The Delusion of Learning from Experience
We learn best from direct experience, but many critical decisions have consequences that extend beyond our 'learning horizon' in time and space, making it impossible to learn from experience directly.
THE IDEA
6. THE DELUSION OF LEARNING FROM EXPERIENCE
The most powerful learning comes from direct experience. Indeed, we learn eating, crawling, walking, and communicating through direct trial and error—through taking an action and seeing the consequences of that action; then taking a new and different action. But what happens when we can no longer observe the consequences of our actions? What happens if the primary consequences of our actions are in the distant future or in a distant part of the larger system within which we operate? We each have a “learning horizon,” a breadth of vision in time and space within which we assess our effectiveness. When our actions have consequences beyond our learning horizon, it becomes impossible to learn from direct experience.
Herein lies the core learning dilemma that confronts organizations: we learn best from experience but we never directly experience the consequences of many of our most important decisions. The most critical decisions made in organizations have systemwide consequences that stretch over years or decades. Decisions in R&D have first-order consequences in marketing and manufacturing. Investing in new manufacturing facilities and processes influences quality and delivery reliability for a decade or more. Promoting the right people into leadership positions shapes strategy and organizational climate for years. These are exactly the types of decisions where there is the least opportunity for trial and error learning.
Cycles are particularly hard to see, and thus learn from, if they last longer than a year or two. As systems-thinking writer Draper Kauffman, Jr., points out, most people have short memories. “When a temporary oversupply of workers develops in a particular field,” he writes, “everyone talks about the big surplus and young people are steered away from the field. Within a few years, this creates a shortage, jobs go begging, and young people are frantically urged into the field—which creates a surplus. Obviously, the best time to start training for a job is when people have been talking about a surplus for several years and few others are entering it. That way, you finish your training just as the shortage develops.”
Traditionally, organizations attempt to surmount the difficulty of coping with the breadth of impact from decisions by breaking themselves up into components. They institute functional hierarchies that are easier for people to “get their hands around.” But, functional divisions grow into fiefdoms, and what was once a convenient division of labor mutates into the “stovepipes” that all but cut off contact between functions. The result: analysis of the most important problems in a company, the complex issues that cross functional lines, becomes a perilous or nonexistent exercise.
When to use it
Evaluating long-term investments in business, such as R&D or capital expenditure, where results may not be seen for years.
Planning a career in a cyclical industry by examining training lead times and longer-term demand, alongside current job availability.
Designing organizational structures to mitigate stovepipes and improve cross-functional visibility of decision impacts.
Teaching systems thinking in schools to help students recognize delayed feedback loops in social, economic, or ecological systems.
FROM THEORY TO EVERYDAY LIFE
In practice
Worker Surplus and Shortage Cycles
Kauffman describes a possible labor-market cycle: an oversupply discourages new entrants, later producing a shortage that attracts too many trainees again. His timing argument depends on that cycle recurring. For career planning, it suggests examining training delays and longer-term demand rather than assuming today’s surplus will persist.
Long-Term Business Decisions
Decisions in R&D have first-order consequences in marketing and manufacturing that may not be apparent for years. Investing in new manufacturing facilities influences quality and delivery reliability for a decade or more. Promotions shape strategy and climate for years. These decisions have consequences beyond the learning horizon, making trial-and-error learning impossible.
A MOMENT TO REFLECT
Put it to work.
Think of a major decision you made recently. What were the consequences that you could directly observe, and what consequences might have occurred beyond your learning horizon?
How can organizations design feedback systems to help decision-makers see delayed or distant effects of their choices?
In what areas of your life or work do you often feel you are 'learning from experience' but might actually be missing key outcomes?
CONTINUE THE CONVERSATION
Source texts
- The Fifth Discipline The Art Practice of the Learning Organization (Peter M. Senge)