Fact-checked by Grok 2 weeks ago

Rumor

A rumor is a proposition or belief passed from person to person, usually by word of mouth or informal channels, without secure standards of evidence.^[1]^[2] This unverified information typically emerges in contexts of ambiguity or uncertainty, where official sources are absent or delayed, functioning as a collective attempt to interpret events and alleviate anxiety.^[3]^[4] Pioneering empirical work by psychologists Gordon Allport and Leo Postman formalized rumor's dynamics through the "basic law of rumor," stating that its intensity and spread are proportional to the event's importance multiplied by its ambiguity (r = i × a).^[4]^[5] Experimental studies on serial transmission revealed characteristic distortions: rumors undergo leveling (loss of detail), sharpening (exaggeration of key elements), and assimilation (conformity to the hearer's biases or expectations), often resulting in inaccuracy despite potential origins in partial truths.^[2] These processes highlight rumor's role in social psychology as both a mechanism for rapid information dissemination in crises—such as wars or disasters—and a vector for misinformation that can incite panic, erode trust, or reinforce prejudices when unchecked by verification.^[1]^[6] In modern contexts, rumors propagate through digital networks with accelerated speed, influenced by factors like network homophily and individual motivations such as anxiety reduction or social bonding, though empirical models confirm that their persistence depends on sustained ambiguity rather than inherent truth value.^[7]^[8] Unlike verified news, rumors lack institutional vetting, making them prone to exploitation in political or economic spheres, where they serve as low-cost tools for influence but frequently collapse under scrutiny, underscoring the causal primacy of evidentiary standards in distinguishing signal from noise.^[9]^[10]

Definition and Characteristics

Etymology and Core Definition

The English word rumor entered the language in the late 14th century as rumour, borrowed from Anglo-French and Old French rumeur, which in turn derives from Latin rūmor (nominative form), denoting "noise," "clamor," "common talk," "hearsay," or "reputation."^[11] ^[12] The Latin term traces to Proto-Indo-European roots related to roaring or bellowing sounds, such as reu- or rewH-, reflecting an original sense of indistinct auditory commotion that metaphorically extended to vague or collective verbal reports.^[11] ^[13] Over time, the term shifted from evoking mere auditory disturbance or public outcry to specifically unverified propositions circulated among groups, distinguishing it from verified news or formal discourse.^[14] In social scientific terms, a rumor constitutes a targeted claim or proposition advanced for acceptance, disseminated person-to-person via informal channels without prompt or reliable evidentiary validation.^[15] ^[16] This core definition, articulated by psychologists Gordon W. Allport and Leo Postman in their 1947 analysis, underscores rumor's propositional nature—requiring a testable assertion rather than mere anecdote—and its propagation absent "adequate checks on veracity," often amid situational ambiguity or heightened importance to the audience.^[15] ^[17] Scholarly consensus in sociology and psychology extends this to unconfirmed information pertaining to collective concerns, such as events evoking threat or uncertainty, thereby differentiating rumor from gossip (which may prioritize personal intrigue over public import) or deliberate falsehoods (lacking the ambiguity of intent).^[18] ^[8] Essential attributes include its unsubstantiated status at inception, reliance on oral or non-institutional transmission, and functional role in filling informational voids where official sources lag.^[4] ^[19] Rumors are distinguished from gossip primarily by their focus and scope: rumors typically circulate unverified claims about impersonal events, public crises, or ambiguous situations affecting broader groups, whereas gossip centers on personal details, relationships, or behaviors of specific individuals within intimate social circles.^[20] This distinction arises because rumors address collective uncertainties, such as unconfirmed reports of economic disruptions or natural disasters, while gossip serves relational functions like social bonding or status negotiation, often lacking the event-oriented ambiguity that drives rumor transmission. In contrast to misinformation and fake news, rumors emerge unintentionally from environments of informational ambiguity rather than through deliberate fabrication or dissemination of falsehoods. Misinformation involves the accidental sharing of false content, but lacks the spontaneous, collective validation-seeking process characteristic of rumors, which may contain kernels of truth but persist due to insufficient evidence rather than inherent falsity. Fake news, often a form of disinformation, entails intentional creation and strategic spread by actors seeking influence or profit, as opposed to rumors' decentralized, emergent nature without a coordinated source. For instance, unverified eyewitness accounts of a disaster's scale qualify as rumors, while a fabricated article claiming government orchestration represents fake news.^[21]^[4] Rumors overlap with but differ from conspiracy theories, urban legends, and hoaxes in structure and intent. Conspiracy theories extend simple rumors into comprehensive explanatory frameworks alleging coordinated secrecy by elites, often exhibiting resistance to falsification and serving psychological needs for pattern-seeking in complex events. Urban legends, by comparison, are enduring, narrative-driven folktales with formulaic elements like warnings or moral lessons, persisting culturally beyond transient rumor cycles. Hoaxes involve purposeful deception for amusement, exposure, or gain, such as scripted viral pranks, unlike rumors' organic spread from genuine uncertainty without premeditated trickery.^[22]^[23]

Empirical Indicators of Rumors

Rumors are empirically identifiable by their circulation as propositions advanced for belief in the absence of secure standards of evidence, distinguishing them from verified facts or deliberate falsehoods. Allport and Postman defined a rumor as "a specific proposition for belief, passed along from individuals to individuals in a process having some stability, and possessing, for those who transmit it, some degree of validity," underscoring the lack of authoritative verification as a primary marker.^[24] This trait manifests in claims treated as presumptively true despite unverifiable origins, often persisting through anecdotal endorsement rather than empirical testing.^[25] A quantifiable indicator of rumor prevalence is the intensity of transmission, governed by the formula R ≈ i × a, where R denotes rumor strength, i represents the thematic importance of the event to affected individuals, and a signifies the level of ambiguity or interpretive uncertainty.^[24] Empirical observations, such as those during World War II crises, show rumors surging when events carry high personal or societal stakes (e.g., threats to security) combined with incomplete or conflicting information, amplifying diffusion without resolution.^[26] This multiplicative relationship highlights how low-evidence propositions gain traction specifically in contexts of elevated uncertainty, as validated in controlled studies of rumor propagation.^[27] Additional observable characteristics include rapid, informal diffusion through interpersonal or network channels, bypassing institutional verification, and adaptive distortions during relay, such as leveling (omission of peripheral details) and sharpening (heightening of emotionally charged elements).^[2] Experimental serial reproduction tasks demonstrate these alterations empirically, with narratives simplifying and aligning to transmitters' biases over successive retellings, yielding unverifiable yet belief-oriented outputs.^[24] In social psychology metrics, such patterns emerge reliably in high-ambiguity scenarios, enabling detection via tracing unsubstantiated claims that conform to group predispositions rather than objective data.^[25]

Historical Context

Ancient and Pre-Modern Instances

In ancient Rome, rumors played a causal role in shaping public opinion and inciting collective action, particularly during the late Republic when political actors exploited unverified reports to mobilize the plebs against rivals or to advance agendas. For example, in the turbulent period leading to the civil wars, whispers of senatorial corruption or military setbacks disseminated through informal channels influenced crowd behavior, contributing to episodes of mob violence that pressured policy changes, such as land reforms or judicial outcomes.^[28] Under the Empire, rumors of plots against emperors, like the Pisonian conspiracy in 65 AD targeting Nero, circulated among elites and troops, eroding loyalties and prompting preemptive executions that stabilized but terrorized the regime.^[29] Persistent plebeian hearsay, such as tales of divine omens or imperial vices, endured for decades, demonstrating how unconfirmed narratives could sustain social unrest without direct elite orchestration.^[30] In medieval Europe, village gossip networks functioned as informal mechanisms for social control, where oral transmission of unverified claims about moral lapses or alliances enforced communal norms by isolating deviants through reputational damage. Church courts documented cases where such defamation—often rooted in hearsay—led to public penance or exile, reinforcing hierarchies in agrarian societies lacking centralized policing.^[31] These networks also conveyed practical intelligence on politics and health; during the 1347-1351 Black Death, rumors of poisoned wells or divine punishments spread via travelers and markets, altering behaviors like quarantine practices or scapegoating minorities, though empirical evidence attributes plague transmission primarily to fleas rather than conspiracies.^[32] At higher levels, courtly rumors targeting queens, such as allegations of infidelity or treason against figures like Isabella of France in 1320s England, fueled dynastic intrigues and justified depositions, illustrating how elite gossip intersected with power consolidation.^[33] During China's Han Dynasty, rumors amplified court factions in power struggles, notably under Emperor Wu (r. 141-87 BC), where accusations of sorcery—stemming from whispers of curses against the throne—escalated into a witchcraft purge from 91 to 87 BC. Jiang Chong, a favored official, leveraged hearsay to implicate Prince Liu Ju and thousands of officials in alleged plots, resulting in over 100,000 executions and the prince's failed rebellion, which ended Chong's influence but highlighted how unverified claims could trigger mass reprisals and imperial introspection.^[34] This episode, recorded in the Shiji by Sima Qian, underscores rumors' utility in eliminating rivals amid succession anxieties, shifting policies toward Legalist suppression over Confucian restraint.^[35]

Emergence of Scientific Study in the 20th Century

The scientific examination of rumors shifted toward empirical methods in the early 20th century, driven by observations of their role in wartime crises and social instability following World War I. Propaganda efforts during the war highlighted how unverified information spread rapidly among populations, prompting initial interest in systematic analysis rather than mere historical anecdotes.^[36] This period saw preliminary studies linking rumors to crowd psychology and public opinion, though rigorous data collection remained limited until larger-scale events necessitated it.^[37] World War II accelerated this transition, as blackouts on official information fostered rampant rumor transmission, exemplified by fears of sabotage and enemy infiltration that strained civilian morale. In response, over 40 newspapers and magazines in the United States and Canada established "rumor clinics" starting around 1942 to gather, verify, and publicly debunk circulating tales, creating valuable archival data on rumor prevalence and content.^[38]^[39] These initiatives marked an early form of field research, emphasizing rumors' emergence in ambiguous, high-stakes environments like rationing panics and invasion scares.^[40] A landmark in this development was Gordon W. Allport and Leo Postman's 1947 publication The Psychology of Rumor, which integrated wartime field observations with controlled experiments on message distortion to identify recurring patterns in rumor dynamics.^[41] Drawing from events such as the 1938 War of the Worlds broadcast panic and WWII case studies, the book advocated for studying rumors as adaptive responses to informational voids, employing methodologies like serial reproduction tests and content audits of verified rumors.^[42] By mid-century, these approaches had established rumor research as a distinct empirical field within social psychology, focusing on transmission in groups under uncertainty without relying on preconceived biases about rumor accuracy.^[18]

Psychological Mechanisms

Allport-Postman Framework (1940s)

The Allport-Postman framework, outlined in the 1947 book The Psychology of Rumor by psychologists Gordon W. Allport and Leo Postman, posits rumor as a psychological response to uncertainty in significant events.^[26] Central to the model is the formula for rumor prevalence, expressed as R = i × a, where R denotes rumor intensity, i represents the importance of the event (its relevance to individuals' emotional or practical concerns), and a signifies ambiguity (the subjective lack of clear, verified information about the event).^[24] Importance drives motivation to seek resolution, while ambiguity prevents immediate closure, prompting informal speculation; the multiplicative relationship implies that high importance alone, or ambiguity without stakes, yields minimal rumoring.^[2] Empirical support derived from laboratory experiments demonstrated that rumors form and intensify under these conditions, as observed in wartime contexts like post-Pearl Harbor where both factors peaked, leading to widespread unsubstantiated reports.^[2] Allport and Postman critiqued prevailing assumptions of reliable interpersonal communication, arguing that unchecked optimism about accurate transmission ignores inherent cognitive processes favoring distortion over fidelity.^[26] Transmission occurs via serial reproduction, where messages degrade across retellings through three primary distortions: leveling (progressive omission of peripheral details, reducing complexity); sharpening (selective exaggeration or repetition of salient elements to enhance memorability); and assimilation (recasting content to align with the recipient's preexisting beliefs, stereotypes, or interpretive schemas).^[2] In controlled studies, participants viewed ambiguous scenes—such as an altercation involving racial cues—and relayed descriptions sequentially; initial fidelity eroded rapidly, with details simplified, intensified around emotionally charged aspects, and biased toward group prejudices, yielding narratives far removed from originals after 5–6 iterations.^[43] These findings underscored rumor's causal reliance on perceptual and mnemonic shortcuts, revealing systematic inaccuracy as a baseline rather than exception in ambiguous, high-importance scenarios.^[44]

Cognitive Biases and Emotional Triggers

Confirmation bias predisposes individuals to endorse rumors that align with their preexisting attitudes, as people selectively attend to and interpret ambiguous information in ways that reinforce held convictions, thereby accelerating belief in ideologically congruent claims. Empirical analyses of misinformation propagation confirm that this bias sustains rumor endorsement by filtering out disconfirming evidence, with studies on social media dynamics showing users 20-30% more likely to share fitting unverified narratives.^[45]^[45] The availability heuristic exacerbates rumor susceptibility by prompting judgments of plausibility based on the mental ease of retrieving similar instances, favoring rumors with vivid, recent, or emotionally salient details over statistical accuracy. For instance, during crises, readily imaginable threat scenarios—such as exaggerated contamination risks—gain traction because they evoke accessible mental imagery, leading to overestimation of their likelihood by factors of up to 2-3 times in experimental settings.^[45]^[46] Anxiety and fear serve as potent emotional triggers for rumor engagement, as elevated uncertainty activates information-seeking behaviors that prioritize rapid, unverified resolutions over deliberate verification. Psychological research demonstrates that anxious states correlate with heightened rumor transmission rates, with individuals in high-ambiguity environments transmitting rumors at rates 1.5-2 times higher than neutral conditions, particularly for negative content evoking threat.^[6]^[6] Negative rumors propagate faster due to fear arousal, spreading roughly twice as quickly as positive equivalents, as evidenced in controlled studies of group communication under stress.^[6] Wish fulfillment drives acceptance of aspirational or validating rumors, where emotional gratification from perceived alignment with personal or collective desires overrides scrutiny, fulfilling needs for optimism or justice in ambiguous contexts. This mechanism underpins the persistence of ideologically pleasing falsehoods, with sentiment analyses revealing that positively valenced rumors elicit sharing behaviors tied to dopamine-linked reward responses, sustaining cascades independent of factual basis.^[47]^[47] In uncertain scenarios, such rumors mitigate cognitive dissonance by imposing narrative closure, as individuals adopt explanatory claims that harmonize conflicting realities, per observational data from crisis events.^[48]

Recent Neuropsychological Insights (Post-2020)

A 2024 event-related potential (ERP) study utilized electroencephalography to investigate neural responses during rumor authenticity evaluation, finding that participants' self-reported belief in rumors correlated with distinct ERP components, such as enhanced P300 amplitudes for disbelieved items, indicating differential cognitive processing in verification stages.^[49] This suggests that belief formation in rumors involves rapid, automatic neural tagging of plausibility before deliberate scrutiny. Gossip, a close analog to rumor transmission, engages reward circuitry, contributing to persistence. A 2020 magnetoencephalography study demonstrated that gossip stimuli elicited increased beta-band oscillatory activity (13-30 Hz) in reward-related regions, including the ventral striatum, mirroring responses to primary rewards like food or money, which aligns with evolutionary hypotheses of social information as a bonding mechanism.^[50] This neural reward signature explains why unverified social information spreads readily, as it provides intrinsic motivational reinforcement independent of veracity. Post-2020 functional MRI (fMRI) research on related phenomena, such as conspiracy endorsement—a form of persistent rumor belief—reveals context-dependent neural resistance to counter-evidence. In a 2025 fMRI paradigm, individuals with strong conspiracy priors showed heightened activity in salience network hubs (e.g., anterior insula) and reduced prefrontal engagement during discrepant information evaluation, signifying motivated reasoning that impedes belief updating in polarized environments.^[51] Similarly, a 2025 fMRI dataset from tasks involving fake news sharing and accuracy judgments captured task-evoked responses in decision-making areas, underscoring how emotional salience may tag unverified content for prioritization over factual correction. Emerging evidence links digital contexts to amplified emotional processing of unverified information. A 2025 neuroimaging analysis of social media engagement found that prolonged exposure activates reward pathways akin to addictive stimuli, with beta and gamma oscillations enhanced during emotionally charged content consumption, potentially intensifying neural tagging of rumors as salient despite lacking verification.^[52] These findings highlight causal pathways where repeated digital encounters foster habitual belief adherence via dopamine-mediated reinforcement, beyond mere exposure effects.

Sociological Dynamics

Transmission Patterns in Groups

Rumors propagate through social groups via network diffusion processes akin to epidemiological models, where individuals shift states from unaware (ignorants) to active transmitters (spreaders) and eventually to non-transmitters (stiflers) upon repeated exposure or verification.^[53] In dense networks characterized by high clustering coefficients and strong ties, transmission accelerates exponentially, as each spreader contacts multiple susceptible nodes, leading to rapid cascades observed in simulations of scale-free topologies.^[54] Homophily, the preferential linkage among individuals with shared attributes such as beliefs or demographics, sustains rumor longevity by confining circulation to reinforcing subgroups, thereby reducing exposure to counter-information and fostering echo chambers that amplify reach within those clusters.^[55] Empirical network analyses confirm that homophilic structures elevate the probability of viral misinformation spread compared to heterogeneous networks, with simulations showing up to 20-30% higher persistence rates in segregated communities.^[56] Threshold models describe adoption tipping points, wherein a node accepts and retransmits a rumor once the proportion of endorsing neighbors surpasses an individual-specific threshold, often modeled linearly as in contagion frameworks applied to social graphs.^[57] These models predict phase transitions in collective belief, where low-threshold clusters ignite outbreaks that propagate to higher-threshold nodes via bridging ties, with real-world validations from diffusion data indicating critical thresholds around 10-25% neighbor adoption for rumor takeoff in medium-sized groups.^[58] In dispersed collectivities—loose aggregates without centralized authority or official communication channels—rumors exploit structural ambiguity, diffusing via improvised pathways that prioritize velocity over accuracy, as evidenced by agent-based studies of crowd dynamics showing heightened propagation in fragmented versus hierarchical groups.^[59] Endogenous interventions, such as partial debunking, can paradoxically enhance spread through increased salience or familiarity effects in closed networks, though comprehensive corrections typically attenuate diffusion without reversal.^[60]^[61]

Societal Functions and Dysfunctions

Rumors can serve adaptive societal functions by rapidly filling informational voids, particularly in high-uncertainty scenarios like disasters, where delays in official reporting create gaps that rumors attempt to bridge through collective sense-making and threat signaling.^[62]^[63] This mechanism allows groups to coordinate provisional responses to ambiguous dangers, such as potential hazards in resource-scarce environments, drawing on shared observations to mitigate immediate risks before verified data arrives.^[64] From an evolutionary perspective, rumor transmission parallels gossip's role in ancestral societies, where exchanging unverified reputational and threat-related information deterred defection, enforced norms, and fostered alliances essential for cooperative survival in small bands exceeding kin-based trust limits.^[65]^[66] Such processes promoted group cohesion by incentivizing prosocial conduct through anticipated social sanctions, enabling larger-scale human collaboration compared to other primates reliant on physical grooming for bonding.^[67] Yet these functions invert into dysfunctions when rumors distort reality, inciting irrational panic or mob violence, as in the 1938 War of the Worlds radio broadcast, which sparked widespread evacuations and hysteria across U.S. communities interpreting fictional invasion reports as real amid preexisting tensions.^[68] Similarly, during the French Revolution, proliferating conspiracy rumors exponentially fueled crowd aggression, translating unverified fears into targeted killings and institutional upheaval by overriding deliberative restraint.^[69] Unchecked spread also precipitates economic disruptions, with empirical analyses showing rumors inflate asset prices short-term only for subsequent reversals, as investors react to unsubstantiated claims triggering panic selling and heightened volatility in markets like Chinese stocks.^[70] In supply chains, rumor-induced uncertainty has caused production halts and demand fluctuations, amplifying sectoral instability beyond underlying fundamentals.^[71] Recurrent dysfunctions erode societal trust, with studies demonstrating that exposure to circulating rumors systematically lowers confidence in institutions, particularly where opaque governance fails to preempt vacuums, allowing falsehoods to embed and compound miscoordination.^[72] Causally, official reticence or delays directly enable this by ceding narrative control to unchecked diffusion, yielding maladaptive panics and divisions rather than equilibrating corrections; while some interpretations romanticize rumors as emergent collective verifiers against elite opacity, data reveal they more reliably amplify cognitive distortions and selfish signaling, depleting cooperation absent prosocial filters.^[62]^[73]^[74]

Propagation in Media Environments

Role in Traditional Mass Media

In traditional mass media environments, such as newspapers and radio prior to the digital era, rumors were facilitated through mechanisms of rapid dissemination and editorial choices that prioritized speed or audience engagement over exhaustive verification, creating vulnerabilities distinct from interpersonal transmission. Unlike word-of-mouth rumors, which rely on gradual social filtering and local corroboration, print and broadcast media offered expansive reach but limited interactivity, allowing unconfirmed narratives to embed widely before corrections could circulate effectively.^[75] This one-way structure amplified rumors when official sources delayed responses, as media outlets competed for primacy in reporting ambiguous events.^[76] A seminal illustration occurred on October 30, 1938, when Orson Welles' radio adaptation of The War of the Worlds aired on CBS, structured with simulated news bulletins reporting a Martian invasion, leading some listeners to interpret it as genuine due to the format's realism and lack of immediate context.^[75] While subsequent newspaper accounts exaggerated the resulting panic as nationwide hysteria—serving to undermine radio's credibility as a news medium—contemporary analyses confirm localized instances of alarm, such as traffic jams and calls to authorities in New Jersey, underscoring radio's capacity for swift, uncontrolled emotional contagion absent in slower print cycles.^[77] The broadcast's viral-like spread via airwaves, reaching millions instantaneously, highlighted media's structural edge in velocity over person-to-person exchanges, where skepticism builds through dialogue.^[78] Newspapers similarly amplified unverified wartime reports through sensationalism, as seen in World War I coverage where outlets disseminated unsubstantiated atrocity stories against German forces to stoke public fervor, often without rigorous sourcing amid competitive pressures.^[76] During World War II, this pattern persisted with initial reports of exaggerated civilian casualties or troop movements printed before confirmation, exploiting gaps in official communiqués to fill editions.^[79] Editorial ambiguity—framing speculation as probable fact—contrasted with interpersonal rumors' organic decay, enabling wider entrenchment; for instance, pre-U.S. entry polls in September 1939 revealed public skepticism toward European dispatches, yet media persistence fueled domestic unease.^[79] Government responses, like Works Progress Administration posters from 1939–1941 urging vigilance against "rumor" wolves, reflected awareness of print media's dual role in both propagating and countering such vulnerabilities.^[80] ![WPA anti-rumor poster][float-right] Empirical observations from the era indicate traditional media acted as amplifiers when verification lagged, with radio's auditory immediacy evoking stronger visceral responses than print's deliberative pace, though both suffered from insufficient retraction mechanisms.^[78] Historical analyses note that without digital feedback loops, corrections in subsequent editions or broadcasts often failed to match initial impacts, perpetuating distortions in public perception.^[77] This pre-digital dynamic exposed systemic frailties: controlled editorial gates could suppress rumors, yet sensational incentives or informational vacuums frequently overrode them, yielding broader societal ripple effects than localized gossip.^[76] Social media platforms have significantly accelerated rumor dissemination since the early 2010s by leveraging algorithms that prioritize user engagement metrics, such as likes, shares, and retweets, over content verification, thereby favoring sensational and unverified claims. These mechanisms create echo chambers, where personalized feeds reinforce existing beliefs and expose users predominantly to congruent information, amplifying rumors within ideologically homogeneous networks. Studies indicate that algorithmic curation homogenizes content exposure, isolating users from countervailing evidence and sustaining rumor lifecycles longer than in non-digital environments.^[81]^[82]^[83] During the COVID-19 pandemic from 2020 to 2022, rumors proliferated rapidly on platforms like Twitter and Facebook, with retweet dynamics and closed-group sharing enabling exponential growth; for instance, misinformation on vaccine efficacy or virus origins evolved in tandem with official reports, often outpacing authoritative updates due to lower barriers to entry for unverified posts. Mathematical propagation models, including those employing ordinary differential equations (ODEs) to simulate spreader-stifler dynamics, reveal that social media rumors achieve dissemination peaks 2-5 times faster than traditional verbal models, attributed to network scale and reinforcement from high-incidence sharing rates. A 2025 analysis of delayed ODE-based systems confirmed that platform delays in moderation exacerbate these peaks, leading to broader reach before decay.^[84]^[85]^[86] In the 2024 U.S. presidential election cycle, the fabricated claim that JD Vance engaged in an intimate act with furniture exemplified algorithmic amplification, originating as a satirical post on X before trending across TikTok and other sites, with Google search volume for "JD Vance couch" exceeding queries for the July 13 Trump assassination attempt by late July. This rumor's persistence despite swift debunking highlights retweet mechanics' role in decoupling virality from factual basis, as engagement algorithms propelled it through partisan networks without requiring source traceability.^[87] Anonymity features on platforms, combined with content volumes exceeding billions of daily posts, pose substantial challenges to tracing rumor origins and pathways, as graph-based network analyses from 2020-2025 studies show propagation entanglements where rumors co-evolve with partial truths or official data, evading detection amid noise. Causal models underscore that scale-induced overload in moderation systems allows initial low-credibility seeds to embed deeply before interventions, perpetuating cycles in subgroup ecosystems.^[84]^[86]

Political Exploitation

Rumors as Propaganda Tools Historically

During World War I, British authorities systematically deployed atrocity rumors to undermine German morale and rally domestic support, fabricating tales of German soldiers crucifying civilians and harvesting Belgian babies' fat for explosives. These narratives, disseminated via pamphlets and neutral press leaks, exploited wartime censorship to fill informational voids, creating causal chains from rumor inception to widespread belief that bolstered recruitment and justified blockade policies despite later debunkings revealing embellishments or inventions.^[88]^[89] A prime instance was the 1917 "corpse factory" hoax, where British intelligence circulated claims—later amplified in Allied media—that Germany processed 120,000 soldier corpses monthly into soap, lubricants, and munitions, a cost-effective ambiguity tactic amid suppressed battlefield truths that inflamed neutral opinion and persisted post-armistice until 1925 refutations.^[90] In World War II, Nazi propagandists under Joseph Goebbels integrated rumors into broader campaigns portraying Allied powers and Jews as warmongers engineering Germany's encirclement, with directives from the Reich Ministry instructing agents to seed whispers of exaggerated enemy atrocities to sustain home-front resolve amid mounting defeats. Declassified Allied intelligence confirms such tactics, including fabricated stories of British biological weapons, aimed at cost-efficient disruption without resource-intensive verification.^[91]^[92] Allied responses mirrored this, dropping leaflets over Axis territories with engineered rumors like inflated Luftwaffe losses or Hitler's supposed flight to Argentina, leveraging aerial delivery for deniability and exploiting regime opacity to erode troop cohesion, as evidenced by captured German reports noting morale dips from untraceable whispers.^[92] The Cold War elevated rumors to structured ideological soft power, with KGB "active measures" from the 1950s onward planting deceptions like U.S.-orchestrated famines in Eastern Europe, per declassified directives emphasizing forgery and agent-spread tales to exploit informational asymmetries in divided societies. CIA analyses of captured documents reveal over 100 such operations by 1980, including economic sabotage rumors that indirectly fueled dissent without overt escalation, demonstrating propaganda's reliance on unverifiable claims when factual counters were geopolitically constrained.^[93]^[94]

Modern Electoral and Geopolitical Examples (2010s-2025)

In the 2016 United States presidential election, allegations of collusion between the Trump campaign and Russia—collectively known as "Russiagate"—spread widely despite lacking empirical substantiation, with the Mueller Report in March 2019 concluding there was insufficient evidence of coordination or conspiracy.^[95] Mainstream media outlets continued amplifying related narratives post-report, contributing to prolonged public ambiguity even as retractions were infrequent or delayed, which eroded trust in institutional reporting.^[96] The 2023 Durham Report further documented FBI confirmation bias and inadequate predication for initiating the probe, highlighting how unverified intelligence from sources like the Steele dossier fueled the rumor cycle without rigorous vetting.^[97] Conversely, in the 2020 U.S. election, conservative skepticism generated rumors of widespread voter fraud, including claims of rigged voting machines and ballot irregularities, though courts and audits found no evidence of systemic manipulation sufficient to alter outcomes.^[98] These persisted amid partisan divides, with surveys showing higher Republican doubt in vote tallies compared to Democrats, often amplified on social platforms despite debunkings by election officials.^[99] During Canada's federal election on April 28, 2025, a surge in AI-generated misinformation—including deepfakes and fabricated news stories—targeted candidates and policies, with 75% of Canadians perceiving it as having major or moderate impact on the race.^[100] Research indicated widespread circulation of false social media content, such as manipulated videos of leaders, exploiting platform algorithms and contributing to voter confusion, though organic spread intertwined with suspected foreign influence operations.^[101] Geopolitically, Russian state-linked actors deployed fake videos in 2024 to undermine U.S. elections, such as fabricated footage of ballot destruction in Pennsylvania and explosive devices at polling sites, aiming to erode confidence without direct attribution.^[102] ^[103] Similarly, rumors surrounding COVID-19 origins, particularly the lab-leak hypothesis from the Wuhan Institute of Virology, proliferated from 2020 onward amid official opacity and initial dismissals by health authorities, filling evidentiary gaps left by restricted access to Chinese data; a 2024 U.S. House panel report cited gain-of-function research risks as causal factors supporting plausibility.^[104] Delayed acknowledgments of the theory's viability by agencies like the CIA exacerbated distrust, illustrating how institutional reticence can sustain rumor persistence across ideological lines.^[105]

Consequences and Real-World Impacts

Positive Adaptive Roles

Rumors can play adaptive roles in high-uncertainty environments by functioning as informal early signaling mechanisms for potential threats, enabling groups to initiate precautionary measures before formal verification or official announcements occur. In crises such as natural disasters or social disruptions, this rapid dissemination—often through word-of-mouth or early digital shares—provides provisional hypotheses that guide behavior, mitigating risks even if details prove inexact. Sociological perspectives emphasize that rumors arise to construct meaning amid ambiguity, helping individuals and communities cope with anxiety by filling informational voids and prompting collective vigilance.^[7] Empirical investigations into gossip, which shares core transmission dynamics with rumors as unverified social information, highlight benefits in norm enforcement and group regulation. A 2019 experimental study involving economic games found that negative gossip about free-riders increased cooperation rates by 20-30% in subsequent interactions, as it clarified expectations and deterred defection, thereby protecting cooperative members and sustaining group productivity.^[106] Similarly, reputational gossip fosters prosociality by incentivizing alignment with group standards, with field observations across cultures showing gossip networks reduce exploitation in resource-sharing scenarios.^[107] From an evolutionary standpoint, the ubiquity of rumor-like gossip in human societies reflects its utility in aggregating distributed knowledge about others' reliability, enhancing collective decision-making in low-trust contexts where centralized authority is absent or distrusted. A 2024 model posits that gossip persists because it links reputational tracking to cooperative gains, with simulations indicating groups employing gossip achieve 15-25% higher payoff equilibria than non-gossiping counterparts by filtering untrustworthy actors.^[108] This mechanism supports social cohesion through shared narratives that reinforce in-group bonds and adaptive vigilance, provided transmission chains incorporate feedback loops for refinement.^[65] Such roles underscore rumors' value in leveraging decentralized intelligence to navigate causal uncertainties, countering narratives that portray them solely as distortions.

Harmful Outcomes and Case Studies

Rumors have incited mob violence by exploiting fears of imminent threats, leading to lynchings and attacks on innocent individuals perceived as perpetrators. In India between 2018 and 2020, false WhatsApp messages alleging child abductions prompted vigilante mobs to kill over two dozen people, with at least 30 lynchings documented in 2018 alone across multiple states.^[109] ^[110] These incidents arose from viral chains claiming kidnappers were targeting children for organ harvesting, bypassing fact-checking and fueling rapid escalation in rural areas with limited media literacy.^[111] In the United States, the 2016 "Pizzagate" rumor alleged a child sex trafficking ring operated out of a Washington, D.C., pizzeria linked to Hillary Clinton, culminating in Edgar Maddison Welch firing an assault rifle inside Comet Ping Pong on December 4, 2016, to "self-investigate."^[112] Although no one was injured, the event demonstrated how unverified online narratives can drive individuals to armed confrontation, with Welch acting on aggregated forum posts and social media amplification lacking empirical basis.^[113] In Myanmar, anti-Rohingya rumors and hate speech proliferated on Facebook from 2012 onward, with platform algorithms proactively boosting violent content that portrayed the Muslim minority as threats to Buddhist identity, contributing to the 2017 ethnic cleansing campaign.^[114] This amplification, including calls for extermination, correlated with attacks displacing over 700,000 Rohingya and killing thousands, as documented in UN investigations tying social media rumors to coordinated arson and massacres.^[115] Economic disruptions from rumors manifest in sudden market volatility, as seen in the April 23, 2013, hack of the Associated Press Twitter account, which posted a false claim of White House explosions injuring President Obama, triggering a 143-point Dow Jones plunge and $136 billion in temporary market value loss within minutes.^[116] ^[117] High-frequency trading algorithms reacted to the unverified tweet before clarification, illustrating how rumor velocity in digital channels can cause cascading financial harm absent causal verification.^[118] Public health harms include distorted policy responses and increased mortality from COVID-19 vaccine hesitancy fueled by rumors of infertility, microchips, or DNA alteration, which reduced uptake and correlated with excess deaths in high-misinformation regions.^[119] One modeling study estimated that misinformation between March and November 2021 generated at least 198,000 additional COVID-19 cases and 2,800 deaths by undermining compliance with preventive measures.^[120] In the U.S., partisan divides amplified by such rumors led to 40-50% higher excess mortality in Republican-leaning counties post-vaccine rollout, reflecting causal links from hesitancy to preventable infections.^[121]

Debunking Strategies

Theoretical Approaches to Rumor Control

Inoculation theory provides a foundational strategy for rumor control by analogizing resistance to misinformation with immunological processes, where prior exposure to attenuated versions of deceptive claims—accompanied by explanations of common rhetorical tactics—strengthens cognitive defenses against subsequent full-strength rumors.^[122] This prebunking approach, derived from William McGuire's original 1960s framework, emphasizes warning individuals about potential manipulation techniques, such as emotional appeals or false dichotomies, to foster active fact-checking and linkage to authoritative sources without relying on post-hoc corrections.^[123] Proponents argue it operates on first-principles of preempting belief formation by addressing epistemic vulnerabilities before ambiguity escalates into unchecked transmission.^[124] Network diffusion models, adapted from epidemiological frameworks like the susceptible-infected-recovered (SIR) paradigm, treat rumors as propagating contagions across social graphs, where control hinges on identifying and intervening at structural chokepoints.^[125] These models incorporate threshold dynamics, positing that rumor halt occurs when interventions—such as blocking or counter-messaging at influential nodes—prevent cascades from surpassing critical connectivity levels required for widespread adoption.^[126] By prioritizing nodes with high centrality or bridging positions, the approach theoretically disrupts diffusion paths without assuming uniform susceptibility, focusing instead on graph-theoretic properties to contain spread efficiently.^[127] Causal interventions target rumor emergence at its root by minimizing informational ambiguity, which theoretical accounts identify as a primary driver of spontaneous rumor generation amid uncertainty.^[128] Drawing from sense-making paradigms, these strategies advocate proactive dissemination of verified facts from transparent sources to fulfill collective needs for explanation, thereby preempting the motivational voids that propel unverified claims.^[129] In organizational contexts, for instance, consistent and unambiguous communication reduces the perceived gaps that rumors exploit, aligning with causal realism by addressing upstream conditions rather than downstream symptoms.^[130] This method underscores that rumors thrive on unresolved queries, so control derives from saturating the environment with causal clarity to inhibit their inception.^[131]

Empirical Evaluations and Limitations (2020-2025 Studies)

Empirical studies from 2020 to 2025 on rumor debunking interventions reveal mixed efficacy, with short-term reductions in misperceptions often failing to alter underlying attitudes or prevent persistence. For instance, a 2021 randomized experiment exposed participants to corrective graphics on social media addressing COVID-19 myths, such as hot baths raising body temperature; these reduced belief in the myth immediately and persisted beyond one week in most conditions, yet showed no immediate effect on related prevention claims, with only marginal delayed reductions possibly due to low baseline belief or motivated reasoning. Similarly, an analysis of 10,150 rumor-debunking posts on Sina Weibo from 2020 to 2024 found overall beneficial impacts outweighing harms during public health emergencies, though effectiveness varied significantly by rumor type, topic sensitivity, and user involvement levels, indicating inconsistent real-world application.^[132]^[133] Backfire effects, where corrections reinforce false beliefs, appear rare and context-dependent rather than systematic, challenging overconfidence in broad interventions. Replications across three experiments (total N=1,156) in 2023 tested standalone corrections on political and health misinformation, finding no immediate or delayed backfire in rating scales, with only isolated instances in open-ended responses among highly skeptical audiences toward the correction source, such as government spokespersons. In low-trust environments, certain advocacy-style interventions, like promoting COVID-19 vaccines, have empirically backfired by increasing resistance, highlighting how perceived institutional motives can exacerbate distrust rather than resolve it.^[134]^[135] Key limitations include the persistence of beliefs via mechanisms like the illusory truth effect, where repetition enhances perceived accuracy and sharing propensity even after exposure to corrections. Two experiments (N=260) in 2023 demonstrated that repeated misinformation increased sharing intentions by boosting accuracy judgments, mediating spread on social media independently of domain or prior debunking, underscoring how familiarity entrenches rumors despite fact-checks. Social media dynamics further amplify resilience through mutual reinforcement in echo chambers and network effects, with models showing debunking messages sometimes inadvertently sustaining rumor visibility via detailed repetition, leading to prolonged circulation rather than eradication. These findings critique opaque or top-down government communications for fostering cynicism, advocating instead for transparent, evidence-linked strategies that address causal drivers over suppression.^[136]^[137]

References

[1]
Rumor research revisited and expanded - ScienceDirect.com
Kapferer adds that rumor is 'the emergence and circulation in society of information that is either not yet publicly confirmed by official sources or denied by ...
[2]
[PDF] The Basic Psychology of Rumor - Romolo Capuano
DocTOR GORDON W. ALLPORT and DOCTOR LEO ,J. POSTMAN,· Depart- ment of ... But if we define rumor (and we herewith propose that we should), as a ...
[3]
Sentiment Analysis of Rumor Spread Amid COVID-19 - NIH
According to modern psychology, rumor refers to widespread, unproven information in a dangerous or potentially threatening situation, which is used to help ...
[4]
Rumors Have Rules | Issues in Science and Technology
Both uncertainty and significance are rooted in the “basic law of rumor” introduced by scholars Gordon W. Allport and Leo Postman in 1946: the strength of a ...
[5]
Loose Lips: The Psychology of Rumor During Crisis - By Cathy Faye
Apr 6, 2020 · After analyzing 1,100 wartime rumors, Allport and Postman created the “basic rumor formula”: r = I × A, expressing the idea that rumor is a ...Missing: definition | Show results with:definition<|separator|>
[6]
Negative Rumor: Contagion of a Psychiatric Department - PMC - NIH
In general, the role of rumors is to make sense of an ambiguous situation. It is a working hypothesis to fill in informational gaps. We would argue that rumors ...
[7]
Towards a socially situated rumouring: Historical and critical ...
Apr 20, 2020 · Rumours, which tend to spread during crisis situations, allow people to mitigate unpleasant feelings and construct a meaning of the surrounding ...
[8]
Rumor and Gossip | Research Starters - EBSCO
Rumors typically involve the transmission of unverified information about significant events and can help individuals navigate uncertainty and ambiguity.
[9]
Rumors influence: Toward a dynamic social impact theory of rumor.
This chapter aims to advance a multilevel and dynamic understanding of rumor as social influence. We'll do this by focusing on three key phenomena.
[10]
Sharing or Not: Psychological Motivations of Brand Rumors Spread ...
Apr 3, 2022 · Rumors are defined as using simple associations or ... The scholars ignore that people's psychological motivation to spread rumors ...
[11]
Rumor - Etymology, Origin & Meaning
Originating from late 14th-century Old French and Latin, "rumor" means unsubstantiated news or gossip and also refers to spreading such reports.
[12]
RUMOR Definition & Meaning - Merriam-Webster
Word History ; Etymology. Noun. Middle English rumour, from Anglo-French, from Latin rumor clamor, gossip; akin to Old English rēon to lament, Sanskrit rauti he ...
[13]
rumour - Wiktionary, the free dictionary
From Middle English rumour, from Old French rumour, rumor, from Latin rūmor (“common talk”), ultimately from Proto-Indo-European *rewH- (“to shout, roar”).
[14]
rumour | rumor, n. meanings, etymology and more
rumour is of multiple origins. Partly a borrowing from French. Partly a borrowing from Latin. Etymons: French rumor; Latin rūmor.
[15]
An analysis of rumor. - APA PsycNet
There are many, and usually complex, motives for rumormongering. Rumors serve largely as rationalizing agents, explaining, justifying, and providing meaning ...
[16]
(PDF) RUMORS IN HUMAN LIFE - ResearchGate
Apr 30, 2021 · A rumor, within the social sciences, can be defined as a piece of information that has yet to be confirmed by any sort of reliable source [9]. .
[17]
https://www.disaster.shiksha/disaster-response/psychology-of-rumours-characteristics-spread/
[18]
Rumor - Atlantic History - Oxford Bibliographies
Apr 28, 2014 · Rumor is the passing of information between individuals or groups without confirmation or certainty of its veracity.
[19]
A model to measure the spread power of rumors - PMC - NIH
According to their hypothesis, there are two basic conditions for spreading a rumor: (1) the importance of the subject of the rumor for the audience, (2) the ...
[20]
https://www.npr.org/transcripts/143217247
[21]
From Accidental Rumors to Pervasive Disinformation A Decade of ...
Dec 15, 2023 · Misinformation is information that is false, but not necessarily intentionally so. Disinformation is false or misleading information that is ...
[22]
17 Conspiracy Rumor Psychology - Oxford Academic
Using the rumor psychology framework leads us to see conspiracy theories as stories that are communicated from person to person and in groups.
[23]
[PDF] RUMORS, URBAN LEGENDS AND INTERNET HOAXES
A hoax is defined as “an act, document or artifact intended to deceive the public.” (Emery 2004). Internet hoaxes can be viewed as a subset of folklore legends; ...
[24]
[PDF] THE BASIC LAW OF RUMOR - American Psychological Association
Roughly, importance stands for the emotional factor and ambiguity for the cognitive factor in rumor-spread- ing. Both factors are related to rumor transmission.
[25]
(PDF) Rumor Psychology: Social and Organizational Approaches
Rumors, as pervasive social phenomena, play critical roles in capturing attention, stimulating emotion, shaping attitudes, and guiding actions (DiFonzo & Bordia ...
[26]
[PDF] AN ANALYSIS OF RUMOR | Romolo Capuano
AN ANALYSIS OF RUMOR. BY GORDON W. ALLPORT AND LEO POSTMAN. At old as human society itself, ramon have at Harvard University, present answers to flourished in ...
[27]
Psychology of rumor reconsidered. - APA PsycNet
The "basic law of rumor" of G. W. Allport and L. J. Postman (1947), which asserts that rumor strength varies with thematic importance and ambiguity, ...
[28]
How the rumor formed the public opinion in later Roman Republic
This research aims to analysis the ways of the rumors which formed the public opinion in Rome during the last hundred years from the age of the Republic.
[29]
News, Rumour, and the Political Culture of the Roman Imperial ...
The first is the rumour that Condianus, with the help of a ram's carcass, was able to fake his death. This story, and another tale about an Emesene prince ...<|separator|>
[30]
[PDF] Going Viral in Ancient Rome: Spreading and Controlling Information ...
not stem from Rome's educated elite and is thus a great example of plebian rumor- mongering. The fact that such a rumor survived for decades shows how pervasive ...
[31]
https://www.psupress.org/books/titles/978-0-271-02994-8.html
[32]
Gossip, Defamation and the Law in Medieval England
Jun 17, 2017 · Medieval law defined gossip as slander when a person was unjustly spoken ill of, in a malicious act of public defamation. Reputation or fama was ...
[33]
Medieval England loved rumours, conspiracies and fake news about ...
Jul 30, 2024 · Medieval queens were powerful and often foreign women in a patriarchal society. This made them frequent subjects of rumour, gossip and slander.
[34]
Witchcraft and the Rise of the First Confucian Empire on JSTOR
The witchcraft scandal under Emperor Wu, a notorious event in early Chinese imperial history, once was regarded as symbolic of the decline of the ru ...Missing: rumors | Show results with:rumors
[35]
The Witchcraft Tragedy That Ended Han Wudi's Conquests - YouTube
Nov 21, 2020 · ... Han Wudi Comparison 2:01 Han Wudi's Life of Plots & Intrique 3:24 Witchcraft & Superstition 4:48 Prince Ju Accused 5:19 Han Wudi's Witch Hunter ...Missing: rumors | Show results with:rumors
[36]
How the US Government Used Propaganda to Sell Americans on ...
May 22, 2018 · A committee created by Woodrow Wilson to promote US involvement in World War I changed public opinion, but also led to vigilante violence.
[37]
[PDF] AUTHOR The Propaganda Analysis Movement since World War ...
This paper is a survey of the propaganda analysis movement, from its inception after World War = to the vicissitudeS of its less prominent progress since World ...
[38]
World War II 'Rumor Clinics' Helped America Battle Wild Gossip
Mar 6, 2024 · Over the course of World War II, more than 40 newspapers and magazines in the US and Canada started “rumor clinics” to debunk the lies and fight back with ...
[39]
The Study of Rumor During World War II - ResearchGate
Oct 9, 2025 · This article outlines the rise and fall of rumor clinics, focusing specifically on the shifting boundaries and the mounting tensions between the ...Missing: 20th | Show results with:20th<|separator|>
[40]
Full text of "The Psychology Of Rumor" - Internet Archive
1. In nailing a rumor did the clinics inadvertently spread it? · 2. Did rumor-clinic columns cut down rumor spreading? · 3. Why did rumor clinics decline after ...
[41]
The psychology of rumor.
The authors' goal is a basic textbook on rumor containing all the relevant information. Rumor is classed as one of the many forms of human communication.
[42]
ALLPORT, GORDON W., and LEO POSTMAN. The Psychology of ...
ALLPORT, GORDON W., and LEO POSTMAN. The Psychology of Rumor. Pp. xiv, 247. New York: Henry Holt and Company, 1947. $2.60. Belle ZellerView all authors and ...
[43]
Bartlett revisited: Direct comparison of repeated reproduction and ...
Allport and Postman (1947) used the serial reproduction technique in their famous studies of rumor, which was a critical topic during World War II in the U.S. ...
[44]
View of Qualitative Experiments in Psychology: The Case of Frederic ...
By contrast, the serial reproduction studies of ALLPORT and POSTMAN (1947) ... leveling, sharping and assimilation. Similar to BARTLETT's notion of ...
[45]
Psychological factors contributing to the creation and dissemination ...
Nov 18, 2024 · Cognitive biases, emotional appeals, and social identity motivations are believed to play a crucial role in shaping user behaviour on social media.
[46]
The Availability Heuristic | Example & Definition - Scribbr
Dec 7, 2022 · The availability heuristic occurs when we judge the likelihood of an event based on how easily we can recall similar events.<|separator|>
[47]
Emotions explain differences in the diffusion of true vs. false social ...
We find that sentiment and basic emotions explain differences in the structural properties of true vs. false rumor cascades.
[48]
Dubious News: The Social Processing of Uncertain Facts in ...
Aug 6, 2021 · Dubious news may still perform social functions like that of rumour: group cohesion; personal status; and a sense of control in situations of uncertainty.
[49]
Using ERPs to unveil the authenticity evaluation and neural ...
Dec 28, 2024 · In this study, we examine people's self-reported belief of rumors and use ERPs to describe and understand brain activity during rumor detection.
[50]
Gossip information increases reward-related oscillatory activity
Apr 15, 2020 · The arousing value and saliency of gossip information, its rewarding effect evidenced by the increase of beta oscillatory power and the recruitment of areas ...
[51]
Neural correlates of conspiracy beliefs during information evaluation
May 26, 2025 · The present study examined how conspiracy beliefs influence information processing at both behavioral and neural levels. Using an fMRI paradigm ...
[52]
Modern Day High: The Neurocognitive Impact of Social Media Usage
Jul 8, 2025 · Our findings show that social media engages in brain reward pathways akin to those seen in addictive behavior, with extended Beta and Gamma ...Missing: tagging unverified
[53]
Rumor spreading model considering rumor credibility, correlation ...
Apr 3, 2020 · The study of rumor spreading or rumor controlling is important and necessary because rumors can cause serious negative effects on society.
[54]
(PDF) An epidemic model of rumor diffusion in online social networks
Apr 30, 2025 · Rumour diffusion is often dependent on the strength of ties between users, where rumours are more likely to be spread across strong ties in a ...
[55]
Rumor Propagation is Amplified by Echo Chambers in Social Media
Jan 15, 2020 · This paper investigates how rumors are amplified by a group of users who share similar interests or views, dubbed as an echo chamber.
[56]
(PDF) Homophily and Spread of Misinformation in Random Networks
Oct 31, 2022 · We show that homophily always increases the probability that misinformation goes viral and its reach.
[57]
Contagion on complex networks with persuasion | Scientific Reports
Mar 31, 2016 · The threshold model has been widely adopted as a classic model for studying contagion processes on social networks.
[58]
Model for rumor spreading over networks | Phys. Rev. E
May 4, 2010 · An alternate model for rumor spreading over networks is suggested, in which two rumors (termed rumor 1 and rumor 2) with different ...
[59]
Empirical Investigation of Information Propagation in Waiting Crowds
Jan 12, 2024 · Information propagation in crowds tends to have a negative image. A common narrative is that information about a danger spreads like wildfire and leads to ...
[60]
Can corrections spread misinformation to new audiences? Testing ...
Aug 26, 2020 · While previous research has found little evidence of such familiarity backfire effects, there remains one situation where they may yet arise: ...Missing: rumor networks<|separator|>
[61]
The backfire effect after correcting misinformation is strongly ... - NIH
The backfire effect is when belief in a misconception is greater after a correction has been presented in comparison to a pre-correction or no-correction ...
[62]
Artificial Intelligence Tools in Misinformation Management during ...
Feb 28, 2025 · This paper explores AI's role in managing misinformation during disasters, highlighting its potential to improve disaster response, enhance public trust,
[63]
Encyclopedia of Crisis Management - Information Vacuums
With the advent of social media, bloggers fill and attempt to fill information vacuums. Information vacuums induce rumor and gossip.
[64]
How rumors spread on social media during weather disasters - NSF
Sep 18, 2018 · The public tends to spread rumors and is unlikely to correct false information, even after it has been debunked.Missing: filling vacuums<|separator|>
[65]
Psst — Wanna Know Why Gossip Has Evolved in Every Human ...
Apr 11, 2024 · Gossipers have an evolutionary edge not only because they spread useful information about people's reputations but also because they encourage people to behave ...
[66]
Explaining the evolution of gossip - PubMed
Feb 27, 2024 · We argue that the evolution of gossip is the joint consequence of its reputation dissemination and selfishness deterrence functions.
[67]
Why Do People Gossip? Here's What Science Says - Time Magazine
Sep 25, 2019 · Some researchers argue that gossip helped our ancestors survive. Evolutionary psychologist Robin Dunbar first pioneered this idea, comparing ...<|separator|>
[68]
Behind the most famous mass panic in American history
Aug 5, 2017 · Tiny Grover's Mill, NJ, became the epicenter of one of the most famous mass panics in American history: Orson Welles' Oct. 30, 1938, radio adaptation of “The ...
[69]
Rumors spread like viruses. The French Revolution proved it.
Aug 27, 2025 · A conspiracy theory spreads exponentially regardless of its accuracy, making it that much more likely to translate into real violence. According ...
[70]
Rumors and price efficiency in stock market: An empirical study of ...
Tests of the market reaction to rumors find that rumors lead to an inflated stock price, but a significant reversal occurs in the short term, further ...
[71]
Role of fake news and misinformation in supply chain disruption - NIH
Oct 6, 2022 · Misinformation and fake news interrupt the production chain, leading to considerable fluctuations and disruptions, resulting in uncertainty ...
[72]
A War of (Mis)Information: The Political Effects of Rumors and ...
This study finds that rumors decrease citizens' trust in the government and support of the regime.
[73]
Gossip promotes cooperation only when it is pro-socially motivated
Mar 21, 2022 · We show here that, in contrast with the widespread notion that gossip promotes cooperation, gossip mostly depletes cooperation compared to first-hand ...
[74]
Hide and seek: The connection between false beliefs and ...
Mar 16, 2022 · This research examines how false beliefs shape perceptions of government transparency in times of crisis.
[75]
Orson Welles' “War of the Worlds” radio play is broadcast - History.com
The radio dramatization of a Martian invasion caused panic.
[76]
Faking the News | Tufts Now
Jun 13, 2017 · For one, rumors spread in some American newspapers that the Spanish had sabotaged the USS Maine and committed a wide range of atrocities in Cuba ...
[77]
The History of The War of The Worlds Radio Broadcast from1938
Sep 4, 2024 · Despite the rumored panic caused by the War of The Worlds broadcast, modern research suggests that it was mostly exaggerated by the newspapers ...
[78]
'I had no idea I'd become a national event': Orson Welles on ... - BBC
Oct 29, 2023 · On 30 October 85 years ago, the population of the US was – according to Orson Welles – overwhelmed by mass panic, terrified by the all-too-real ...
[79]
Gallup Vault: Propaganda and Fake News in 1939
Feb 2, 2018 · In September 1939, about two weeks after the start of World War II, Americans expressed considerable skepticism about news reports coming in from Europe.Missing: newspapers amplifying unverified examples
[80]
File:WPA-Rumor-Poster.jpg - Wikimedia Commons
English: Poster showing a man with WPA shovel attacking wolf labeled rumor. Date, between 1939 and 1941.
[81]
Social Media, Echo Chambers, and Political Polarization (Chapter 3)
The aim of this chapter is to offer an exhaustive review of the literature exploring the link between social media and political polarization.
[82]
Echo chambers, filter bubbles, and polarisation: a literature review
Jan 19, 2022 · We discuss online echo chambers in the context of a set of related concerns around the possible links between the rise of the internet and ...
[83]
[PDF] Echo Chambers and Algorithmic Bias: The Homogenization of ...
Echo chambers are created by social media algorithms that personalize content, reinforcing existing beliefs and isolating users from diverse viewpoints.Missing: 2020-2025 | Show results with:2020-2025
[84]
Online rumors during the COVID-19 pandemic: co-evolution of ...
During public health emergencies, rumors spread widely on social media platforms, causing public anxiety and emotional fluctuations.
[85]
The social media Infodemic of health-related misinformation and ...
This paper discusses the role of social media algorithms in the spread of misinformation during the COVID-19 pandemic.
[86]
On a Model of Rumors Spreading Through Social Media - PMC - NIH
Aug 26, 2025 · In this study, we analyzed a mathematical model of rumor spread on social media, highlighting the impact of delays, rumor incidence rates ...
[87]
JD Vance Couch Story: How A Joke Turned Into Trending Topic And ...
Aug 7, 2024 · Google Trends data revealed that during the last week of July, people Googling 'JD Vance couch' blew past queries for 'Trump shooting'.Missing: metrics | Show results with:metrics
[88]
British Propaganda Lies of the First World War by Arthur Ponsonby
To cover the whole ground on atrocity stories would be impossible. They were circulated in leaflets, pamphlets, letters, and speeches day after day.Missing: rumors tales
[89]
The Bryce Report - BYU Library
The Bryce Report was an attempt to verify atrocity stories especially about the attacks against civilians by Germans invading Belgium.Missing: rumors tales
[90]
The German Corpse Factory : The Master Hoax Of British ...
Jun 2, 2021 · Historian Piers Brendon has called it "the most appalling atrocity story" of World War I, while journalist Phillip Knightley has called it "the ...
[91]
Nazi Propaganda | Holocaust Encyclopedia
Nazi propaganda often portrayed Jews as engaged in a conspiracy to provoke war. Here, a stereotyped Jew conspires behind the scenes to control the Allied powers ...
[92]
Allied and German propaganda distributed by air drops and shelling
Humor and satire were used widely in leaflets dropped on both the occupied countries and German territory. Making fun of German officers was one of the themes ...
[93]
[PDF] SOVIET ACTIVE MEASURES: FORGERY, DISINFORMATION ... - CIA
One KGB officer in an industri- alized country used his journalistic cover to pass forgeries, as well as to publish numerous propaganda articles aimed at.Missing: declassified | Show results with:declassified
[94]
A U.S. Strategy to Combat Russian Information Warfare - CSIS
Oct 1, 2018 · In many cases, the KGB planted the same fake news story in multiple ... Disinformation Campaign,” Studies in Intelligence, Vol. 53, No ...
[95]
Mueller finds no collusion with Russia, leaves obstruction question ...
Mar 25, 2019 · Special counsel Robert Mueller's investigation did not find sufficient evidence that President Donald Trump's campaign coordinated with Russia.
[96]
Media stares down 'reckoning' after Mueller report underwhelms
Mar 24, 2019 · “If there's no media reckoning for what they did, don't ever complain again when people attack the media as 'Fake News' or identify them as one ...
[97]
[PDF] Report on Matters Related to Intelligence Activities and ...
May 12, 2023 · The principal report is confidential, but contains no classified information based on thorough, coordinated reviews of the information contained ...
[98]
No evidence for systematic voter fraud: A guide to statistical claims ...
After the 2020 US presidential election Donald Trump refused to concede, alleging widespread and unparalleled voter fraud.Missing: rumors | Show results with:rumors
[99]
Research note: Examining false beliefs about voter fraud in the ...
Jan 11, 2021 · The 2020 U.S. Presidential Election saw an unprecedented number of false claims alleging election fraud and arguing that Donald Trump was ...
[100]
Canada election: 3 in 4 Canadians say misinformation affected race
May 3, 2025 · ... false information or misinformation had a major impact on the election. ADVERTISEMENT. Almost a third (32 per cent) said it had a moderate ...
[101]
https://theconversation.com/misinformation-was-rife-during-the-2025-election-new-research-shows-many-people-were-unable-to-identify-it-267852
[102]
Russians behind fake video of ballots being destroyed, US officials say
Oct 26, 2024 · Storm-1516 has previously produced fake videos to discredit the campaign of Harris and her running mate, Tim Walz, according to disinformation ...<|separator|>
[103]
2 more Russian disinformation videos targeting U.S. election are ...
Nov 2, 2024 · US officials believe another two fake videos circulating online and publicly identified by the FBI as an attempt to push false election security claims
[104]
House panel concludes that COVID-19 pandemic came from a lab ...
Dec 3, 2024 · The Republican-led Select Subcommittee on the Coronavirus Pandemic conducted more than 30 interviews, held numerous hearings, often fiery and ...
[105]
White House puts up 'Lab Leak' page on COVID origins - NPR
Apr 18, 2025 · The new page emphatically promotes a theory that many scientists question. Meanwhile, basic information about COVID testing and vaccines has ...Missing: rumor | Show results with:rumor
[106]
The Bright and Dark Side of Gossip for Cooperation in Groups - PMC
Jun 20, 2019 · Specifically, findings demonstrate gossip could play an important role in clarifying group norms, protecting group members from norm violators, ...
[107]
The nuanced evaluation of gossipers' personality and its effect on ...
Furthermore, gossipers leverage gossip information to regulate group relationships, establishing norms and facilitating trust formation within the group ( ...
[108]
Explaining the evolution of gossip - PMC - PubMed Central
Feb 20, 2024 · The current article argues that gossip evolves because its dissemination of individuals' reputations induces individuals to cooperate with those who gossip.Missing: rumors | Show results with:rumors
[109]
In India, WhatsApp stirs up deadly rumours - Al Jazeera
Jul 17, 2018 · Since April, more than two dozen people have been beaten to death by mobs across India over suspicions of abductions. Mob lynchings - ...Missing: 2018-2020 | Show results with:2018-2020
[110]
How WhatsApp helped turn an Indian village into a lynch mob - BBC
Jul 18, 2018 · A 32-year-old Indian software engineer has become the latest victim in a spate of mob lynchings, allegedly spurred by child abduction ...Missing: 2018-2020 | Show results with:2018-2020
[111]
How misinformation on WhatsApp led to a mob killing in India
Feb 21, 2020 · The second episode of our miniseries “Fakeout” takes us to India, where viral rumors spread on WhatsApp led to death.
[112]
In Washington Pizzeria Attack, Fake News Brought Real Guns
Dec 5, 2016 · Comet Ping Pong, a pizza restaurant in northwest Washington, was harboring young children as sex slaves as part of a child-abuse ring led by Hillary Clinton.Missing: rumor | Show results with:rumor
[113]
N.C. man told police he went to D.C. pizzeria with gun to investigate ...
Dec 5, 2016 · Advertisement. 'Pizzagate' conspiracy theory turns violent after gunman fires shot in D.C. restaurant. 1:57. Link copied. full-screen. play.
[114]
Myanmar: Facebook's systems promoted violence against Rohingya
Sep 29, 2022 · Myanmar: Facebook's systems promoted violence against Rohingya; Meta owes reparations – new report. Facebook owner Meta's dangerous ...
[115]
Facebook admits it was used to 'incite offline violence' in Myanmar
Nov 6, 2018 · Facebook says it is tackling problems highlighted in an independent report on its role in ethnic violence.
[116]
AP Twitter hack causes panic on Wall Street and sends Dow plunging
Apr 23, 2013 · AP Twitter hack causes panic on Wall Street and sends Dow plunging ... The 143-point fall in the Dow Jones industrial average came after ...
[117]
Syrian hackers claim AP hack that tipped stock market by $136 ...
Apr 23, 2013 · The market appears to have recovered from the AP Twitter hack, which was both juvenile and easily fixed. The AP got word out quickly that ...
[118]
Hackers send fake market-moving AP tweet on White House ...
Apr 23, 2013 · ... Twitter feed for the AP hack. Advertisement · Scroll to continue. The ... Dow Jones Industrial Average falling sharply before they recovered.
[119]
COVID-19 vaccine rumors and conspiracy theories - NIH
Bill Gates explains that the COVID vaccine will use experimental technology and permanently alter your DNA. WHO admits COVID vaccines will not work. Coronavirus ...
[120]
Modeling the amplification of epidemic spread by individuals ...
Apr 2, 2025 · One model estimated that between March and November 2021, misinformation caused at least 198 thousand additional COVID-19 cases, 2800 additional ...
[121]
Study Finds Large Gap in Excess Deaths Along Partisan Lines After ...
Nov 3, 2022 · A team of Yale researchers has found that Republican voters in two US states had more excess deaths than Democratic voters after vaccines for COVID-19 became ...Missing: misinformation quantification
[122]
Countering misinformation through psychological inoculation
This chapter reviews findings from an ongoing research program that examines the following key question: can people become inoculated against misinformation?
[123]
Psychological inoculation can reduce susceptibility to ...
Aug 10, 2022 · Inoculation theory works through a process known as 'prebunking' (i.e. refuting false information in advance), which helps people fortify their ...
[124]
Prebunking interventions based on “inoculation” theory can reduce ...
Feb 3, 2020 · This study finds that the online “fake news” game, Bad News, can confer psychological resistance against common online misinformation strategies across ...
[125]
Models for Network Diffusion (Chapter 14) - Network Analysis
Sep 21, 2023 · Network diffusion models, like the SIR model, explain how things spread through networks, considering network structure and node position.
[126]
Modeling Rumor Diffusion Process With the Consideration of ...
This type of method aims to find nodes that contribute to the rumor diffusion, and then delete such nodes to reduce the influence of rumors. Some typical ...
[127]
The dynamic analysis of the rumor spreading and behavior diffusion ...
In this study, we propose a rumor spreading model with higher-order interactions, in which the rumor propagation process is represented by simplicial complexes.
[128]
Rumours and gossip demand continuous action by managers in ...
Feb 3, 2021 · The aim of this qualitative study was to investigate why and how informal information such as rumours gains relevance for managers in relation to their ...
[129]
[PDF] Types of Corporate Rumors, their Effects, and Strategies to Manage ...
DiFonzo, N., & Bordia, P. (1998). A tale of two corporations: Managing uncertainty during organizational change. Human Resource Management Journal, 37(3&4).
[130]
Proven strategies to defeat false external rumors about your ...
Apr 24, 2025 · To help achieve this, it is important to ensure formal communication is honest, timely, reliable, and consistent, according to DiFonzo & Bordia.
[131]
Corporate Rumors, Their Effects, and Strategies to Manage Them
Aug 7, 2025 · Three distinct dimensions of rumor effects emerged: external ramifications (e.g., bad press), internal attitudes (e.g., lowered morale), and ...
[132]
Addressing COVID-19 Misinformation on Social Media Preemptively ...
Jan 4, 2021 · We found that exposure to a corrective graphic on social media reduced misperceptions about the science of 1 false COVID-19 prevention strategy.
[133]
Detecting Social Media Rumor Debunking Effectiveness During ...
Jul 27, 2024 · Debunking offers a promising approach to counteracting social media rumors during public health emergencies.
[134]
Examining the replicability of backfire effects after standalone ...
Jul 3, 2023 · Across three experiments (total N = 1156) we found that standalone corrections did not backfire immediately (Experiment 1) or after a one-week ...Missing: rumor | Show results with:rumor
[135]
Interventions for combating COVID-19 misinformation: A systematic ...
Apr 24, 2025 · Inoculation works and health advocacy backfires: Building resistance to COVID-19 vaccine misinformation in a low political trust context.Missing: empirical | Show results with:empirical
[136]
The illusory truth effect leads to the spread of misinformation
Repetition of misinformation biased people's judgment of accuracy and as a result fuelled the spread of misinformation.Missing: rumors | Show results with:rumors
[137]
Social media rumor refutation effectiveness: Evaluation, modelling ...
Chan et al. (2017) demonstrated that a detailed debunking message was positively correlated with a debunking effect and a misinformation persistence effect. ...