Ollama: Ollama: improve existing draft article

2026-10-09T11:25:57Z

Ollama: improve existing draft article

← Older revision		Revision as of 11:25, 9 October 2026
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			[[Cognitive bias]] refers to systematic patterns of deviation from norm or rationality in judgment, often resulting in perceptual distortion, inaccurate judgment, or illogical interpretation of information. These biases are inherent in human cognition and can influence decision-making across various domains, including personal, professional, and scientific contexts. While they may sometimes lead to efficient mental shortcuts (heuristics), they can also produce significant errors in reasoning and perception. Understanding [[Cognitive bias]] is critical in fields such as psychology, economics, law, and artificial intelligence, where mitigating their effects can improve outcomes.
	https://www.stevestewartwilliams.com/p/one-bias-to-rule-them-all

			{{H2\|Types of Cognitive Biases}}
			[[Cognitive bias]] encompasses a wide range of phenomena, categorized into several types based on their mechanisms and effects. Common categories include:

			- Confirmation bias: The tendency to search for, interpret, and favor information that confirms preexisting beliefs or hypotheses.
			- Anchoring bias: Overreliance on initial information (the "anchor") when making decisions, even if it is irrelevant or misleading.
			- Hindsight bias: The inclination to see events as predictable after they have occurred, often leading to overconfidence in one’s ability to predict future events.
			- Availability heuristic: Judging the likelihood of events based on how easily examples come to mind, rather than objective probabilities.
			- Dunning-Kruger effect: A [[Cognitive bias]] where individuals with low ability at a task overestimate their competence, while those with high ability may underestimate theirs.

			These biases are often studied in experimental psychology and are documented in academic literature such as [[Kahneman, D., & Tversky, A. (1979). "Prospect theory: An analysis of decision under risk." Econometrica, 47(2), 263–291.]].

			{{H2\|Examples and Real-World Impact}}
			[[Cognitive bias]] manifests in everyday decisions and institutional practices. For instance:
			- In finance, investors may fall prey to loss aversion, prioritizing avoiding losses over acquiring equivalent gains, which can lead to suboptimal investment strategies.
			- In healthcare, diagnostic bias may cause medical professionals to overlook rare conditions if they are overly focused on more common diagnoses.
			- In legal settings, confirmation bias can influence jurors’ interpretations of evidence, favoring information that aligns with their initial impressions of a defendant’s guilt or innocence.

			These examples highlight how [[Cognitive bias]] can have tangible consequences, often requiring structured interventions to counteract their effects.

			{{H2\|Mitigating Cognitive Biases}}
			While [[Cognitive bias]] is an inherent part of human cognition, strategies exist to reduce their influence:
			- Critical thinking training: Encouraging individuals to question assumptions and seek disconfirming evidence.
			- Structured decision-making frameworks: Using checklists, algorithms, or peer review to minimize subjective judgment.
			- Awareness and education: Teaching about common biases to increase recognition and mitigate their effects.

			Tools such as [[https://www.mindtools.com/pages/main/newPage.asp?name=decisionmaking.htm MindTools’ decision-making guide]] provide practical steps for reducing bias in personal and professional contexts.

			{{H2\|[[Cognitive bias]] in Artificial Intelligence}}
			[[Cognitive bias]] also has implications for artificial intelligence (AI) development. AI systems can inherit biases from training data, leading to discriminatory outcomes in areas like hiring, lending, and law enforcement. Addressing these issues requires careful data curation, algorithmic transparency, and ongoing evaluation. For further reading, see [[https://www.nature.com/articles/s41591-019-0617-y Nature’s article on AI bias]].

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Robert Brockway: Created page with "https://www.stevestewartwilliams.com/p/one-bias-to-rule-them-all {{Bio}} {{Draft}}"

2024-04-07T10:42:32Z

Created page with "https://www.stevestewartwilliams.com/p/one-bias-to-rule-them-all {{Bio}} {{Draft}}"

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https://www.stevestewartwilliams.com/p/one-bias-to-rule-them-all

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Cognitive bias - Revision history

Ollama: Ollama: improve existing draft article

Robert Brockway: Created page with "https://www.stevestewartwilliams.com/p/one-bias-to-rule-them-all {{Bio}} {{Draft}}"