Learning and Uncertainty

| T. Franklin Murphy

A thoughtful man pauses over an open notebook and laptop while considering new information.

The older I get, the less certainty feels like proof of wisdom. Experience has not made the world simpler. It has shown me how much of life rests on partial knowledge, changing conditions, and interpretations that deserve another look. We can resent that instability, or we can recognize it as the unfinished edge of learning.

Uncertainty is vulnerable territory. A firm answer gives the mind somewhere to stand, while an unanswered question asks us to remain alert. Yet discomfort is not proof that something has gone wrong. Often it marks the point where an old explanation no longer fits and a better one has not yet taken shape.

Table of Contents

How Uncertainty Affects the Mind

Different Forms of Uncertainty

Uncertainty is not one simple feeling. Sometimes we notice an information gap: a fact is missing or two explanations do not fit together. At other times, the outcome is unpredictable, several interpretations remain plausible, or we do not know what action to take. The meaning of uncertainty changes with the stakes. Wondering how a story ends is different from waiting for a medical result, even though both place us between what is known and what is not.

Research on anxiety separates several questions about a possible threat. Will it happen? When might it happen? What would it be like? Missing answers make preparation harder. Some anticipation is useful because it helps us prepare, but anxiety can become disruptive when the response grows far beyond the likelihood or seriousness of the danger (Grupe & Nitschke, 2013).

The Workable Range of Uncertainty

When several explanations or possible actions remain open, the mind has more to sort through. That openness can encourage exploration, but it also requires effort and may feel anxious. Clear goals and manageable next steps reduce the number of possibilities demanding attention (Hirsh et al., 2012).

Psychology Fanatic uses the phrase workable range of uncertainty as a synthesis of this evidence, not as the name of a formally validated psychological model. Within a workable range, a person has enough uncertainty to notice a gap but enough knowledge, emotional capacity, feedback, and support to investigate it. Outside that range, the unknown may feel too slight to engage attention or so threatening that thinking narrows around avoidance or a rapid answer.

This synthesis keeps us from romanticizing the unknown. Some uncertainty is interesting. Some is exhausting. Intolerance of uncertainty appears across several models of anxiety, but ordinary doubt is not itself a disorder. The same unanswered question may invite one person forward and leave another feeling exposed, depending on the stakes, personal history, support, and perceived control (Carleton, 2016).

How Uncertainty Supports Learning

Surprise Curiosity and Confusion

Learning often begins with a mismatch. We encounter a result that does not fit our prediction, discover that a confident answer was wrong, or realize that two ideas cannot both remain unchanged. The gap interrupts the smooth use of what we already know. If we stay engaged, attention turns toward the discrepancy.

Vogl and colleagues studied surprise, curiosity, and confusion during trivia tasks with immediate feedback. High-confidence errors exposed a conflict between what participants believed and what the feedback revealed. Surprise and curiosity consistently predicted later exploration of the answer. Confusion predicted exploration in two of three studies, suggesting a more conditional role (Vogl et al., 2020).

The nuance matters. Curiosity is not simply uncertainty with a pleasant label, and confusion is not automatically productive. Confusion can direct attention toward a problem, but prolonged confusion without a workable path can become frustration or withdrawal. Learning benefits when a person can investigate the gap, receive useful feedback, and reorganize what they understand.

Scaffolding and Psychological Safety

A teacher, mentor, or thoughtful companion can make this process more tolerable. The zone of proximal development helps explain why well-judged support matters. Scaffolding does not remove every unknown. It offers enough structure to keep the learner working: a clarifying question, a smaller next step, an example, or feedback that shows where the reasoning departed from the evidence.

Learning also has an interpersonal dimension. Admitting confusion, asking for help, discussing an error, and offering an unfinished idea can expose a person to embarrassment or judgment. In a study of 51 manufacturing work teams, psychological safety was associated with learning behaviors such as seeking feedback, sharing information, asking for help, discussing errors, and experimenting (Edmondson, 1999).

The setting matters. Evidence from work teams does not establish that every classroom, family, or friendship operates in the same way. It nevertheless identifies a useful condition. When questions and mistakes do not carry an unreasonable social penalty, people have more room to reveal what they do not know and use feedback to learn.

Why People Seek Certainty

Cognitive Closure

The desire for closure helps explain why ambiguity can become so uncomfortable. Kruglanski and Webster defined the need for cognitive closure as a desire for a firm answer and an aversion to ambiguity. They described two related tendencies: urgency encourages us to seize an answer quickly, while permanence encourages us to freeze around it and preserve it (Kruglanski & Webster, 1996).

Closure has practical value. We cannot reconsider every decision forever. A conclusion allows action, coordination, and rest. Trouble begins when the emotional relief of having an answer is mistaken for evidence that the answer is true. Speed can narrow the search, and attachment can make revision feel like defeat.

Motivated Reasoning

Motivated reasoning adds another layer. We do not approach every claim with the same goals. Sometimes we want accuracy; at other times we want a preferred conclusion to survive. Directional motives can influence which memories, rules, and explanations come readily to mind. We may still feel objective because the justification looks reasonable from inside the search that produced it (Kunda, 1990).

This is why opposing evidence often receives unusually harsh scrutiny while agreeable evidence passes with little examination. Values help organize commitment, but identity, loyalty, or fear can decide what counts as sufficient evidence before the inquiry has begun.

From Uncertainty to Reflective Judgment

Beyond Either Or Thinking

When complexity becomes uncomfortable, the world can collapse into opposing camps: correct or corrupt, loyal or disloyal, enlightened or ignorant. In its more defensive form, this resembles splitting, which reduces a complicated person or situation to opposing all-good and all-bad categories. These divisions reduce mental strain, but they erase the conditions, exceptions, and tradeoffs that serious understanding requires.

Research on beliefs about knowledge describes a broad movement away from treating knowledge as a collection of certain answers supplied by authority. More developed accounts recognize that some claims are uncertain, that evidence must be evaluated in context, and that conclusions require justification. This does not make every opinion equally valid. It replaces demanded certainty with warranted judgment (Hofer & Pintrich, 1997).

King and Kitchener placed uncertainty at the beginning of reflective judgment. Instead of demanding a perfect answer, a reflective thinker compares the available evidence, considers how well it supports each explanation, and reaches a conclusion that can be defended while remaining open to correction. This form of epistemic cognition is especially important for complex problems that cannot be settled by one fact or a simple rule (King & Kitchener, 1994).

We can therefore avoid two poor shelters. Dogmatism treats a conclusion as immune to correction. Epistemological relativism can become equally unhelpful when it is taken to mean that every view is as good as every other. Learning needs a middle position: evidence matters, judgments can improve, and well-supported conclusions remain open to revision when better evidence arrives.

Intellectual Humility and Calibrated Confidence

Intellectual humility begins with recognizing that our knowledge has limits and that a current belief may be wrong. It is related to open-mindedness, but it is more specific. We can listen politely to another view without examining the weaknesses in our own. Humility turns attention toward fallibility as well as difference (Porter et al., 2022).

In four studies, Leary and colleagues defined intellectual humility as recognizing that a personal belief may be fallible and attending appropriately to limitations in its evidence. Higher intellectual humility was associated with curiosity, tolerance of ambiguity, lower dogmatism, and greater sensitivity to the strength of persuasive arguments (Leary et al., 2017).

Humility is not self-erasure. It does not require pretending that expertise, evidence, and sustained study carry no weight. A person can hold a well-supported conclusion firmly while naming its assumptions and limits. Calibrated confidence fits the strength of conviction to the strength of the evidence.

This balance also keeps uncertainty from becoming paralysis. We rarely receive perfect information before action is required. Intellectual humility helps us act provisionally: make the best judgment available, watch what follows, and remain willing to update. The capacity to revise is part of responsible commitment, not proof that the earlier decision was dishonest.

Commitment Without Absolute Certainty

We can commit to a person, a project, or a moral cause without claiming that every question has been settled. Commitment identifies what we are willing to do with the understanding we currently possess. Certainty makes a stronger claim about what cannot be otherwise. Confusing the two makes doubt appear disloyal and correction appear weak.

Rollo May argued that healthy commitment can coexist with doubt. The idea remains useful because doubt keeps other values and consequences visible. A cause may matter deeply while its methods still require examination. Loyalty may guide action without demanding blindness (May, 1994).

There are moments when reflection must yield to decision. Emergencies, deadlines, and duties can require action on incomplete information. Even then, we can distinguish a necessary decision from a final truth. We can document what is known, identify what would change the plan, and revisit the choice when conditions allow.

Working With Uncertainty

The goal is not to celebrate doubt for its own sake. Useful uncertainty remains connected to inquiry and action. Several practices can help keep it within a workable range:

  • Name the kind of uncertainty. Are facts missing, outcomes unpredictable, values in conflict, or several explanations still plausible? A named problem is easier to investigate than a general feeling of unease.
  • Separate confidence from evidence. Ask what supports the conclusion and whether the strength of conviction matches that support.
  • Identify what would change your mind. If no possible evidence could matter, the belief is no longer functioning as a testable judgment.
  • Look for a credible challenge. Seek the strongest relevant counterargument or source, not the easiest one to dismiss.
  • Reduce the next step. When uncertainty is overwhelming, choose one question, one source, or one reversible action rather than trying to resolve the whole future at once.
  • Decide provisionally when needed. Act on the best available information while setting a point for review. Revision should be part of the plan, not a humiliation.

These practices do not guarantee comfort. They preserve contact with evidence while limiting the pressure to solve every ambiguity immediately. For someone whose uncertainty produces persistent anxiety or disrupts daily functioning, professional support may be appropriate. Curiosity is helpful only when the nervous system has enough safety and capacity to remain engaged.

When the unknown begins to blur into general unease, three questions can restore definition: What exactly is uncertain? Am I responding to missing information, possible danger, or both? What feedback, structure, or support would make a next step possible? These questions do not remove the unknown. They help bring it back within a range where inquiry and action can resume.

A Few Words by Psychology Fanatic

The world offers no shortage of people willing to sell certainty. A rigid answer can feel generous because it relieves us from carrying complexity. Yet the relief may be purchased by narrowing what we are willing to see.

Learning asks for a quieter courage. We hold a conclusion firmly enough to use it and lightly enough to examine it. We allow surprise to interrupt us, curiosity to pull us closer, and evidence to correct us. Each answer reduces one uncertainty while revealing another edge we had not noticed.

Learning and uncertainty therefore move together. Uncertainty opens a question. Inquiry gives the question shape. Knowledge offers a provisional answer. Then a wider view reveals what remains unknown. Wisdom is not the possession of perfect certainty. It is the capacity to keep learning without surrendering judgment.

Associated Concepts

  • Information gap theory: Explains how awareness of a gap between what we know and what we want to know can motivate curiosity and information seeking.
  • Uncertainty avoidance: Describes cognitive and behavioral efforts to escape or reduce uncertainty when the unknown feels difficult to tolerate.
  • Epistemic cognition: The thinking people do about knowledge, evidence, justification, confidence, and revision.
  • Motivated reasoning: The influence of goals and preferred conclusions on how people retrieve and evaluate evidence.
  • Splitting: A defensive simplification that divides complex people or issues into opposing all-good and all-bad categories.
  • Zone of proximal development: The range in which guidance and scaffolding help a learner perform beyond what they can yet manage alone.

References

Carleton, R. Nicholas (2016). Into the Unknown: A Review and Synthesis of Contemporary Models Involving Uncertainty. Journal of Anxiety Disorders, 39, 30-43. DOI: 10.1016/j.janxdis.2016.02.007.
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Edmondson, Amy C. (1999). Psychological Safety and Learning Behavior in Work Teams. Administrative Science Quarterly, 44(2), 350-383. DOI: 10.2307/2666999.
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Grupe, Dan W.; Nitschke, Jack B. (2013). Uncertainty and Anticipation in Anxiety: An Integrated Neurobiological and Psychological Perspective. Nature Reviews Neuroscience, 14(7), 488-501. DOI: 10.1038/nrn3524.
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Hirsh, Jacob B.; Mar, Raymond A.; Peterson, Jordan B. (2012). Psychological Entropy: A Framework for Understanding Uncertainty-Related Anxiety. Psychological Review, 119(2), 304-320. DOI: 10.1037/a0026767.
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Hofer, Barbara K.; Pintrich, Paul R. (1997). The Development of Epistemological Theories: Beliefs About Knowledge and Knowing and Their Relation to Learning. Review of Educational Research, 67(1), 88-140. DOI: 10.3102/00346543067001088.
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King, Patricia M.; Kitchener, Karen Strohm (1994). Developing Reflective Judgment: Understanding and Promoting Intellectual Growth and Critical Thinking in Adolescents and Adults. Jossey-Bass. ISBN: 9781555426293.
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Kruglanski, Arie W.; Webster, Donna M. (1996). Motivated Closing of the Mind: Seizing and Freezing. Psychological Review, 103(2), 263-283. DOI: 10.1037/0033-295X.103.2.263.
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Kunda, Ziva (1990). The Case for Motivated Reasoning. Psychological Bulletin, 108(3), 480-498. DOI: 10.1037/0033-2909.108.3.480.
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Leary, Mark R.; Diebels, Kate J.; Davisson, Erin K.; Jongman-Sereno, Katrina P.; Isherwood, Jennifer C.; Raimi, Kaitlin T.; Deffler, Samantha A.; Hoyle, Rick H. (2017). Cognitive and Interpersonal Features of Intellectual Humility. Personality and Social Psychology Bulletin, 43(6), 793-813. DOI: 10.1177/0146167217697695.
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May, Rollo (1994). The Courage to Create. W. W. Norton & Company. ISBN: 9780393311068.
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Porter, Tenelle; Elnakouri, Abdo; Meyers, Ethan A.; Shibayama, Takuya; Jayawickreme, Eranda; Grossmann, Igor (2022). Predictors and Consequences of Intellectual Humility. Nature Reviews Psychology, 1, 524-536. DOI: 10.1038/s44159-022-00081-9.
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Vogl, Elisabeth; Pekrun, Reinhard; Murayama, Kou; Loderer, Kristina (2020). Surprised-Curious-Confused: Epistemic Emotions and Knowledge Exploration. Emotion, 20(4), 625-641. DOI: 10.1037/emo0000578.
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Last Updated: October 10, 2026

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