Apophenia is the experience of perceiving meaningful patterns in data that do not actually manifest those patterns. Klaus Conrad, a German neurologist and psychiatrist, introduced the term in the 1950s, and although its meaning has evolved somewhat since then, there's little doubt that it describes a real human experience.
For example, people tend to believe that craps players who make several "passes" (winning throws) are "hot." They believe that there is a causal connection between recent past throws and the outcome of the next throw. In fact, if the game is honest, there are no meaningful patterns at all, at least none that have any causal relation to the outcome of the next throw. Each throw is random and independent of all others.
Apophenia is related to — or similar to or identical to — a rather numerous collection of behavioral phenomena, including conspiracy theories, the clustering illusion, pareidolia, and the whimsically named but quite serious Texas Sharpshooter Fallacy. I'll let you explore this territory on your own (see links below). For now, let's take a look at some of the manifestations of apophenia and its cousins in the workplace.
- Celebrity leaders and visionaries
- Sometimes leaders or visionaries acquire reputations within their organizations based on past performance. A belief takes hold: "She was so brilliant on Marigold that she must have the magic touch." But in most organizations, success is organizational — many people and processes contribute. Celebrity leaders or visionaries might have made significant contributions, but many others did too, and chance almost certainly played a role.
- Outcasts, pariahs, and other lowlifes
- Just as some become mythically heroic, others become outcasts or pariahs, based on perceived patterns that are actually irrelevant. Many a career has been destroyed by those who attribute meaning to supposed patterns beyond what the evidence actually justifies. Some wily managers — or in professional sports, wily coaches — have built successful organizations by prowling the marketplace for good people erroneously tagged as inept or untalented.
- Political plots
- When we participate Just as some become mythically
heroic, others become outcasts
or pariahs, based on perceived
patterns that are actually
irrelevantin workplace politics, we must necessarily interpret information that's inherently ambiguous. Interpreting as malicious and personally motivated the actions of someone you don't know well might be incorrect. Not everything such people do is aimed at you.
- Location, location, location
- Some believe that locating a facility in a fashionable district is important to business success. They point to geographical clustering of their competitors as justification for their belief. For some businesses, a particular address can be important. But is it truly necessary for your business?
When someone has exhibited a tendency to identify meaningful patterns when none exist, we have a tendency to believe that they are exhibiting a propensity for apophenia. But beware. That belief itself might be an example of apophenia. Top Next Issue
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For those who wish to pursue this topic, check out these sources:
- Pareidolia is the psychological phenomenon typified by seeing images of animals or faces in clouds, or hearing hidden messages in audio recordings played in reverse.
- The clustering illusion is the tendency to perceive erroneously that small samples from random distributions have significant "streaks" or "clusters."
- The Texas sharpshooter fallacy is a logical fallacy in which an assertion about the existence of a pattern is based on similarities among pieces of information that have no relationship to one another, ignoring any contradictory data.
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More articles on Critical Thinking at Work:
- Nine Project Management Fallacies: I
- Most of what we know about managing projects is useful and effective, but some of what we "know"
just isn't so. Identifying the fallacies of project management reduces risk and enhances your ability
to complete projects successfully.
- Nine Project Management Fallacies: III
- Some of what we "know" about managing projects just isn't so. Identifying the fallacies of
project management reduces risk and enhances your ability to complete projects successfully.
- Projection Errors at Work
- Often, at work, we make interpretations of the behavior of others. Sometimes we base these interpretations
not on actual facts, but on our perceptions of facts. And our perceptions are sometimes erroneous.
- On the Risk of Undetected Issues: II
- When things go wrong and remain undetected, trouble looms. We continue our efforts, increasing investment
on a path that possibly leads nowhere. Worse, time — that irreplaceable asset — passes.
How can we improve our ability to detect undetected issues?
- Patterns of Conflict Escalation: II
- When simple workplace disagreements evolve into workplace warfare, they often do so following recognizable
patterns. If we can recognize the patterns early, we can intervene to prevent serious damage to relationships.
Here's Part II of a catalog of some of those patterns.
Forthcoming issues of Point Lookout
- Coming August 21: Perfectionism and Avoidance
- Avoiding tasks we regard as unpleasant, boring, or intimidating is a pattern known as procrastination. Perfectionism is another pattern. The interplay between the two makes intervention a bit tricky. Available here and by RSS on August 21.
- And on August 28: Playing at Work
- Eight hours a day — usually more — of meetings, phone calls, reading and writing email and text messages, briefing others or being briefed, is enough to drive anyone around the bend. To re-energize, to clarify one's perspective, and to restore creative capacity, play is essential. Play at work, I mean. Available here and by RSS on August 28.
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- The Race to the South Pole: Lessons in Leadership
- On 14 December 1911, four men led by Roald Amundsen reached
the South Pole. Thirty-five days later, Robert F. Scott and four others followed. Amundsen had won the
race to the pole. Amundsen's party returned to base on 26 January 1912. Scott's party perished. As historical
drama, why this happened is interesting enough. But to organizational leaders, business analysts, project
sponsors, and project managers, the story is fascinating. We'll use the history of this event to explore
lessons in leadership and its application to organizational efforts. A fascinating and refreshing look
at leadership from the vantage point of history. Read
more about this program. Here's a date for this program:
- Baldwin-Wallace University, 275 Eastland Road, Berea, Ohio
44017: November 7,
Kerzner Lecture Series/International Project Management Day, sponsored by Baldwin Wallace University and the Northeast Ohio Chapter of the Project Management Institute.
- Baldwin-Wallace University, 275 Eastland Road, Berea, Ohio 44017: November 7, Kerzner Lecture Series/International Project Management Day, sponsored by Baldwin Wallace University and the Northeast Ohio Chapter of the Project Management Institute. Register now.
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