Confirmation Bias: How Beliefs Shape the Evidence We See

| T. Franklin Murphy

Self Confirmation Bias. Psychology Fanatic article feature image

Imagine receiving a brief reply from a colleague. If you already believe they dismiss your ideas, the few words may feel like another slight. You remember the interrupted conversation last week and the suggestion they overlooked. Their recent offer to help is harder to fit into the picture. Before you have asked what the message meant, the familiar explanation has gathered another piece of evidence.

Confirmation bias helps explain how this can happen. We may sincerely want to understand a situation while directing our attention toward information that supports what we already suspect. Leonard Mlodinow describes this difficulty in his discussion of randomness: once we think we have discovered a pattern, we can become more interested in confirming it than in testing whether it is real (Mlodinow, 2008).

The problem reaches beyond political arguments or mistaken predictions. It touches the stories through which we understand our relationships and ourselves. A useful interpretation can gradually become a conclusion that no experience is allowed to revise. Recognizing that shift creates room for a more careful question: what have we learned, and what have we simply learned to explain away?

Key Definition:

Confirmation bias is the tendency to seek, interpret, evaluate, or remember information in ways that support an existing belief or hypothesis. It does not prove that the belief is false. The concern is that supporting and challenging evidence may not receive the same test (Nickerson, 1998).

What Is Confirmation Bias?

Confirmation bias is the tendency to seek, interpret, or evaluate information in ways that favor an existing belief, expectation, or hypothesis. It can also influence which supporting examples come to mind when we reconsider a conclusion (Nickerson, 1998).

The bias concerns how we handle evidence. A belief reached through a one-sided search might still be correct. Conversely, rejecting a weak argument that challenges our beliefs may be entirely reasonable. The concern arises when agreement earns easy acceptance while disagreement must clear a much higher standard. We then protect a conclusion from the kind of examination that could reveal its weaknesses (Nickerson, 1998).

Confirmation bias is also broader than conscious dishonesty. People can search selectively without realizing it, including when they have no strong emotional investment in the answer. An initial hypothesis can organize what seems relevant before there is any deliberate intention to defend it (Nickerson, 1998).

From Rule Testing to Everyday Belief

An influential line of research began with Peter Wason’s work on discovering rules. In the number-sequence task discussed by Nickerson, participants saw a sequence such as 2–4–6 and proposed additional sequences to discover the rule. Someone who suspected “successive even numbers” might try 8–10–12 and receive confirming feedback. Yet that same example would also fit a broader rule, such as “numbers in increasing order.” Repeated successes could leave the narrower hypothesis unchallenged (Nickerson, 1998).

Trying 1–3–8 would be more informative for distinguishing these two possibilities. If it were accepted, “successive even numbers” would no longer explain the feedback. The lesson is that a test should help separate competing explanations. Another example that fits several explanations may add less knowledge than it appears to add.

Testing an idea with examples that should fit it is not automatically poor reasoning. A predicted case can still reveal that the idea fails. The better question is whether the test can separate the leading explanations. Confirmation bias should not become a label for every attempt to see whether an idea works (Nickerson, 1998).

Processes That Sustain Confirmation Bias

Searching for Support

Evidence can become selective before we evaluate it. A search beginning with “why my coworker is undermining me” already assumes much of what needs investigating. Questions, chosen sources, and the examples we request can all narrow the range of answers we encounter. This is one way selective information processing can support an existing belief (Nickerson, 1998).

This tendency is variable. A meta-analysis found an overall preference for information supporting existing views, but the preference changed with people’s motives and circumstances. Challenging information could become attractive when it helped them accomplish a current goal (Hart et al., 2009).

Applying Unequal Standards

We can encounter contrary evidence and still give it little opportunity to change our minds. A favorable report may seem persuasive after a quick reading, while an unfavorable report prompts a search for methodological flaws, conflicts of interest, or missing context. Each criticism might sound reasonable in isolation. The bias lies in whether we would apply the same scrutiny if the conclusion were reversed (Nickerson, 1998).

Ambiguous behavior leaves considerable room for this uneven evaluation. Returning to the colleague’s message, brevity could reflect impatience, time pressure, or a routine communication style. If only the first explanation receives attention, uncertainty quietly becomes evidence of disrespect. The observation is real; the certainty attached to its meaning may exceed what it supports.

Remembering a Consistent Story

The past can also enter the argument selectively. Nickerson reviews findings in which people recalled evidence as more consistent with their theories than it had been. Sometimes the remembered evidence shifted; sometimes the remembered theory did. Either way, a person could experience greater agreement between the two than the original record justified (Nickerson, 1998).

In everyday life, a judgment such as “they never listen” may draw on a small collection of readily available disappointments. It is worth comparing that collection with the wider history. This does not mean that every remembered injury is inaccurate, or that contradictory experiences are always forgotten. It means that the memories offered in support of a conclusion may be an incomplete sample. The broader topic of reconstructing memories helps place that possibility in context.

Why Confirmation Bias Becomes Hard to Question

Motivation and the Need for Certainty

Some beliefs carry more than an explanation. They support a valued identity, justify a decision, or help us feel that our world makes sense. Ziva Kunda’s review distinguishes the motivation to reach an accurate conclusion from the motivation to reach a particular conclusion. When we want a preferred answer, we may selectively retrieve and evaluate information that makes it seem reasonable. The process remains constrained by what we can plausibly justify (Kunda, 1990).

This motivated reasoning can make careful thought surprisingly defensive. A person may devote considerable effort to explaining why a favored decision was sound. More thought does not necessarily produce a more balanced assessment if the effort is organized around preserving the answer. The useful question is therefore about the purpose of the reasoning as well as its amount (Kunda, 1990).

Sometimes we want a settled answer because uncertainty is uncomfortable or costly. Arie Kruglanski and Donna Webster describe this as a need for closure. Before we have formed an opinion, that need may push us to find an answer quickly. After an opinion feels settled, it may make us less willing to reopen the question (Kruglanski & Webster, 1996).

When a Painful Self-View Feels Convincing

Our personal narratives give these processes an intimate setting. Rosamund Stone Zander and Benjamin Zander invite readers to examine the assumptions through which experience becomes a story. Their perspective is useful here as a reflective lens: the meaning we assign to an event helps shape what we notice next (Zander & Zander, 2002).

Hazel Markus’s research on self-schemas helps explain how an established view of ourselves organizes information. In one experiment using feedback designed to conflict with participants’ self-views, people with a clear self-schema were less willing to accept the inconsistent description. A familiar account of who we are can therefore influence what seems informative about us (Markus, 1977).

That account need not be flattering. William Swann and Stephen Read examined how people sought, elicited, and remembered social feedback consistent with their self-conceptions. Their findings included preferential recall of unfavorable feedback under conditions involving negative self-views. This related process of self-verification helps explain why information that fits an existing identity may carry weight even when it offers little comfort (Swann & Read, 1981).

Consider someone who treats a mistake as proof of being incapable but attributes successful work to luck. The difficulty is not simply a shortage of positive experiences; it may also involve how different experiences are allowed to count. By contrast, someone convinced of being invariably fair may dismiss another person’s complaint before considering its substance. These examples illustrate how painful and flattering labels can each limit what we learn from experience (Markus, 1977; Swann & Read, 1981).

Finding a familiar judgment convincing does not mean enjoying criticism or wanting mistreatment. Swann and Read distinguish reactions to favorable feedback from processes that sustain a self-conception. The practical question is whether we give evidence of our strengths and limitations a comparable hearing. Descriptions that include circumstances and exceptions leave more room to recognize both responsibility and change (Swann & Read, 1981).

From Personal Judgments to Group Decisions

When an Interpretation Becomes a Verdict

Confirmation bias can narrow how we evaluate another person. A mistake becomes evidence of their character, while a considerate act is treated as an exception. Similar reasoning can preserve stereotypes: instances that fit the expectation are counted, and those that challenge it are explained away. The resulting judgment may look well supported because the selection process has disappeared from view (Nickerson, 1998).

Questioning this pattern does not require dismissing repeated mistreatment. A documented pattern of harmful conduct deserves weight. The task is to distinguish the behavior we can identify from a broader claim about motives or character that remains uncertain. We can revise an interpretation while still addressing the conduct that caused harm.

When the Same Evidence Deepens Disagreement

In shared decisions, several people can examine the same information without examining it in the same way. Nickerson reviews research in which people with opposing prior views interpreted mixed evidence in ways that strengthened their own positions. Providing more information, by itself, does not ensure that people will converge on a judgment (Nickerson, 1998).

Echo chambers raise a related question about the information available before evaluation begins. When people encounter mainly agreeable sources, the evidence pool itself has already narrowed. That differs from interpreting shared evidence unevenly, although both processes can preserve an existing view (Hart et al., 2009).

Testing Our Conclusions More Fairly

Recognizing the term does not ensure that we recognize the process in ourselves. Research on the bias blind spot found that people recognized biases more readily in others than in themselves; awareness of a bias did not ensure recognition of its influence on their own judgment (Pronin et al., 2002). A useful response therefore needs to reach beyond vocabulary to the way we examine a particular conclusion.

Give an Alternative a Fair Hearing

A general intention to be objective is often too vague to guide the next step. Charles Lord, Mark Lepper, and Elizabeth Preston tested a more specific approach: asking people to consider possibilities opposed to their current views. Across two experiments concerning social evidence and personality impressions, this approach reduced the studied biases more effectively than instructions to be fair and unbiased (Lord et al., 1984).

The practical value lies in making an alternative concrete. With the colleague’s message, we might ask what else would make sense of its brevity. We could compare how they communicate when busy, revisit the full exchange, or ask what they intended. A competing explanation becomes useful when it suggests information we can actually check. Merely declaring that “anything is possible” leaves the original conclusion largely untouched.

Identify What Would Count Against the Belief

Before gathering more support, specify what finding would count against the belief. If we think a team member never follows through, which commitments are we considering, over what period, and what would reliable completion look like? If every completed task can be dismissed as unusual, the belief has been arranged to survive any outcome. A useful judgment must remain answerable to evidence (Nickerson, 1998).

The same principle applies to sources. Evaluate the quality of the evidence, the fit between the evidence and the claim, and the credibility of the method before allowing agreement to settle the question. Consider whether you would accept the same limitations from a source supporting your view. Consistent standards allow a strong conclusion to remain strong while giving a weak one a chance to change (Lord et al., 1984; Nickerson, 1998).

Check Your Impressions Against Records and Feedback

A brief record can make a belief easier to examine. Write down what happened, the interpretation you gave it, and what remains unknown. When the issue returns, compare the new information with that earlier account. The purpose is to preserve details that might otherwise be reorganized around the latest conclusion. This is a practical application of the memory and evidence concerns discussed above, rather than a guarantee that journaling removes bias (Nickerson, 1998).

Feedback can add another perspective, especially when we ask someone to examine our reasoning rather than endorse our answer. Timothy Wilson and Elizabeth Dunn’s review explains why introspection alone gives limited access to the processes shaping our judgments. Observing our behavior and considering others’ observations may reveal information that our familiar self-story leaves out (Wilson & Dunn, 2004).

These checks need scrutiny too. Another person’s interpretation can be mistaken, and our behavior can reflect circumstances that a character label overlooks. Look for specific observations across situations, distinguish what happened from what it supposedly proves, and compare accounts without granting any one of them automatic authority (Wilson & Dunn, 2004).

Keep Openness Proportionate to Evidence

Considering an alternative does not require treating every explanation as equally likely. Some claims have much stronger support than others. Lord and colleagues themselves noted that considering the opposite could, under some circumstances, lead people to overweight contrary information (Lord et al., 1984). A corrective practice can become another imbalance if disagreement is automatically granted special authority.

Intellectual humility means allowing for the possibility that we could be wrong while still judging the evidence carefully. In one study by Mark Leary and colleagues, people who scored higher in intellectual humility distinguished more clearly between stronger and weaker arguments when the issue mattered to them. This describes an association; it does not show that a brief humility exercise removes bias (Leary et al., 2017).

The aim is a conclusion that can be defended with reasons and revised when those reasons weaken. Sometimes a fair examination will confirm our initial judgment. Sometimes it will change our confidence, narrow the claim, or reveal that we need more information. Each can represent learning. Open-mindedness becomes useful when it changes the quality of the inquiry, even when it does not change the final answer.

A Few Words from Psychology Fanatic

The brief message is still on the screen. Perhaps it was dismissive. Perhaps it was hurried. What changes is the space between reading it and deciding what it proves. In that space, we can acknowledge the sting, notice the familiar story, and leave one question open long enough to learn something.

We need narratives to orient ourselves, and words to share what we know. Their usefulness depends partly on whether they can grow with experience. A description of ourselves or another person can remain meaningful without becoming final. We preserve that possibility when we allow a belief to meet the world with something still at stake.

Associated Concepts

  • Motivated reasoning: Goals can influence which explanations we seek and accept. Confirmation bias describes a recurring pattern that can occur within this process.
  • Cognitive dissonance: Conflict among important beliefs and actions can create pressure to restore consistency. Selectively evaluating evidence is one possible response.
  • Self-schemas and self-verification: Self-schemas organize information about ourselves, while self-verification concerns processes that sustain existing self-conceptions. Both help explain how an established identity can shape the feedback we notice and accept.
  • Intellectual humility: Recognizing possible error can make room for examining the strength of our reasons. It involves acknowledging limitations in our knowledge without assuming that every alternative is equally credible.
  • Epistemic trust: Openness to learning from other people raises a related question: how do we decide whose information deserves consideration? The connection invites attention to both trust and scrutiny.

References

Hart, William; Albarracín, Dolores; Eagly, Alice H.; Brechan, Inge; Lindberg, Matthew J.; Merrill, Lisa (2009). Feeling validated versus being correct: A meta-analysis of selective exposure to information. Psychological Bulletin, 135(4), 555–588. DOI: 10.1037/a0015701.
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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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Lord, Charles G.; Lepper, Mark R.; Preston, Elizabeth (1984). Considering the opposite: A corrective strategy for social judgment. Journal of Personality and Social Psychology, 47(6), 1231–1243. DOI: 10.1037/0022-3514.47.6.1231.
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Markus, Hazel R. (1977). Self-schemata and processing information about the self. Journal of Personality and Social Psychology, 35(2), 63–78. DOI: 10.1037/0022-3514.35.2.63.
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Mlodinow, Leonard (2008). The Drunkard’s Walk: How Randomness Rules Our Lives. Pantheon Books. ISBN: 9780375424045.
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Nickerson, Raymond S. (1998). Confirmation bias: A ubiquitous phenomenon in many guises. Review of General Psychology, 2(2), 175–220. DOI: 10.1037/1089-2680.2.2.175.
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Pronin, Emily; Lin, Daniel Y.; Ross, Lee (2002). The bias blind spot: Perceptions of bias in self versus others. Personality and Social Psychology Bulletin, 28(3), 369–381. DOI: 10.1177/0146167202286008.
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Swann, William B., Jr.; Read, Stephen J. (1981). Self-verification processes: How we sustain our self-conceptions. Journal of Experimental Social Psychology, 17(4), 351–372. DOI: 10.1016/0022-1031(81)90043-3.
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Wilson, Timothy D.; Dunn, Elizabeth W. (2004). Self-knowledge: Its limits, value, and potential for improvement. Annual Review of Psychology, 55, 493–518. DOI: 10.1146/annurev.psych.55.090902.141954.
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Zander, Rosamund Stone; Zander, Benjamin (2002). The Art of Possibility: Transforming Professional and Personal Life. Penguin Books. ISBN: 9780142001103.
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Last Updated: September 16, 2026

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