of them are more than friends. Anyway, they seem to be of the opinion that I need to write their myths so that we real humans can avoid making the same errors that people made in their mythical universe. I don’t quite see how that’s possible, but I will use my imagination to try to understand how it might be done. I hope they don’t bother my neighbors.

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Meanwhile, back to the catalog of thinking tools in general and to the use of imagination in particular. Under some circumstances, of course, it is a useful skill to use imagination to think of what can go wrong. I use imagination in this vein for example, when asked to evaluate something from a user perspective. I try to imagine how various icons, words, transitions and so on can be problematic for users. Even though I am pretty good at that, when users are actually observed in real life, they still manage to demonstrate problems that neither I nor anyone else on the design team had thought of! 

Even in UX work, it is also important to use your imagination to think of additional opportunities. “You know, we’ve been thinking about this calendar application as a passive recipient of the user’s information. But some users might also like seeing a weekly summary of their activity in different categories.” Or, you might think, “Suppose we tie the calendar in with the message system. The system knows where the user is; we could send a reminder when it’s time for them to leave for an appointment.” Or, you might think, “In some places the time to drive somewhere depends on traffic and weather. We could tie this calendar and reminder in with the map and weather apps to give better estimates of when to send a reminder.” Such musings could result in a better product. Of course, timing is important as well. Your colleagues will tend to appreciate these thoughts a lot more if you are not currently in beta test but instead at the conceptual design phase! 

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Even knowing that, your imagination might be more likely to kick in later in the project because the application seems more real. You can imagine the reactions of your colleagues and frame your response this way, “Trying this app makes me realize that we can make a number of enhancements in version 2.0, 3.0 etc. I’m going to start this shared file of potential additions, changes, and enhancements that we can all contribute to. We should take a look at this when we are doing 2.0 brainstorming.”  

More generally, there are many possible triggers for using your imagination and you may find that some kinds of triggers are more fun for you. For example, you might read fiction and you enjoy following along with the story being presented. This requires a lot of imagination work. 

You can also start with a goal or even desire and work outward from this internal state to imagine ways you might accomplish your goal or fulfill your desire. But you can also work inward. You look at what is before you; e.g., a computer screen like the one I am looking at now and ask yourself how it might be different in the future. 

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Such musings can follow a thread based on the characteristics. The screen is flat, for instance. What if it were curved, or dynamically reconfigurable, or foldable or moldable? What if I could shrink the actual screen depending on circumstances? You can inject your screen (and possibly yourself) into a different and unusual situation. What if I had the screen available on the tennis court? Well, I could project things on my glasses; e.g., as I walk over to retrieve a ball, I could be reminded of how to hit a kick serve. What if I had special lenses that I could pass over any word or icon on the screen? One might give me the history of any given word. Another might give me the definition. Another might give me alternatives that are more esoteric or are easier to understand; more general or more specific; more positive or negative in tone. Another tool might enable you to select a sentence, a paragraph or an entire article and ask, “Who has written similar things before?” Even without AI, a purely statistical approach might lead you find out about people with similar interests. 

Another way to practice using your imagination is to pose a question or see how two things are or could be related. On the table beside me are a number of objects: a set of keys, an iPhone, a coffee cup, a checkbook, two of the books I wrote, copies of some papers that I reviewed for a recent conference, a quarter, some business cards. How could these be combined? It doesn’t necessarily matter at this point that the combination is feasible. Let’s just try it. 

Putting together a set of keys and an iPhone suggests to me having an app wherein I could photograph all my keys and then, if I lost any (or all!) of the keys, I could have one 3-D printed at a local store or my home 3-D printer. I can also imagine that for another layer of security (at a cost of inconvenience) my iPhone would not turn on unless I took a picture of a particular physical key. A coffee cup and a checkbook seem to belong to different worlds indeed, but that only makes it more of a fun challenge! I like coffee. I don’t particularly like writing bills. On the day before the bills are due, perhaps the coffee machine might not deliver coffee till I wrote the bills. This strikes me as too controlling. For me, it might work better to have an ironic message delivered on the coffee cup such as, “Have a nice day! And save the insane interest rates for paying $25 a day late by paying your bill on time! Or, make some rich banker even richer. The choice is yours!” This approach would not be everyone’s “cup of tea” but that doesn’t matter. The point is to reawaken your imagination. 

close up keys metal safety

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What about a quarter and two books I wrote? I could offer a 25 cent rebate. I could write about about the history of the quarter. I could mail people books with a quarter inside. I could make an advertisement about The Winning Weekend Warrior that is aimed at tennis players and suggest that every time they lose a set, they put a quarter in a piggy bank. When they get to 40 quarters they can buy my book. I can design strategy and tactics sheets for different sports that are sold separately. The reader/user places quarters on the sheet to reinforce strategy. In tennis, for instance, such a sheet might be static and the user could use four quarters for the positions of the four players on the court. They could be asked to select smart shots, given the positions. Similarly, I might have 4 or even 18 sheets for golf and on these sheets I would show the slope and terrain and ask people to put the quarter on for their target. Eventually, I imagine, there is a way to capture the data of how the player actually hits the golf ball on real courses and that could be incorporated into what the best shot is for that particular player. This data could also be used as input to computer golf games so that a player might use the game to help select better clubs and targets. We are no longer necessarily talking about my book or about quarters. That doesn’t matter! All that really matters is that I have used these arbitrary objects to trigger my imagination. And you can do the same!

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I’m done. Hold on. Doorbell. II see that it’s the Veritas power couple again. I’m inviting them in for coffee. I wonder if they’ve ever had coffee before….     

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Choose one of these four books for everyone on your gift list! (Better late than never!)

Roar, Ocean, Roar

The Dance of Billions

After All

All that We Have Lost

Halloween: A Horror Story

As Gold as it Gets

The Walkabout Diaries

The Ailing King of Agitate

Fifteen Properties

Cancer Always Loses in the End

It was in his Nature

 

Metaphors We Live and Die By: Part 2

26 Friday Dec 2025

Posted by petersironwood in America, health, management, psychology, Uncategorized

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analogy, cancer, disease, HCI, health, human factors, innovation, metaphor, peace, politics, problem solving, testing, thinking, UX, war

Metaphors We Live and Die By: Part 2

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Today, I want to delve further into the topic of metaphors that we often unconsciously adopt. In particular, I want to look at a common metaphor in four areas: disease, business, politics, and and the role of UX in the entire cycle of product development. 

Although I am fascinated by other cultures, my experience is overwhelmingly USA-centric. I am aware that all of the four areas I touch on may be quite different in other countries and cultures. If readers have examples of how different metaphors are used in their culture, I would love to hear about it. 

Disease is an Enemy to be Destroyed 

In most cases, American doctors view disease as an enemy to be destroyed. In fact, this metaphor is so pervasive that American readers are likely puzzled that I used the verb “view” rather than “is” in the previous sentence. In American culture, there is also a strong thread of another metaphor about disease: “Disease is a punishment.” This latter metaphor is behind such statements as, “Oh, they had a heart attack! Oh, my! Were they overweight? Did they smoke?” Perhaps I will consider this more fully another time, but for now, I want to examine the view that disease is an enemy to be destroyed. 

It seems as though it is an apt metaphor. After all, aren’t many diseases caused by other organisms invading our bodies and doing harm? There are many examples: bacteria (Lyme Disease, pneumonia, ulcers, TB, syphilis), viruses (herpes, Chicken Pox, flu, common cold),  protozoa (malaria, toxoplasmosis) or even larger organisms (trichinosis, tapeworms, hookworm). 

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When it comes to considering causality, our thoughts usually travel along linear chains of causes. So, we may admit that while Lyme disease is “caused by” Borrelia bacteria, the “deer tick” that spreads the disease is also partly at fault. Similarly, although malaria is caused by a protozoa, the most effective prevention is to reduce the mosquito population or to use netting to keep the mosquitos from biting people. Similarly, you might try to prevent Lyme disease by wearing light clothing, using spray to keep the ticks off, checking for ticks after being in tick infested areas, etc. So, even in common practice, we realize that saying that the little organism causes the disease is an over-simplification. 

Once one “gets” a disease, however, the most commonly invoked metaphor is war. We know what the enemy is and we must destroy it! I grant you that is one approach that can be very effective, but consider this. The “human” body contains approximately as many bacterial cells as human cells. What you think of as your “human” body is only half human. It is half bacteria. Furthermore, since we all have trillions of bacteria in us when we are well, the picture of treating bacteria as an enemy to be destroyed is at best an over-simplification. In fact, more recently, medical science seems to indicate that under-exposure to bacteria in childhood can make you more not less susceptible to disease. If you use anti-antibiotics to “destroy” the “enemy” bacteria in your body, many of the “good” bacteria necessary for digestion are also destroyed. This sometimes, though rarely, requires exotic treatment to return to health. 

In cancer, both doctors and the general public mainly think of the cancer cells as “enemies” who must be destroyed. And yet, it seems that people may often have mutations that could lead to cancer but don’t. There are even very rare cases of spontaneous cures of cancer. What are some alternatives to thinking of cancer as an “enemy” that must be destroyed? 

Clearly, I don’t know of a definite answer or you would have already heard about it on the news. But let’s consider a couple alternatives. First, instead of thinking you have to “destroy” this enemy, imagine you thought of cancer cells as confused. People get confused all the time. Sometimes, we put them in jail. Sometimes we put them in mental hospitals. Sometimes, we simply teach them what they need to know. Sometimes, we do end up killing them. But it is not our approach to kill someone just because they make a mistake. So, we might seek a way to “re-educate” cancer cells so that they “realize” that they are part of something even larger and more wonderful – the human body. How would one go about this? Using the metaphor of a confused person, we would have to understand just why they were acting confused. Then we would have to provide situations so that they could learn (or re-learn) what they needed to know in order to become a productive member of “society.” We could “remind” a liver cell that, after all, they were born to be a liver cell and they’re potentially quite good at that. We could think of cancer as cells that are misinformed or have amnesia about their true nature. 

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We might also think along a different line. We could try to discover the best possible environment for these cancer cells to thrive – and then offer it to them somewhere else. For example, perhaps they really prefer an extremely acidic environment. Say you have a skin cancer on the back of your hand that thrives in a really acidic environment. We could provide a gradient of acidity next to the tumor and encourage all those acid-seeking cancer cells to migrate into a really acid tube that is next to the tumor. The farther away it gets from you, the more acidic the environment. 

You might also think of cancer cells as being rebellious. For whatever reason, they “feel” as though they are not experiencing enough of the “good life” being part of your body so they “take matters into their own hands” and begin leading a rebellion of cells out to steal the food supply and multiply in an unrestrained fashion. A solution might be to “convince” them that they are better off retaining their initial function rather than becoming a lawless gang of cells. I am not sure what the best metaphor for thinking about infection or cancer is, but surely it is worth imagining others rather than sticking to just one based on war as a metaphor. 

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Business is a Sport

I treat this at greater length in The Winning Weekend Warrior, but the basic idea is simple. Yes, there are many strategies and tactics from sports that apply to business. But there is at least one crucial difference. Sports are designed to be difficult. They typically require skill and training if you are to do well. The parameters of the sport are fixed at any given time though they will vary somewhat over time. In golf, for instance, the hole is small and the distances are great. Though the rules of golf are complex, there is one over-arching principle. If it would help you to do something, doing that thing is penalized.

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If golf were a business, many CEO’s would nonetheless approach it as a sport. They would try to hire the “best people” – that is, people with a proven track record of good golfing. They would then proceed to offer incentives for people to do even better. If people shot a high score repeatedly, they would be fired. Eventually, such a CEO might get good results by having skilled people who are well motivated and well trained. But why? If putting a golf ball in the hole is what gained you profit, simply shorten the fairways, widen the hole, and eliminate the hazards. Of course, as a sport this would make golf no challenge and no fun. Everyone could win. But having everyone win is exactly what you should do to maximize profit. Yet many in management are so taken with the “business is a sport” metaphor that they do not change the situation. Some do “change he game” and with spectacular results. Google and Amazon come to mind. 

Politics is War 

If you belong to a political party and believe the “other” party or parties are enemies to be destroyed, you are failing to understand the dialectic value that parties with different views can bring to complex situations. Life is a balanced dance between strict replication and structure on the one hand, and variation, exploration, and diversity on the other hand. A species who had no replication of structure from one generation to the next would die off. But so too would a species that had no variation because the slightest change in environment would also cause the species to die off. So it is with human cultures. If every generation had to start from scratch in determining what was edible, how to get along, how to avoid predators and so on, humans would have died out long ago. On the other hand, if a culture were completely unable to evolve and change, they would also die out. Typically, “conservative” parties want to keep things the same for longer and “liberal” parties want to change things more quickly. There is no obvious answer here. But what is vital is that members of each party see that there is value in the debate; in the dialogue; in the dialectic. 

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The other party is not an enemy; it is the balance so that you can do what you do best. If you are predisposed toward exploration, science, new experiences, and so on, great! On the other hand, if you are more predisposed toward tradition and loyalty and repetition, great! If you did not have the people of the opposite predisposition, you would have to incorporate all that within yourself. Conservatives are what allows liberals to be liberal. And liberals are what allows conservatives to be conservatives. A huge problem arises, as it has recently in American politics, when one party decides they are just “right” all on their own and “victory” is worth lying, cheating, and stealing to get it. This is not unique to contemporary America of course. History is littered with administrations who were so convinced that they were “right” that they wanted to destroy all opposition. It has always ended badly. Politics is not war. (Though the failure of politics often leads to war.)

Of course, if a party really does treat all opposition as enemies to be jailed or executed, that’s no longer a  “party” at all–that’s a gang of thugs. Throughout history, such gangs of thugs have also attempted to discredit and destroy any honest reporting about what the gang is doing and how it affects others.

UX is All that Matters vs. UX Does Not Matter. Development is war!

As you might guess, neither of these extreme positions is useful. Price matters. Time to market matters. Marketing matters. Having good sales people matters. Having excellent service matters. Having a good user experience matters. It all matters. Depending on the situation, various factors matter relatively more or less. 

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(Original artwork by Pierce Morgan)

As in the case of political ideologies, it is just fine for UX folks to push for the resources to understand users more deeply; to test interaction paradigms more thoroughly; to collect and observe from more and more users under a wider variety of circumstances. Similarly, while you are pushing for all that and doing your best to argue your case, remember that the other people who are pushing for tighter deadlines, and more superficial testing are not evil; they simply have different perspectives, payoffs, and responsibilities. Naturally, I hope the developers and financial people do not view UX folks as simply “roadblocks” to getting the product out quickly and cheaply either. 

The first half of 2018, I tried to catalog many of the “best practices” in collaboration and teamwork. You might find some of these useful if you are embroiled in “UX wars.” You and your colleagues from other disciplines might also find it useful to consider that it is worth taking the time to affirm your common purpose and common ground. You are meant to work together. Development is not war. 

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Cancer Always Loses in the End

Where does your Loyalty Lie?

At Least he’s Our Monster

The Loud Defense of Untenable Positions

Essay on America: The Game

A Day From Hell

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All we Stand to Lose

Somewhere a Bird Cries

How the Nightingale Learned to Sing

The Ailing King of Agitate

After All

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The Dance of Billions

 

  

Tools of Thought: Metaphors We Live By & Die By

24 Wednesday Dec 2025

Posted by petersironwood in America, family, management, psychology, Uncategorized

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analogy, Democracy, elections, Feedback, government, life, love, mental-health, metaphor, politics, problem solving, programming, sense-making, thinking, thought, writing

Metaphors We Live By and Die By

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I love metaphors. I always have. I admit it. I think every youngster does, at least until they are exposed to poetry in English class. I was lucky to have an awesome English teacher who deepened rather than destroyed my natural love of metaphors. There are plenty in my own poems.  but in this post, I am not focusing on metaphors for poetry so much as metaphors that we use in our thinking. Metaphors impact the way we approach situations at work and at home. I was influenced to see this by two main sources. First, Lakoff & Johnson’s book, Metaphors we Live By  was first published in 1980. This book greatly influenced, among other things, our IBM Research team’s study of human-computer interaction. At this point in the history of human-computer interaction and user experience, researchers and practitioners began to explore how various metaphors (e.g.,desktop, trash can, windows, drag and drop) could be used to help users understand the capabilities of computers and how to invoke them. (See, e.g., Carroll, J. and Thomas, J.C. (1982). Metaphor and the cognitive representation of computer systems. IEEE Transactions on Man, Systems, and Cybernetics., SMC-12 (2), pp. 107-116). 

Consider the error messages “Illegal Syntax” and “User Error.” They both put the responsibility for an undesirable state of affairs squarely on the shoulders of the user. “Hey you! User! You did something dastardly! You used illegal syntax.”

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Generally, the term “illegal” implies that you did something that was against the law. It usually implies you did something unethical too. Gerry Weinberg, one of the pioneers of UX/HCI (a keynote speaker at the Gaithersburg Conference),  pointed out that the “legal” syntax of languages often has arbitrary restrictions. It might be more accurate to have an error message that says, “Our programmers were unable to take the time to allow dates to be entered in European or Chinese format. Please enter dates as MM/DD/YYYY as in 08/04/1961 for August 4th, 1961.” This longer message tells the user what was “wrong” with their input and how to correct it as well as conveying the very real truth that the limitation is with the software, not with the user. Similarly, what is called “User Error” actually comes up as a message when the user does something that seemed reasonable to the user and would most likely be interpretable by another human being but was not anticipated or could not be dealt with by the programming team. Suppose it said instead, “Software error. We did not anticipate this kind of input so we can’t deal with it.” Or, in many cases, a more honest message might be: “Software error. We knew people would want to do this, but we didn’t have budget to program properly.”  

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 At the same time I was thinking about metaphors and Human Factors in Computing Systems, I was also conducting therapy as a Fellow at the Institute for Rational Living. I was learning and supervising cognitive behavioral therapy under the direction of Albert Ellis. Here I observed how people used metaphors to help make sense of their lives and make decisions about their lives. For example, as pointed out by Lakoff & Johnson, people often viewed romantic love as a sickness! It is also common to view romantic love as a journey over which you have little or no control. It is understandable why it sometimes feels that way, but such a metaphor is not empowering. It does little to lead you to make reasonable decisions about love or about those whom you love. Think instead of love as a collaborative work of art. 

man standing beside his wife teaching their child how to ride bicycle

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The “Love is a collaborative work of art” metaphor encourages you to realize that you must collaborate with your partner to make a relationship work over time. You can’t really collaborate very well unless you communicate. It also encourages you to realize that work is involved. It encourages you to realize that it is a creative endeavor. While you can certainly learn from the successes and mistakes of others, in the end, your relationship is unique. It will take creativity to make your relationship work. It puts the responsibility for the relationship on you and your partner, not on forces beyond your control. 

It isn’t only love about which people often use inappropriate metaphors. For example, when it comes to overcoming addiction, overeating, under-exercising, people often use sin as their over-arching metaphor. “I was bad last night. I had two pieces of pumpkin pie.” “I was horrible all week. I had those evil donuts every morning.” The metaphor that “eating is evil” is inaccurate. After all, you have to eat to live. Furthermore, that metaphor doesn’t lead to any solutions except to try harder to be “good.” Worse than that, if often subverts a person’s efforts. “I didn’t want to have any ice cream but I did. Oh, well, the night is blown. I may as well eat the whole quart.” (Now that I’ve sinned, I may as well enjoy it). Weight is best thought of in purely physical terms. If you ingest more calories than you burn you will gain weight. If you burn more calories than you consume, you will lose weight. That’s it! (That accounts for almost everything. Intaking more fiber and fluid can have an impact as well as doing *some* light exercise after eating, but it’s mainly just a physics issue). Making it about good and evil does not help and, in my experience, is completely counter-productive. 

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Speaking of counter-productive metaphors, I have been annoyed and concerned for decades that the media have largely (though not wholly) reported on political matters as they report on sporting events. During election season, you will hear relatively little about the candidates, their positions, their backgrounds or their ethics. You will hear a lot about strategy and where they stand in the polls. Often you will literally hear nothing more than a sound bite per day about major candidates. Then, pundits will unendingly discuss and debate how this or that sound bite will work or not work with various voter groups. No matter how outrageous, unethical, or disgusting a candidate’s behavior is, the media will spend most of their coverage on how it will affect the “score.”

Metaphors have consequences. 

We now find ourselves in an extremely weird position, at least in America. One candidate has “won” the “World Series” of elections (American Presidency). Many of the people who voted for him think of themselves as his “fans” and “supporters.” They believe their guy “won” so they want to continue to support “their team.” After all, imagine that you are a Yankees fan and the Yankees won the World Series. You get to have bragging rights until the next World Series. If one of the Yankees turns out to be a tax evader, you’re still going to be a Yankees fan. If one of the Yankee pitchers turns out to have cheated during the games, say, by putting illegal substances on the baseball, you’ll still be a Yankees fan. Another Yankee might be a wife beater. But, hey, they won the World Series! So you’re still a loyal Yankees fan. 

man wearing new york yankees cap

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Here’s the thing. It doesn’t make a whole lot of real difference in your life who won the World Series. It doesn’t matter materially to your kids. It doesn’t matter materially to your grandkids. Don’t get me wrong. It will make some difference in how you feel. You and your whole family might be happy they won. But it won’t make the air you breathe cleaner or dirtier. It won’t make the water you and your family drink pure or contaminated with carcinogenic toxins. It won’t make or break the economy. Having the Yankees or Boston Red Sox win the World Series will have zero impact on global climate change. Even if Chicago wins the World Series, it won’t start an atomic war. If the Phillies win, it won’t mean you will lose your health care. Stay loyal to those Yankees! Or to the Green Bay Packers. Or to Manchester United. Or to the India National Cricket Team. Or whoever your favorite team is. Why not? 

Politics though, regardless of how it is reported by the news media, is vastly and vitally different from a sporting event!  Who is in office can have a huge influence on what happens in the lives of people. In the case of an American President, who is in office can have a huge influence on the lives of people around the globe, not only today and tomorrow, but also for decades to come. 

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Collectively, those Americans who voted (about 137.5 million) in the last Presidential election hired someone for a job. (Actually, nearly 63 million voted to hire him while nearly 66 million voted to hire Hilary Clinton). POTUS is an important job and how that person does that job impacts your life in a very real way. It impacts the lives of your friends and your family. It impacts the lives of people around the world. Every action that person takes, every speech they give, every statement they tweet has an impact. You or I might send out a nasty tweet about people. But our nasty tweets are very unlikely to cause someone to construct and send pipe bombs to the people we tweeted about. We have hired someone to do a very important job. It isn’t a sporting event.

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Imagine instead of rooting for your favorite sports team that you hired a guy to take care of your kids. To you, that is certainly an important job. After you hire him, you discover that the person you hired lied to get the job. He lies to you every single day. He steals from you! Not only that. Every day, he trashes your house a little more. He has parties at your house and the people he invites include known criminals. Worst of all, this guy you hired is a child molester! That’s obviously a nightmare scenario. What makes it worse is that many people knew that the person you hired was a crook and a child molester. 

What do you do when there is a mountain of evidence that he is lying to you; stealing from you; trashing your house; consorting with known criminals; and is a child molester? 

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Do you keep him on to watch your kids anyway out of a sense of loyalty? 

Do you feel so guilty about hiring him that you insist to all your friends and relatives that this guy is doing a great job? (Because, after all, that’s what he keeps saying). 

Do you keep him on until he is convicted in a court of law? 

Of course you don’t! You fire him immediately. 

You have the power to choose the metaphors you use. You don’t have to stick with a metaphor just because it was the first one to occur to you. 

Metaphors have consequences. Whether in your personal life, work life, or political life, choose your metaphors with care. Don’t latch on to one simply because it’s the one the mainstream media discovered rakes in the most ad revenue.

Since I first wrote this post about metaphors, there has been a COVID epidemic. According to the respected British medical journal, Lancet, the mishandling of the COVID epidemic in America cost at least 200,000 unnecessary deaths. Treating a pandemic as though it’s just a cosmetic problem that will “magically disappear” like a prom pimple turns out not to be very effective after all.

Elections are not sporting events. You are not simply a “fan.” If democracy and the rule of law in America are to survive, you must be an active participant. Cheering and jeering are not enough.

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Roar, Ocean, Roar

We Won the War! We Won the War!

Siren Song

The Ailing King of Agitate

After All

An Open Sore

All We Stand to Lose

At Least he’s Our Monster

Stoned Soup

The Tale of the Three Blind Mice

Travels with Sadie: Teamwork

The First Ring of Empathy

The Walkabout Diaries: Variety

 Representation 

22 Monday Dec 2025

Posted by petersironwood in America, management, psychology

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AI, Business, Design, Dictatorship, Feedback, leadership, life, measurement, politics, problem solving, programming, Representation, science, symbol, testing, thinking, truth, writing

 Representation 

“Choose your words carefully.” We have all heard that advice. It’s good advice and choosing a good representation is key to solving problems, but the general point extends beyond choosing words. Take a few moments now to divide DCXXXV by IX without translating to Arabic numerals. Go ahead. I’ll wait. 

A photo I took of a plant in our garden known as “black roses.”

Choosing the “best” representation for a problem depends on the nature of the problem but it also depends on your own skills and experience with a representation. If you have memorized the multiplication tables up to 99 x 99 (rather than only up to 9 x 9), you can use different techniques for multiplication than if you haven’t. If you already know how to program in FORTRAN and LISP, some algorithms will be easier to program in FORTRAN and some will be easier in LISP. But if the only language you know is R, then under most circumstances, it will be far faster and less error prone to use R than to learn another language and then use that one. 

Every representation of a real-world situation will necessarily make some features of the situation obvious and other features will be hidden or less obvious. An elevator, for instance, might say, “Capacity: 12 people.” If all of the people are wildly obese, then 12 may not fit into the elevator. The capacity sign is assuming that the people will be somewhat average. If there are 12 adults in the elevator, and one of them is holding a newborn, it won’t make much difference. If there are only 10 people in the elevator and each one has a large suitcase full of gold bullion, there may be room for all 10 to stand, but the total weight of the cargo may exceed the capacity of the elevators, snap the cable, and plummet you to your death. Remember that the next time you get on an elevator filled with folks who have suitcases of gold bullion. 

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Every representation has its limitations. If you’re familiar with a field, you will hopefully learn to recognize what those limitations are. In a famous book, The Mythical Man-Month, (still worth reading, though it should be called “Person-Month”), Fred Brooks shows that such a metric as “man-month” or “person-month” has serious limitations in planning and executing software projects. Some have paraphrased his message this way: “You can’t use nine women to make one baby in one month.” According to Brooks, who had plenty of experience as a high level manager of large software projects, when management finds that a software project is behind schedule (which is quite often), there are two major reactions of management: 1) require more measurements, reports, and presentations to management and 2) hire more people. 

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The issue with reaction 1 is partly that it takes time away from the managers and workers in order to make those measurements, prepare those reports and presentations, and to attend the meetings. Beyond that, it puts the focus of attention on those measurements (representations) which will only be at best, modestly correlated with what the real problems are. If, for instance, requirements keep changing, or there are incompatibilities in the requirements, measuring lines of code produced is not only useless in itself; it keeps people from tackling the hard problem. A solution to a hard problem might be telling the client that there can be no more changes in requirements. A solution to a hard problem might be resolving the incompatibility in requirements. One can count lines of code pretty easily. One can count other things like “function points” with a little more work but it doesn’t require getting into the “hard” and people-oriented problems that really need to be solved. 

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Reaction 2 – adding more people – will put more “resources” on the project. You can easily count the people. You can easily count the hours they work. The problem is that a person-hour is, like the elevator capacity, an over-simplified metric. In fact, it is a much worse representation of the resources on the project than the elevator metric. First of all, studies show that even among programmers with equal training, there are often ten-fold differences in productivity. The second, and even bigger issue is that even really productive programmers who are added late to a project will have to learn about the project: the people, the requirements, and the code base. If these new people are stolen from an existing project, that will also put that project in jeopardy as well. If they are instead new hires, then in addition to all the technical knowledge that they need to come up to speed on, they will also have to learn all sorts of administrivia that will take time and brain space away from the project: how to commute to work, where the cafeteria is, how to fill out time cards. Most likely, they’ll have to attend ethics training, and diversity training, and safety training. Even worse, a lot of the knowledge that they will need to become a productive member of the team mainly exists in the heads of the very people who are doing the programming now! This means that the busiest, most productive people on the project will have to take time away from programming to spend it instead on answering questions that the new people will have. 

Even this understated the real impact however. Let’s look at that phrase I just used, “…will have to take time away from programming to spend it instead…” What hidden assumption about representation is buried in this phrase? It gets the reader to think along the lines that time is additive. If I am deeply involved in programming and I get an IM or phone call from a newbie asking me a question about the project, it might take an hour to answer. Does that mean I have subtracted an hour from my own productive programming? No. It’s probably much worse than that. Why? Because I am not a machine, but a human being. It will cost me much more than the hour to get back to the same state of flow that I was in when I was interrupted. 

I was involved for a time in looking at programmer productivity for high performance computing  using various tools and the X programming language. One of the people I interviewed put it this way: “My manager calls for an hour meeting for 10 am when I am in the middle of a complex [parallel programming] problem. He thinks he’s taken an hour of my time. For him it’s an hour long meeting. But for me, he’s really destroyed the whole morning.”  

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These representational issues apply far beyond software development. For example, in the USA and in many other countries, we look at GDP as a measure of the economic productivity of the country. But how does this metric shape — or distort — our view of productivity? If a parent stays home with small children and they both love the time together, and the parent uses that time to help grow a loving, educated, productive citizen, it adds to the well-being of the country as well as that child and that parent and that family. But GDP? Nada. If instead, the parent paid money to put the child in mediocre day care, that would add to the GDP. 

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Similarly, if I go to the grocery and buy a hard, tasteless tomato for myself, I will pay for the growing of that tomato, advertising it, shipping it, warehousing it, displaying it, and for the genetic alterations so that the tomato, while tasteless, is easy to transport without spoiling. Yay me! I have added to the GDP. But if I go to a friend’s house and taste a wonderful tomato, ask for some seeds or a cutting and grow my own heirloom tomato, watering it lovingly with rainwater, weeding around it, and fertilizing it with compost, I have added zero to the GDP. Yet, the tomato will give me more pleasure, not less, than the croquet balls they have in the store. 

Representation is a good thing! Humans use symbolic thinking to do many things that would be difficult or impossible without these kinds of representations. But we must remember the limitations and not confuse reality with our representations of reality. 

This is not a new phenomenon. In the American Revolutionary War, high ranking British military officers could not understand why the British navy “refused” to navigate their warships up the Bronx River to attack revolutionary positions upriver. If you’ve ever seen the Bronx River, you’ll realize why immediately. But the maps that the British brass looked at showed a navigable river! 

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Yes, we need to use representation in our thinking. But we also need to think about our representations. You cannot assume that the one that is customarily used is “right” in all circumstances. People of different backgrounds and cultures will often use somewhat different representations of a problem or situation. (This is one of the advantages of diversity). However you do it, it’s worth questioning whether the way you are representing a situation or problem is optimal, or even adequate, for the problem at hand. 

Suppose you are measuring “the number of user errors” that users make while using a prototype text editor. You move from prototype A which averaged 10 user errors per half hour test to prototype B which only averages 5 user errors per half hour. Yay! You’ve cut user errors in half! But what if the errors you eliminated were all fairly trivial; e.g., people with version A couldn’t figure out how to number their footnotes with Roman numerals instead of Arabic. In version B, that error, along with other trivial errors, was eliminated. But one of the new errors causes the system to crash and all the user’s work to be lost. Have you really made progress? 

All errors are not alike. All dollars are not alike. All people are not alike. Not even all tomatoes are equivalent. We constantly over-simplify and yet in some cases it’s necessary in order to deal with complexity. I don’t see how all such errors can be avoided. But it’s crucial for everyone, but especially for managers and executives, to be open to the cases where the representation that is being used has become counter-productive rather than “doubling down” on such errors. Finding and fixing errors of representation are generally harder to diagnose and fix than errors made with a representation. That is all the more reason why everyone, but especially leaders, must be open to changing the way issues are represented. 

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It is no accident that dictatorships generally result in nations wherein people have both less material wealth and less enjoyment and freedom. A dictator typically refuses to admit mistakes and fix them even if it means murdering someone to make the problem appear to go away. Ultimately, this process ruins any organization. Such a person need not be a national leader. They can be a company manager, a coach, a corporate executive, or a parent. Everyone makes errors, including errors of representation. But a reasonable person is open to fixing it when new information becomes available. You can be like that too. 

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Regression to the Mean

21 Sunday Dec 2025

Posted by petersironwood in America, management, psychology, sports

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Regression to the Mean

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While working full-time at IBM Research, I was also a Fellow at the Institute for Rational-Emotive Therapy in Manhattan. I wrote an article in 1978 for their Journal, Rational Living. The title was: “Why Do I Self-Down? Because I’m an Idiot?” Indeed, many people put themselves down and it is not helpful. I hypothesized several different causes for this kind of self-slamming behavior. Most of these causes you could probably figure out on your own. But one in particular is subtle and non-intuitive. It is based on a statistical phenomenon which few people know about despite the fact that it is extremely pervasive. This phenomenon is called “Regression to the Mean.” 

I want to define this term by explaining some examples. Imagine that you have a new soft drink which contains a combination of herbs that will purportedly make you smarter; e.g., gingko and bacopa. (There is some evidence these may actually work but let’s assume that they don’t or that your tea has too little to be effective). Here’s what you do to “prove” that it works anyway. You give an IQ test to 10,000 people and choose the 50 who score the lowest on the test and have them drink your tea for the next six months. At the end of that time, you give those 50 people an IQ test again and — Voila! The average (or mean) of the IQ scores has almost certainly gone up. Yay! It works! 

Or does it? One of your competitors is not too happy about your study. In fact, they aren’t even happy you put your tea on the market. They decide to prove that your tea is not only ineffective but that it makes people less smart. So what do they do? They give an IQ test to 10,000 people and they pick the 50 who score the highest. They have them drink your tea for six months and at the end of that time, they have them take another IQ test. In this case, the mean (average) score is lower than the first time! Ouch! They say your tea causes brain damage! 

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How can the same tea make people smarter and make them dumber? In this case, it does neither. What is going on? Here’s what is going on. When you measure something, there is always some error. Whether you are measuring your weight, your height, your blood pressure, or your IQ, the measurement is never exactly perfect. Your weight may vary slightly because of atmospheric pressure and more so because of water retention. If you take an IQ test, your score will partly reflect how well you do on such tests in general, but it will partly depend on luck. You may have felt particularly good that day, or a few of the questions might have been on topics you just heard about on TV the day before, or you may have made some lucky guesses. Or, you may have been unlucky on a particular day. You might have had a cold or misread one of the questions or forgotten your morning coffee. On any given day, some people will be a little lucky and some people will be a little unlucky. These things tend to balance out in a large group and if you tested all 10,000 people after six months, then assuming the tea has no real effect, no effect will be shown in the data. 

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However, if you select the very best scores, you are partly picking smart people, of course, but you are also picking the people who were lucky that day. When you test just those people six months later, they will generally be just as smart but there is no reason to suppose they will be lucky again. Some will be lucky both times, most will not be particularly lucky or unlucky and a few will be unlucky. The average score will be lower. Conversely, if you choose the lowest scoring people, you will partly be choosing people who don’t do well on such tests in general. But you will also be choosing people who were tired, sick, guessed wrong or were otherwise unlucky that day. When you retest, those people will still tend to be people who do poorly on such tests, but they won’t necessarily all be unlucky again. Some will. Some won’t. On average, the scores will be higher than they were the first time. 

The phenomenon of “Regression to the Mean” was first noted by Francis Galton in the 1880’s. Tversky and Kahneman, so far as I know, were the first to note that this phenomenon could easily cause managers, coaches, and parents to end up being unnecessarily negative. Here’s how it works. Let’s say you are learning to hit tennis serve. Although you will likely improve in general, over time, there will also be a lot of variation in your performance. Sometimes, everything will work well together and you’ll hit an excellent serve, one that is above your average level. At first, the coach’s natural inclination will be to praise this by saying, “Wow! Great serve!” or something like that. Unfortunately, your next serve, due to regression to the mean is very likely not to be quite as good as that one was. Your coach’s praising behavior was thereby punished. On the other hand, if you hit a particularly poor serve for your level, your coach might say, “Oh, come on. You can do better than that!” If they choose to say such things only on your very worst performances, then, due to regression to the mean, your next serve is likely to be somewhat better. In other words, their slamming you will be rewarded by your doing better the next time. The same general tendencies will apply to managers and parents as well.  

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The same applies to you! Whatever you are doing, your performance will vary somewhat over time. If you begin by praising yourself internally whenever you hit a particularly great shot, your next shot will most likely be not so great. On the other hand, if you put yourself down when you find your performance particularly bad, “You idiot! How could you miss that!?” Your next shot will tend to be somewhat better. Over time, your positive self-talk will tend to be punished and your negative self-talk will tend to be rewarded. 

It’s no wonder then that many managers, coaches, and parents end up saying very negative things about their charges. It’s also no wonder that many people say (or more likely think) many more negative things about themselves than they say positive things.

 

Is there anything to be done? First, simply be aware of this phenomenon. That is step one. If you are running a study, you need to be careful in selecting. The study about your tea could be fixed by re-testing the entire population; by selecting a random group of 50 rather than the best or worst; or by using a control group who did not drink tea but was retested anyway. When praising or punishing someone’s performance, do not bother with trying to reward or punish outcomes based on one trial. That’s actually a pretty poor way to coach yourself or others in any case. See The Winning Weekend Warrior for more on this. Also watch out for this when you read about various conclusions of other studies. Did the investigators select either the “best” or the “worst” for their study? If they did such a selection, did they talk about the bias this introduces? Did they have a control group? 

Meanwhile, treat your mistakes as opportunities to learn, not as opportunities to put yourself down. There’s really no point in self-downing. But if you do find yourself self-downing, remember that it’s common; relax; smile at this human foible; then quit doing it. At least give yourself a break for the holidays. 

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Tversky, A., & Kahneman, D. Judgment under uncertainty: Heuristics and biases. Science, 1974, 185, 1124-1131. 

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