Social Media Bias

Specimens

Illusory Truth Effect Hearing a claim again makes it feel more true - familiarity gets mistaken for evidence. 79 · Severe Cognitive Confirmation Bias You favor information that confirms your preexisting beliefs. 78 · Severe Cognitive Motivated Reasoning You rationalize your decisions based on what you want to believe. 78 · Severe Judgment Relative Income Trap You feel rich or poor mainly by rank against peers - so raises and upgrades fail to satisfy once the reference group moves too. 78 · Severe Money Outrage Amplification You mistake emotional intensity for evidence - anger, fear, or disgust become proof that something is true, urgent, or malicious. 75 · Severe Digital Synthetic Consensus Bots, brigades, and fake engagement make a view look widely shared - so you treat manufactured agreement as the public. 75 · Severe Digital FOMO Investing You buy because others are winning and you cannot stand missing the move - not because the asset fits your plan. 75 · Severe Money Comparison Feed Distortion Curated highlight reels become your social baseline - so ordinary life feels like falling behind. 73 · High Digital Spiral of Silence You stay quiet because you think your view lacks support, which can make the apparent majority look stronger than it is. 72 · High Social Identifiable Victim Effect A named or pictured victim may attract more help than an otherwise comparable anonymous victim. 71 · High Judgment Payment Decoupling Frictionless payment separates the purchase from the felt cost, so spending rises without the usual brake. 71 · High Money Doomscroll Determinism Because you see endless bad news, you conclude the world is mostly getting worse - and the feed becomes your forecast. 70 · High Digital Notification Urgency Bias A badge, ping, or banner feels like an emergency - so you interrupt important work for low-stakes alerts. 70 · High Digital Algorithmic Authority Bias You treat rankings, feeds, or AI output as proof something is true. 68 · High Digital Infinite-Scroll Time Distortion A bottomless feed can weaken your sense of duration - "just a minute" becomes an hour you cannot account for. 68 · High Digital Deepfake Cynicism (Liar's Dividend) "Anything could be fake" becomes an excuse to dismiss real evidence. 68 · High Digital Bandwagon Effect You adopt beliefs or actions because others are doing the same. 67 · High Social Virality as Truth You confuse popularity (likes, shares, views) with accuracy or importance. 67 · High Digital Screenshot Epistemology You treat cropped screenshots or clips as sufficient evidence - without checking the original source, timing, edits, or missing context. 67 · High Digital Privacy Fatalism "I'm already tracked, so nothing matters" - fatalism that turns a real problem into an excuse for zero protection. 67 · High Digital AI Oracle Fallacy You treat fluent AI output as vetted expertise and confuse clarity with correctness. 66 · High Digital Pain-of-Paying Blind Spot You fail to notice that spending should hurt more - so purchases pass without the brake you think you have. 66 · High Money Scarcity Bias Limited time, limited stock, or exclusive access makes something feel more valuable - even when the limit is a sales tactic. 65 · Moderate Behavioral Context Collapse Mind Reading You infer intent and character from a post stripped of tone, audience, and context - and treat the fragment as the whole story. 65 · Moderate Digital Misinformation Effect Details you learn after an event can weave into what you remember - until the later story feels like something you saw. 64 · Moderate Judgment Parasocial Overconfidence You feel you know a public figure well enough to infer their motives from curated fragments - as if repeated viewing were personal acquaintance. 64 · Moderate Digital Prompt Overtrust You trust the answer because you trusted your prompt - as if clever wording could guarantee a true or complete result. 64 · Moderate Digital Automation Complacency You over-trust automated summaries and recommendations and skip verification. 64 · Moderate Digital Hallucination Anchoring An AI-generated claim heard first becomes an anchor, even after corrections. 62 · Moderate Digital Zero-Price Effect The word free switches your brain into a different mode - and you overvalue the free option while ignoring what it costs you. 61 · Moderate Money Availability Heuristic You judge the probability of events by how easily examples come to mind. 59 · Moderate Cognitive Mere Exposure Effect Repeated contact can make something feel likable, safe, or "right" - even when you never compared it on merit. 59 · Moderate Perceptual Pro-Innovation Bias You overvalue an innovation's benefits while underestimating its limitations or risks. 58 · Moderate Judgment Source Confusion You remember the content but misfile where it came from - seen, heard, imagined, or inferred get swapped. 55 · Mild Perceptual Recency Effect The last thing you heard often weighs more than the middle - freshness masquerades as importance. 52 · Mild Judgment