Monday, 21 of May of 2012

Category » Learning

Regression Analysis: Visualizing Intuition

People often have unrealistic expectations for intuition, sometimes thinking it’s a crystal ball, magic lamp or answer giver. This usually stems from trying to see it as we do cognition. However, if cognition is a map, intuition is our compass. If cognition is our street address, then intuition is our city, state or nation.

Of course, visualizations help to differentiate between cognition and intuition. I use the schematic below that way. Cognition represents logic and reason, easily connecting each point because one naturally follows the other. One thought connects the next.

Intuition on the other hand is like trying to find the best line to represent a group of observations. It doesn’t connect them as easily and new points don’t always fall on or near the line; however, taken as a group, our observations form a pattern giving a sense of direction to them. Thus, intuition narrows our possibilities. More significantly, we don’t need many observations to get this directional sense.

For example, we can predict tendencies of people simply by looking at what they buy. In some cases, if we know their favorite car, beverage, hobby, store and book, we can make predictions about their favorite restaurant. Political campaigns take such consumer information and make accurate predictions about what candidates and issues potential voters might prefer. We can form psychological profiles of people from consumer – and other – activities, similar to what we see on crime shows when tracking criminals.

While these examples are very conscious, we unconsciously pick up patterns too. These are translated into feelings, emotions and finally intuitions. That is why it’s important to listen to how we feel. It might be our intuition giving us some direction, giving us a north. In this sense, intuition can be our guiding star.

 

Related link: My Intuition White Paper (3 pages)

 


The Seduction of Rankings

The Nature of RankingsEven though rankings are extremely subjective, they seduce us as strongly as the sirens did sailors in Greek mythology. Consequently, we often wreck ourselves on the rocky shores of fantasy island.

In order to understand the lure of rankings, we need to understand the lure of numbers. When we quantify something, it becomes easier to grasp. However, easier doesn’t mean that what we are grasping is real. It’s often easier to understand what we want to believe than it is to understand reality. For example, in reality a woman’s measurements don’t tell us much about her, but that doesn’t prevent them from triggering our fantasies.

Applying this illusionary power to rankings, they tap into our insecure desires for:

  1. Simplifying a complex world
  2. Defining limits to large or limitless knowledge pools
  3. Quantifying the unquantifiable
  4. Delivering certainty in an uncertain world

Rankings perform complex thought for us by determining which is better by deciphering many, many variables. They imply we can get by on much less knowledge by giving importance to the top ten rather than the top million or billion. Their parameters and measurements are subjectively determined, trying to measure something that normally is immeasurable. Finally, as implied above, the quantification inherent in rankings provides certainty; “these are the important ones and that’s it.”

For instance, consider these Google searches:

“Top 10” = 743 million results
“Top 100” = 1,083 million
“Top 1,000” = 46 million
“Top 10,000” = 17 million
“Top 100,000” = 2 million
“Top 1,000,000” = .6 million
“Top 1,000,000,000” = 5,250

Clearly, our focus is on the simple with limits; so, the problem is this: How are we going to ever appreciate the billions of unique people, places, creatures and things in this universe if we’re so focused on the top ten?

 


Bridges, Muscles and Crises

In problem solving, seeing the connection among disparate things helps. Recently, I drove home on a road that runs along a creek. People living along this road have driveways running over the creek connecting their houses to the road. The last two years has seen much intense flooding from rain, thus causing extreme damage to the bridges over which their driveways run.

On this particular day, I noticed how vastly improved these bridges have become. For instance, on one steel beams run where wood once did. Another was wider and more arced. Others just looked stronger; I’m sure a construction engineer could have told me why.

While seeing these bridges, muscles came into mind. Exercise tears down our muscles and cause them to return much stronger. Whether it’s a flood destroying a bridge or intense effort destroying our muscles, we experience the rebirth of something stronger. On a larger scale, we saw the destruction of the World Trade Towers compelling engineers to seek ways to make such structures stronger. Earthquakes in Haiti, floods in New Orleans and many other similar disasters produced similar outcomes.

So what is the problem-solving lesson? Perhaps it’s that we shouldn’t fear crises because in reality only they can make us stronger. If it’s true for bridges and muscles, perhaps it’s true for our spirit. Can we really become physically, mentally and emotionally stronger without crises? Can any training replicate the emotions of a real crisis? It’s similar to the difference between training and game day or practice and audition time.

The history of bridges tells us that their design is a product of crises. Perhaps that means our improvement as humans cannot occur without them either. If we were truly successful at eradicating all crises, perhaps we would stop becoming better.

 


Best Decision as Myth

Many people agonize over decisions. A primary reason is belief in a “best” decision. Consequently, people run endlessly through their options when often there isn’t much qualitative difference among them.

I first became aware of this when discussing start-up businesses with an accountant. He made this observation: eighty percent of his clients ended up in businesses quite different from their initial plans. For example, one client began a retail operation in a specialty food product. One day, a grocer asked to carry the product. Soon, others did the same. Thus, the client was “forced” to shift from retailing a food product to manufacturing it.

However, the consistent quality in these start-ups was the ability to adapt quickly. So many times, organizations strive to research and plan their decisions then build consensuses around them. As a result, they turn decision making into a torturous process thus fulfilling the myth of the best decision: if it takes that long to make a decision then an outstanding is necessary. Thus, it’s hard to imagine an adaptive organization with an elongated decision-making process.

Yet, in our early school years, teachers grade us on right and wrong answers. Thus, our educational systems condition us to look for the best decision. Ironically, this conditioning is so strong that even a good decision is not satisfactory if it’s perceived as not being the best one.

Accelerating our decision-making allows us the luxury of correcting bad decisions more quickly. Thus, the fear of making bad decisions wanes if we have confidence in our groups’ abilities to learn, to correct its mistakes and to adapt a new direction. This is true for individuals too.

Even in hindsight, the best decision is not clear. We assume so because we make the false assumption that nothing else would have changed.

 


Who’s the Better Problem Solver?

Person A has solved a hundred problems while Person B has only solved five. Who’s the better problem solver? The answer is B, but the question is, “Why?”

Initially, people often say that Person B’s problems were tougher. However, I tell them that Person A also solved all of Person B’s problems in A’s hundred problems. Some say that B did a better or faster job. I tell them there was no difference in the solutions. Occasionally, someone gives this answer: B solved the problems on his own while someone taught A how to solve his.

I once told a friend that I thought someone was smart because of an idea she had. He asked me whether she had read it somewhere. I didn’t know the answer, but it eventually led me to create this puzzle about problem-solving capabilities. Yes, there are many correct answers; however, the one I seek is rarely given.

Consider any brainteaser. It’s more impressive if people hadn’t seen it before than if others had already shown them the solution. Yet, in everyday life, we don’t really care because as long as someone can give us good advice, we don’t question whether she learned it from someone else or discovered it on her own.

In fact, we tend to feel more comfortable with those who can show training and education rather than those who arrive at good solutions without them. Yet, it’s the latter group that has the talent to solve novel situations; the former can only learn from experience, theirs or others.

So, next time someone gives you advice, ask him how he derived it. After all, my math teachers always wanted me to see my work, not just the answer.

 


Beauty as Power (Part III): Appreciation

My Beauty as Power posts have generated emails regarding teaching what beauty is. Unfortunately, even though beauty is extremely subjective, we’re often taught it in a “one size fits all” perspective. Consequently, we often confuse beauty with popularity. Tossing that aside for the moment, it’s difficult to learn about beauty without learning appreciation.

For example, most people find maggots extremely ugly and gross. However, Maggot Therapy involves injecting maggots into body parts to remove gangrene so they can heal. By doing so, patients avoid amputation. This happens because maggots only eat dead organic material and are extremely thorough about it. Now, to people on the verge of losing limbs to gangrene, they learn to appreciate the beauty of maggots’ work very quickly.

Something similar happens to men when women nurse them back to health. Many movies play upon this theme such as Witness and Hang ‘Em High.  In medical facilities, it’s not unusual to have seriously injured male patients become attached to their nurses. They learn to appreciate the dedication and healing power of women whom they would not have considered otherwise.

As a more humorous example, there is Tom Sawyer’s fence painting. Tom’s given the undesirable task of painting a fence; however, by exhorting the virtues of fence painting to his friends, his friends come to appreciate the “privilege” of doing it for him by paying him.

As other examples, antiques, family heirlooms and memorabilia become more beautiful to us when we appreciate the story, memories and people behind them. Thus, appreciation is a process by which we learn to value something. Since we value beauty, it’s hard to learn about beauty without learning how to appreciate things . . . and people. Teach people appreciation, and you will teach them beauty.

 

Related links:


Emotional Intelligence and Leadership

I received a question about Emotional Intelligence and Leadership in a comment about Leadership vs. Management: The Difference (Part III):

What are your thoughts on Emotional Intelligence(EI) and whether you feel there is a way to objectively measure EI and if it is a measure of Leadership?

Essentially, EI is a head thing; my work is a heart thing. EI is about being “intelligent” about emotions; it’s not about feeling. If you look at EI’s definition of empathy, this becomes clear:

Ability to understand the emotional makeup of other people.

With intuition, I define empathy as:

Ability to feel what the other person is feeling.

Understand is a “head” term, not a “heart” one. Feel is about the heart not the head. EI helps people read the reactions of other people to understand their emotions. In contrast, a true empath (someone who is empathetic) will tend to feel what the other person is feeling even before needing to see a reaction.

Since EI is learnable and is all about understanding and not feeling, a psychopath could learn to become more emotionally intelligent because he can understand without feeling. Empathy, on the other hand is only developed from the emotional sensitivity given to us at birth. It’s analogous to us only being able to develop our athletic capabilities from our given physical attributes.

As for leadership, EI aids it, but it does not objectively measure it for two reasons. First, other personal attributes contribute to leadership which EI does not measure such as our ability to communicate and influence. Second, EI is not measured objectively. As with any personality assessment tool, EI is dependent upon the assumptions and benchmarks underlying it. Those are subjectively determined by the tools’ creators based upon what they feel will work best.


Change Management – Tactic #3: Break Into Small, Simple Steps

Change Management & Effecting ChangeThe Hot Spotters, by Atul Gawande in the January 24, 2011 issue of The New Yorker spoke primarily to minimizing medical costs but had much relevancy to my experiences in effecting change. It covered five tactics. This is the third of a five part series.

Tactic #3 involves breaking down and delivering change in very small, simple steps. For organization-wide change, every manager has responsibility for detailing this for every one of his employees. This is difficult.  Usually, there are two problems:

  1. Failing to uncover some important details
  2. Seeing only one step where there are two or more

Unfortunately, the difference between too little and too much detail isn’t clear. Generally, it’s better to err on the latter; while keeping in mind timing and the threat of over planning, and accepting that we will always overlook some details.

When we bring the change to the individual level, it’s extremely important that we break down the change into small bites and deliver them one at a time. Emotionally, the change is too daunting if we show someone all of it at once.

Often, the worse person to detail these steps is someone who performs them well because they come naturally to her. Thus, what she sees as one step could easily be five to ten. In these cases, someone with a project or process management orientation is helpful. He can observe and work with the model to detail the steps. If the change is dramatically new and lacks a model, he can jointly work with the expert on the new process and those affected employees to detail the new steps.

Once detailed, someone with a training attribute can help organize them into a developmental plan for the manager’s use with his employees.

Other links in this series:


Computers Teaching Us About Being Human

Brian Christian’s article, “Mind vs. Machine,” in the March 2011 issue of The Atlantic covers the Loebner Prize competition which administers the Turing Test to artificial intelligence (AI) programs. This involves an instantaneous form of instant messaging (IM) in which judges have to determine within five minutes whether they are conversing with a computer or a person.

What computers teach us about being human when we attempt to program them to converse is really how formulaic our conversations can be. Therefore, are we really putting any thought or effort into them? The computers sometimes fool the judges, often enough to make us stop and think. When the first such conversational computer arrived, Eliza (more), many people mistook the experience for a human one.

For instance, casual conversation tends to be relatively predictable and easily programmable because it’s driven by the most recent comment. It rarely refers back to prior comments made three, four, ten or more in the past. In other words, we don’t require any knowledge of the conversation’s history to continue it. We don’t need to remember and sort through relevant points to formulate our own ideas. We only need to remember the most current comment.

Returning to what computers can teach us about being human, I was prompted to recall that someone had emphasized to me the importance of “getting down to a human level” when dealing with people. This made me wonder:

If our conversation is programmable and actionable by a computer, can we really be human with one another?

Perhaps this explains why we find some people’s conversations shallow. They’re conversing at a level no better than a computer.


“Who We Are” is Different From “Who We Think We Are”

As I had mentioned in a previous post, who we are (WWA) is different from who we think we are (TWA), an important concept behind intuitive approaches. It can explain many of the contradictions we observe in what people say and do and explain the problems with self-report personality assessments. Awareness of TWA-WWA will help us minimize erroneous conclusions when predicting human behavior.

Who We Are is Different From Who We Think We Are

Whereas TWA resides in our conscious, WWA resides primarily in our subconscious and is much greater. Consequently, TWA only represents the tip of the iceberg in terms of our potential. We often only discover aspects of WWA when we are challenged to learn or face a crisis.

On the downside, TWA holds much of what others (parents, friends, educators, community, etc.) teach us or condition us to believe about the world and us. Consequently, TWA can impede us from doing what we really want to do by causing us to ignore, deny, discount or suppress it. Pragmatically, the TWA-WWA difference will often account for the many errors we find in all kinds of surveys (quality service, market research, etc.). On an interpersonal level, it will account for much of the hypocrisy we see in others.

We learn WWA by listening to what we say, observing what we do and interpreting what we think; we can do the same with others. It works because we cannot consciously control every aspect of what we say, do and think. There are gaps; our subconscious fills them. It’s this “filler” that provides clues to WWA; it’s a matter of learning to read these clues. Many times this can only be done through direct interaction with the person so we can make ancillary observations; something surveys often don’t do.