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's 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
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.
Projects never go quite as planned. We expect that, but we don't expect disaster. How can we get better at spotting disaster when there's still time to prevent it? How to Spot a Troubled Project Before the Trouble Starts is filled with tips for executives, senior managers, managers of project managers, and sponsors of projects in project-oriented organizations. It helps readers learn the subtle cues that indicate that a project is at risk for wreckage in time to do something about it. It's an ebook, but it's about 15% larger than "Who Moved My Cheese?" Just USD 19.95. Order Now! .
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More articles on Critical Thinking at Work:
- Begging the Question
- Begging the question is a common, usually undetected, rhetorical fallacy. It leads to unsupported conclusions
and painful places we just can't live with. What can we do when it happens?
- Most of us follow paths through our careers, or through life. We get nervous when we're off the path.
We feel better when we're doing what everyone else is doing. But is that sensible?
- On the Risk of Undetected Issues: I
- In complex projects, things might have gone wrong long before we notice them. Noticing them as early
as possible — and addressing them — is almost always advantageous. How can we reduce the
incidence of undetected issues?
- Wishful Interpretation: I
- Wishful thinking comes from more than mere imagination. It can enter when we interpret our own observations
or what others tell us. Here's Part I of a little catalog of ways our wishes affect how we interpret
- Cognitive Biases and Influence: I
- The techniques of influence include inadvertent — and not-so-inadvertent — uses of cognitive
biases. They are one way we lead each other to accept or decide things that rationality cannot support.
Forthcoming issues of Point Lookout
- Coming June 28: Tackling Hard Problems: I
- Hard problems need not be big problems. Even when they're small, they can halt progress on any project. Here's Part I of an approach to working on hard problems by breaking them down into smaller steps. Available here and by RSS on June 28.
- And on July 5: Tackling Hard Problems: II
- In this Part II of our look at solving hard problems, we continue developing properties of the solution, and look at how we get from the beginning to the end. Available here and by RSS on July 5.
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- The Power Affect: How We Express Our Personal Power
- Many people who possess real organizational power have a characteristic demeanor. It's the way they project their presence. I call this the power affect. Some people — call them power pretenders — adopt the power affect well before they attain significant organizational power. Unfortunately for their colleagues, and for their organizations, power pretenders can attain organizational power out of proportion to their merit or abilities. Understanding the power affect is therefore important for anyone who aims to attain power, or anyone who works with power pretenders. Read more about this program. Here are some upcoming dates for this program:
- Creating High Performance Virtual Teams
- Many people experience virtual teams as awkward, slow, and sometimes
frustrating. Even when most team members hail from the same nation or culture, and even when they all
speak the same language, geographic dispersion or the presence of employees from multiple enterprises
is often enough to exclude all possibility of high performance. The problem is that we lead, manage,
and support virtual teams in ways that are too much like the way we lead, manage, and support co-located
teams. In this program, Rick Brenner shows you how to change your approach to leading, managing, and
supporting virtual teams to achieve high performance using Simons' Four Spans model of high performance.
Read more about this program. Here's an upcoming date
for this program:
- Baci Grill, 134 Berlin
Road, Berlin, CT 06416: September 19,
Monthly Meeting, Southern New England Chapter of the Project Management Institute. Register now.
- Baci Grill, 134 Berlin Road, Berlin, CT 06416: September 19, Monthly Meeting, Southern New England Chapter of the Project Management Institute. Register now.
- The Race to the South Pole: Ten Lessons for Project Managers
- 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. Lessons abound. Read
more about this program. Here's an upcoming date for this program:
- CTCPA, 716 Brook Street,
Rocky Hill, CT 06067: September 20,
Full-day Workshop, Southern New England Chapter of the Project Management Institute. Register now.
- CTCPA, 716 Brook Street, Rocky Hill, CT 06067: September 20, Full-day Workshop, Southern New England Chapter of the Project Management Institute. Register now.