Basic Detection
Fundamental bias indicators
Opinion Words
Subjective language and evaluative terms
Certainty/Conviction 17
Words that push readers toward unquestioning acceptance by conveying false certainty about debatable topics.
When concerning: When presenting debatable positions as settled fact
When acceptable: When stating truly established facts
When acceptable: When stating truly established facts
clearly obviously undoubtedly certainly definitely absolutely surely undeniably unquestionably indisputably indubitably unmistakably incontrovertibly incontestably irrefutably manifestly patently
Hedging/Uncertainty 6
Words that create unnecessary doubt or vagueness, often to avoid taking responsibility for claims.
When concerning: When avoiding accountability for claims that have evidence
When acceptable: When genuinely uncertain and expressing honest doubt
When acceptable: When genuinely uncertain and expressing honest doubt
probably maybe perhaps conceivably speculated rumored
Positive Evaluation 25
Subjective positive judgments that reveal the writer's approval without objective criteria.
When concerning: When positive evaluation is presented without supporting evidence
When acceptable: When clearly framed as personal opinion with reasoning
When acceptable: When clearly framed as personal opinion with reasoning
good great excellent exceptional outstanding perfect flawless admirable commendable praiseworthy exemplary stellar superior first-rate top-notch premium favorable positive satisfactory pleasing gratifying beneficial advantageous desirable worthy
Negative Evaluation 38
Subjective negative judgments that reveal the writer's disapproval without objective criteria.
When concerning: When negative evaluation is presented without supporting evidence
When acceptable: When clearly framed as personal opinion with reasoning
When acceptable: When clearly framed as personal opinion with reasoning
abysmal poor inadequate inferior substandard mediocre disappointing unsatisfactory unacceptable deficient faulty flawed shoddy deplorable lamentable pathetic pitiful regrettable miserable wretched dismal grim bleak dire grave severe unfortunate unfavorable disagreeable unpleasant distressing troublesome problematic objectionable reprehensible repugnant detestable bad
Emotional Charge 24
Words designed to trigger strong emotional responses that bypass logical evaluation.
When concerning: When emotional language substitutes for factual reporting
When acceptable: When describing genuinely emotional situations with appropriate context
When acceptable: When describing genuinely emotional situations with appropriate context
heartwarming touching moving soothing comforting reassuring uplifting exhilarating thrilling exciting sensational delightful disgusting revolting sickening nauseating offensive frightening terrifying horrifying alarming worrying concerning threatening
Comparative/Superlative 23
Words that create artificial rankings or comparisons without context or criteria.
When concerning: When rankings lack criteria or context
When acceptable: When based on specific, measurable criteria
When acceptable: When based on specific, measurable criteria
best worst better worse superior inferior greater lesser bigger smaller higher lower finer poorer strongest weakest finest prettiest ugliest smartest dumbest brightest darkest
Political Framing 29
Words that frame issues in political terms, potentially polarizing neutral topics.
When concerning: When political labels replace substantive analysis
When acceptable: When discussing actual political positions or platforms
When acceptable: When discussing actual political positions or platforms
controversial disputed radical extreme progressive conservative liberal far-right far-left moderate centrist mainstream fringe revolutionary traditional conventional unconventional orthodox unorthodox establishment anti-establishment populist elitist partisan bipartisan divisive polarizing contentious provocative
Intensifiers 37
Words that amplify or exaggerate without adding meaningful information.
When concerning: When intensifiers substitute for specific evidence
When acceptable: When emphasis is proportionate and supported by evidence
When acceptable: When emphasis is proportionate and supported by evidence
very extremely incredibly exceptionally extraordinarily remarkably notably particularly especially surprisingly unusually strikingly decidedly markedly profoundly deeply vastly greatly highly immensely tremendously enormously exceedingly excessively overly utterly completely entirely totally wholly thoroughly fully intensely seriously substantially significantly considerably
Credibility Undermining 19
Words that question or attack credibility without providing evidence or reasoning.
When concerning: When attacking credibility without addressing the actual claims
When acceptable: When raising legitimate questions about methodology or credentials
When acceptable: When raising legitimate questions about methodology or credentials
claims purports asserts alleges contends maintains insists so-called self-proclaimed supposed pretend dubious questionable unproven unverified unsubstantiated unfounded baseless groundless
Loaded Political Terms 26
Words that carry heavy political or ideological baggage, triggering partisan responses.
When concerning: When loaded terms replace substantive policy discussion
When acceptable: When accurately describing self-identified political positions
When acceptable: When accurately describing self-identified political positions
freedom justice equality rights liberty democracy patriotic unpatriotic un-American socialist communist fascist dictatorial totalitarian authoritarian corrupt crooked dishonest shady illegal unlawful criminal scandal conspiracy regime propaganda
Moral/Ethical Judgments 24
Words that impose moral frameworks without acknowledging their subjective nature.
When concerning: When moral judgments are presented as objective facts
When acceptable: When the ethical framework is explicitly stated
When acceptable: When the ethical framework is explicitly stated
moral immoral ethical unethical virtuous corrupt just unjust fair unfair honorable dishonorable honest dishonest decent indecent appropriate inappropriate acceptable unacceptable legitimate illegitimate reasonable unreasonable
Emotional Appeals 13
Words that bypass logical evaluation by directly targeting emotional responses.
When concerning: When emotional appeals substitute for evidence-based arguments
When acceptable: When emotions are relevant and accompanied by factual context
When acceptable: When emotions are relevant and accompanied by factual context
promising depressing gloomy optimistic pessimistic anxious fearful afraid confident proud ashamed embarrassed guilty
To-Be Verbs (E-Prime)
Forms of "to be" that can create false equivalencies
is are am was were be being been it's that's he's she's what's who's you're they're we're i'm there's here's wasn't weren't isn't aren't
Absolute Statements
Universal quantifiers and categorical claims
all every each any no none everyone everybody no one nobody anyone anybody someone somebody always never forever eternal constantly perpetually continually endlessly ceaselessly permanently invariably ultimately fundamentally purely outright comprehensively universally everything nothing anything something perfect complete total absolute entire full whole ultimate maximum minimum supreme extreme utmost final infallible unerring universal impossible inevitable inescapable undeniable irrefutable identical pure sheer mere undoubtedly unquestionably indisputably irrefutably incontrovertibly incontestably unequivocally
Advanced Detection
Sophisticated linguistic patterns
Passive Voice
Constructions that obscure who performs actions
was ___ed were ___ed has been ___ed have been ___ed had been ___ed is being ___ed are being ___ed will be ___ed would be ___ed can be ___ed could be ___ed may be ___ed might be ___ed should be ___ed must be ___ed was written was taken was given was made was done was seen was known was shown was chosen was broken was spoken was driven was forgotten was eaten was beaten were written were taken were given were made were done were seen were known were shown were chosen were broken were spoken were driven were forgotten were eaten were beaten has been written has been taken has been given has been made has been done has been seen has been known has been shown has been chosen has been broken has been spoken has been driven has been forgotten has been eaten has been beaten have been written have been taken have been given have been made have been done have been seen have been known have been shown have been chosen have been broken have been spoken have been driven have been forgotten have been eaten have been beaten it is believed it is thought it is said it has been reported it was reported it is considered it is expected mistakes were made concerns have been raised questions have been asked decisions were made action was taken measures were implemented steps have been taken
Weasel Words
Vague attributions and unsupported claims
Unnamed Sources 18
References to anonymous or vague sources that cannot be verified or held accountable.
When concerning: When anonymous attribution is used for claims that could be verified
When acceptable: When protecting whistleblowers or sources at genuine risk
When acceptable: When protecting whistleblowers or sources at genuine risk
many people say some say they say people think some argue critics claim supporters maintain observers note sources indicate unnamed sources according to reports insiders claim some experts say authorities believe well-placed sources those familiar with the matter people close to the situation those in the know
Hedged Evidence 16
References to evidence, research, or data without providing specific citations or details.
When concerning: When vague evidence claims substitute for actual citations
When acceptable: When summarizing a well-known body of research in informal contexts
When acceptable: When summarizing a well-known body of research in informal contexts
research suggests evidence suggests data indicates experts believe it is believed it is thought it is said may indicate could suggest might imply studies have shown science tells us the data shows findings indicate analysis reveals polls suggest
Vague Quantifiers 13
Imprecise frequency or quantity words that avoid committing to specific numbers or rates.
When concerning: When vague quantities substitute for available specific data
When acceptable: When precise data is genuinely unavailable and the imprecision is acknowledged
When acceptable: When precise data is genuinely unavailable and the imprecision is acknowledged
in some cases in many cases frequently typically tends to in most cases on occasion from time to time more often than not time and again as often as not in certain situations under some circumstances
Appeal to Authority 12
Invocations of unnamed experts or consensus to lend credibility without verifiable backing.
When concerning: When unnamed authority substitutes for evidence or named experts
When acceptable: When referring to genuinely established scientific consensus
When acceptable: When referring to genuinely established scientific consensus
widely known widely believed generally accepted commonly believed often said the consensus is it is well established leading experts agree top scientists confirm the scientific community agrees scholars maintain mainstream opinion holds
Passive Attribution 15
Qualifying words that distance the writer from claims, adding plausible deniability.
When concerning: When used to advance claims without accountability
When acceptable: When genuinely reporting unverified information with appropriate caution
When acceptable: When genuinely reporting unverified information with appropriate caution
reportedly allegedly supposedly arguably presumably ostensibly purportedly apparently seemingly it would appear one might say it has been suggested there are those who say some would argue it could be said
Presuppositions
Words that smuggle in hidden assumptions
even still another finally already yet again continues to refuses to fails to admits denies acknowledges despite claiming while claiming so-called alleged supposed pretend the fact that of course no longer not anymore used to manages to happens to tends to keeps on goes on to
Probability Perception
Vague probability language that distorts risk perception
highly unlikely very unlikely quite unlikely extremely unlikely rather unlikely somewhat unlikely likely quite likely very likely highly likely extremely likely rather likely somewhat likely probably probably not quite probably very probably most probably almost certainly minimal risk low risk small risk tiny risk negligible risk slight risk minor risk insignificant risk virtually no risk practically no risk significant risk considerable risk substantial risk serious risk major risk high risk extreme risk severe risk grave risk rarely seldom infrequently occasionally sometimes often frequently regularly commonly typically usually generally mostly largely predominantly mainly possible quite possible very possible entirely possible highly possible perfectly possible impossible highly impossible virtually impossible may occur might occur could occur may happen might happen could happen can happen will likely happen may result almost certain virtually certain practically certain nearly certain all but certain essentially certain rare side effects uncommon side effects possible side effects potential side effects occasional complications infrequent complications unlikely complications rare complications safe procedure very safe quite safe relatively safe generally safe considered safe proven safe deemed safe typically safe remote possibility distant possibility slight possibility small possibility good possibility strong possibility real possibility distinct possibility remote chance slim chance small chance good chance strong chance excellent chance fair chance reasonable chance decent chance in most cases in some cases in many cases in certain cases under normal circumstances under typical conditions in general as a rule more likely less likely much more likely much less likely far more likely far less likely significantly more likely significantly less likely eventually sooner or later at some point in time over time long term short term immediate term near future
Framing & Rhetoric
How issues are presented
War Metaphors
Militaristic language for non-military topics
battle fight combat attack defend offensive defensive strategy tactics frontline battlefield war on fight against crusade campaign against under fire under attack bombarded arsenal ammunition weapon target enemy defeat victory conquer siege assault invade retreat bombshell blitz skirmish trench barrage striking back counter attack line of defense
Minimizers
Language that downplays significance
just only merely simply barely hardly scarcely slightly somewhat a bit a little minor small tiny trivial insignificant negligible marginal relatively fairly rather quite pretty kind of sort of
Maximizers
Exaggeration and hyperbolic language
Scale Inflation 12
Words that inflate physical or numerical magnitude without comparative context.
When concerning: When size language lacks comparative context or specific measurements
When acceptable: When describing genuinely large things with appropriate context
When acceptable: When describing genuinely large things with appropriate context
massive huge enormous gigantic colossal vast immense towering overwhelming mammoth gargantuan titanic
Catastrophizing 13
Crisis and disaster language applied to situations that may not warrant emergency framing.
When concerning: When crisis framing is applied to non-emergency situations
When acceptable: When describing genuine crises, disasters, or emergencies
When acceptable: When describing genuine crises, disasters, or emergencies
crisis disaster catastrophe epidemic plague explosion apocalyptic calamity cataclysm meltdown fiasco debacle train wreck
Dramatic Verbs 15
Verbs that exaggerate the degree of change or destruction beyond what the facts support.
When concerning: When dramatic verbs substitute for specific measurements of change
When acceptable: When the degree of change is genuinely extreme and supported by data
When acceptable: When the degree of change is genuinely extreme and supported by data
skyrocket plummet devastate destroy annihilate obliterate decimate implode explode torpedo shatter ravage gut eviscerate cripple
Superlative Hype 15
Adjectives of extreme impressiveness that create false uniqueness or exceptionality.
When concerning: When superlatives lack comparative context or evidence
When acceptable: When something is genuinely unprecedented with supporting evidence
When acceptable: When something is genuinely unprecedented with supporting evidence
revolutionary unprecedented extraordinary incredible amazing astonishing staggering spectacular phenomenal unparalleled unrivaled unmatched mind-blowing jaw-dropping awe-inspiring
Paradigm Shift 14
Claims of transformative, game-changing impact that imply everything has fundamentally changed.
When concerning: When transformation claims lack specific evidence of what changed
When acceptable: When describing genuinely transformative events with specific evidence
When acceptable: When describing genuinely transformative events with specific evidence
monumental tremendous breakthrough game\s+changing earth\s+shattering paradigm\s+shifting world\s+changing transformative disruptive landmark watershed sea\s+change tipping\s+point turning\s+point
Manipulation Tactics
Techniques designed to mislead
False Balance
Artificial balance between unequal positions
both sides on one hand on the other hand equally valid two sides to every story balanced perspective middle ground neutral position unbiased view fair and balanced just as equally problematic similarly concerning two schools of thought competing theories different perspectives various viewpoints diverse opinions controversial issue ongoing debate disputed topic contentious matter divisive issue polarizing topic heated discussion matter of opinion subjective issue to be fair in fairness playing devil's advocate for the sake of argument another way to look at it from another angle alternative viewpoint counterargument pros and cons advantages and disadvantages benefits and drawbacks strengths and weaknesses opportunities and challenges supporters and critics proponents and opponents
Euphemisms
Language that obscures harsh realities
Political Euphemism 18
Government and policy language that obscures controversial actions behind neutral-sounding terminology.
When concerning: When government or policy language hides the true nature of actions
When acceptable: Rarely â political euphemisms almost always serve to obscure
When acceptable: Rarely â political euphemisms almost always serve to obscure
enhanced interrogation collateral damage friendly fire extraordinary rendition neutralize pacification strategic withdrawal tactical redeployment kinetic action regime change nation building peacekeeping operation police action security operation freedom fighters detainee unlawful combatant rendition program
Corporate Euphemism 19
Business language that softens negative outcomes like job losses, price increases, and failures.
When concerning: When corporate jargon hides impact on workers or consumers
When acceptable: When used in appropriate business context without obscuring harm
When acceptable: When used in appropriate business context without obscuring harm
rightsizing downsizing restructuring optimization streamlining synergy realization workforce adjustment negative growth deferred success challenging market conditions revenue enhancement price adjustment value engineering headcount reduction involuntary separation career transition operational efficiency resource reallocation sunset
Social Euphemism 19
Socially polite substitutions used out of sensitivity, courtesy, or respect for dignity.
When concerning: When politeness prevents necessary direct discussion of systemic issues
When acceptable: When showing genuine respect, sensitivity, or social courtesy
When acceptable: When showing genuine respect, sensitivity, or social courtesy
passed away departed no longer with us resting in peace economically disadvantaged underprivileged underserved differently abled physically challenged special needs senior citizens golden years twilight years between jobs let go expecting correctional facility substance abuse unhoused
Military Euphemism 16
Military jargon that sanitizes violence, casualties, and the human cost of warfare.
When concerning: When military language hides civilian casualties or human suffering
When acceptable: In technical military communication between professionals
When acceptable: In technical military communication between professionals
surgical strike precision bombing smart weapons soft targets hard targets assets resources theater of operations rules of engagement force projection boots on the ground area denial neutralization ordnance delivery servicing the target engage the enemy
Dysphemism 18
Loaded negative framing that inflames perception â the rhetorical opposite of a euphemism.
When concerning: When inflammatory language replaces neutral terms to provoke reaction
When acceptable: Rarely â dysphemisms almost always serve to inflame rather than inform
When acceptable: Rarely â dysphemisms almost always serve to inflame rather than inform
death tax government takeover job killers tax and spend bleeding heart welfare queen anchor babies illegal aliens chain migration socialized medicine nanny state big government bureaucrats handouts entitlements radical agenda open borders activist judges
Medical Euphemism 13
Healthcare language that softens or obscures medical errors, patient outcomes, and end-of-life realities.
When concerning: When medical language impairs informed consent or hides errors
When acceptable: When showing sensitivity to patients and families in acute grief
When acceptable: When showing sensitivity to patients and families in acute grief
therapeutic misadventure negative patient outcome terminal illness life-limiting condition comfort care pregnancy termination medical assistance in dying adverse event treatment failure non-responsive palliative sedation failure to thrive code blue
Environmental Euphemism 15
Environmental language that minimizes ecological damage or greenwashes harmful practices.
When concerning: When environmental language obscures actual ecological harm
When acceptable: When describing genuine environmental improvements with specific data
When acceptable: When describing genuine environmental improvements with specific data
climate change global warming carbon footprint sustainable development clean coal energy independence managed retreat controlled burn wildlife management natural gas harvest emissions trading carbon neutral green growth responsible mining
Emotional Manipulation
Appeals designed to trigger emotional responses
Fear Appeal 21
Language designed to trigger fear and threat perception, bypassing rational risk assessment.
When concerning: When fear language substitutes for evidence about actual dangers
When acceptable: When describing genuinely dangerous situations with supporting evidence
When acceptable: When describing genuinely dangerous situations with supporting evidence
dangerous precedent slippery slope existential threat grave danger serious threat dire consequences catastrophic results devastating impact irreversible damage point of no return ticking time bomb imminent danger clear and present danger looming crisis impending doom mortal threat doomsday scenario nightmare scenario worst case scenario on the brink spiraling out of control
Guilt Induction 21
Language designed to trigger guilt and moral responsibility, pressuring agreement through shame.
When concerning: When guilt is used to shut down legitimate debate or analysis
When acceptable: When genuine accountability is supported by evidence of responsibility
When acceptable: When genuine accountability is supported by evidence of responsibility
shame on how dare blood on your hands morally responsible complicit in turning a blind eye failed to act stood by while allowed to happen could have prevented chose to ignore willfully neglected betrayed the trust let down abandoned their duty on your conscience history will judge answerable for dereliction of duty looked the other way washed their hands of
Flattery Manipulation 18
Compliments and in-group identity appeals designed to bias the reader toward agreement.
When concerning: When flattery substitutes for substantive argument
When acceptable: Rarely â flattery in persuasive writing almost always serves to manipulate
When acceptable: Rarely â flattery in persuasive writing almost always serves to manipulate
smart people like you educated readers understand discerning individuals those who truly care people of conscience thoughtful citizens intelligent observers wise enough to see sophisticated thinkers enlightened minds those with common sense reasonable people agree anyone with half a brain thinking people know informed citizens realize astute observers recognize those who pay attention right-thinking people
Outrage Fuel 21
Language designed to trigger moral outrage, bypassing careful analysis with indignation.
When concerning: When outrage language replaces factual reporting or evidence
When acceptable: When describing genuinely outrageous situations with full factual context
When acceptable: When describing genuinely outrageous situations with full factual context
shocking revelation unbelievable scandal absolute outrage disgusting display appalling behavior unconscionable act beyond the pale crosses the line new low height of hypocrisy blatant corruption flagrant violation egregious abuse stunning betrayal jaw-dropping slap in the face travesty of justice moral bankruptcy utter contempt brazen disregard shameless exploitation
Sympathy Exploitation 20
Uses vulnerable populations to weaponize compassion and bypass rational evaluation of arguments.
When concerning: When sympathy appeals are disconnected from the actual argument
When acceptable: When vulnerable populations are genuinely and directly affected
When acceptable: When vulnerable populations are genuinely and directly affected
think of the children vulnerable victims innocent lives helpless elderly suffering families heartbroken parents orphaned children widows and orphans defenseless animals voiceless victims forgotten souls human tragedy real people suffering faces behind the statistics their blood cries out who will speak for them left to fend for themselves prey upon the weak the most vulnerable among us those who cannot help themselves
False Urgency 18
Creates artificial time pressure to prevent careful deliberation and force hasty decisions.
When concerning: When urgency is manufactured to prevent careful thought
When acceptable: When genuine deadlines exist and are supported by evidence
When acceptable: When genuine deadlines exist and are supported by evidence
act now before it's too late time is running out last chance final opportunity narrow window critical moment now or never decisive moment crucial juncture make or break do or die the clock is ticking every second counts running out of time at the eleventh hour no time to waste urgent action needed
Gaslighting
Phrases that undermine perception and memory
Reality Denial 18
Direct denial that events occurred or facts exist, attacking objective reality itself.
When concerning: When denying documented or widely witnessed events
When acceptable: Rarely â reality denial is almost always manipulative
When acceptable: Rarely â reality denial is almost always manipulative
that never happened you're imagining things that's not true you're making it up completely fabricated pure fiction didn't happen that way false memory revisionist history twisting the facts distorting reality alternative facts total fabrication that's a lie never said that you're inventing things fantasy fiction not fact
Emotional Invalidation 17
Dismissing emotional responses as irrational or disproportionate to undermine confidence in one's own feelings.
When concerning: When used to silence legitimate concerns or feelings
When acceptable: When genuinely helping someone recognize a cognitive distortion, with care and evidence
When acceptable: When genuinely helping someone recognize a cognitive distortion, with care and evidence
you're overreacting making a big deal blowing it out of proportion being dramatic overly sensitive too emotional getting worked up over nothing making mountains out of molehills need to calm down being hysterical irrational response taking it too seriously reading too much into it stop being so sensitive you're too thin-skinned learn to take a joke lighten up
Memory Manipulation 16
Undermining confidence in one's own memory to replace recollections with a preferred narrative.
When concerning: When used to replace someone's recollection with a preferred narrative
When acceptable: When providing documented evidence of a genuine misunderstanding
When acceptable: When providing documented evidence of a genuine misunderstanding
you're misremembering that's not what was said you're confused mixing things up got it backwards faulty recollection selective memory conveniently forgetting memory is playing tricks not how I remember it you must be mistaken false impression your memory is unreliable you always get this wrong that's not what happened at all you're rewriting history
Credibility Attack 19
Attacking the person's mental fitness, judgment, or competence rather than addressing their actual argument.
When concerning: When personal attacks substitute for addressing the actual argument
When acceptable: Rarely â credibility attacks almost always avoid the substantive issue
When acceptable: Rarely â credibility attacks almost always avoid the substantive issue
you're being paranoid too sensitive crazy to think lost touch with reality delusional thinking conspiracy theorist seeing things that aren't there jumping to conclusions wild accusations baseless claims unfounded fears irrational beliefs unstable behavior not thinking clearly you need help you're losing it unhinged out of your mind not in your right mind
Deflection 17
Redirecting attention away from the actual issue to avoid accountability or addressing the concern.
When concerning: When topic changes prevent addressing the original issue
When acceptable: When genuinely raising a relevant related issue while still addressing the original
When acceptable: When genuinely raising a relevant related issue while still addressing the original
the real issue is what about more importantly you're missing the point that's not the problem focusing on the wrong thing beside the point irrelevant detail distracting from changing the subject let's talk about but what about when conveniently ignoring you're deflecting nice try changing the topic stop trying to distract that's whataboutism
False Dilemmas
Language that forces artificial binary choices
either you're with us or against us either...or can't have it both ways pick a side choose one black or white all or nothing win or lose success or failure friend or foe love it or leave it my way or the highway sink or swim must choose between forced to decide have to pick can't have both one or the other mutually exclusive incompatible options can't be both impossible to reconcile fundamental choice defining decision ultimate choice only two options just two choices two paths binary choice simple choice clear choice obvious choice no middle ground no compromise no third option no alternative no other way zero sum game winner takes all us versus them last chance final offer take it or leave it now or never speak now or forever one time only limited time closing window ship is sailing train is leaving door is closing bridge is burning if you're not unless you those who don't anyone who doesn't people who refuse failure to choose refusing to take a stand sitting on the fence can't remain neutral neutrality is complicity silence is consent inaction is action
Excellence Detection
Positive writing patterns that demonstrate clear, honest, evidence-based communication.
Clear Attribution
Specific, verifiable sources that build trust and accountability
According to ... 's [year] ... study According to ... 's [year] ... research According to ... 's [year] ... paper According to ... 's [year] ... analysis research published in ... study published in ... analysis published in ... based on ... data points based on ... participants based on ... responses based on ... observations Dr. ... at ... Dr. ... from ... The ... Department reported The ... Department found The ... Department concluded The ... Institute reported The ... Institute found The ... Institute concluded The ... University reported The ... University found The ... University concluded The ... Center reported The ... Center found The ... Center concluded The ... Bureau reported The ... Bureau found The ... Bureau concluded per ... report per ... statement per ... announcement via ... report via ... statement via ... announcement through ... report through ... statement through ... announcement from ... report from ... statement from ... announcement as reported by ... as reported in ... as documented by ... as documented in ... as noted by ... as noted in ...
Look for:
Named authors and publications · Specific dates and page numbers · Institutional affiliations · Direct quotes with citations
Examples:
According to Smith et al. (2023, p. 45) · The WHO reported on March 15, 2024 · Dr. Johnson from Harvard Medical School stated
Nuanced Language
Language that acknowledges complexity and avoids oversimplification
might could possibly potentially perhaps maybe seems appears appears to seems to tends to likely to suggests that indicates that implies that points to however although while whereas nevertheless nonetheless on the other hand alternatively conversely multiple factors various several some evidence mixed results worth considering it's possible may not reflect could be explained depending on in certain cases under specific conditions context-dependent situation-specific case-by-case
Look for:
Conditional language (might, could, seems) · Acknowledgment of exceptions · Recognition of multiple factors · Context-dependent statements
Examples:
While generally true, exceptions include... · This trend shows X, though Y factors also influence... · The relationship appears complex because...
Transparent Communication
Open communication about limitations, biases, and uncertainties
in my opinion in my view I think I believe I feel from my perspective personally subjectively as I see it limitations include should note that important to mention caveat disclaimer qualification correlation does not ... causation preliminary findings initial results early data uncertain unclear unknown yet to be determined requires further research requires further investigation requires further study requires more research requires more investigation requires more study open to correction open to revision open to debate open to interpretation
Look for:
Acknowledgment of limitations · Discussion of uncertainty · Methodological transparency · Bias acknowledgment
Examples:
This analysis has limitations... · I should note my background in X might influence... · The data is preliminary and requires further research
Constructive Discourse
Language that encourages dialogue and acknowledges other perspectives
what do you think worth discussing let's explore let's consider let's examine open to feedback welcoming thoughts interested in perspectives building on extending expanding upon adding to similar to comparable in line with consistent with yes, and to add furthermore additionally valid point good observation worth noting important contribution as ... mentioned as ... noted as ... pointed out as ... observed balanced nuanced approach both ... and ... pros and cons advantages and disadvantages benefits and drawbacks
Look for:
Questions inviting input · Acknowledgment of others' contributions · Building on others' ideas · Fair representation of different views
Examples:
What do you think about...? · Others might argue... · Building on Sarah's point... · I'd value your perspective on...
Evidence-Based
Claims supported by specific evidence, data, or research
#.#% of ... statistically significant p <= 0.# sample size of # n = # margin of error confidence interval standard deviation data shows data indicates data reveals data demonstrates evidence suggests evidence supports evidence indicates findings show findings indicate findings suggest findings reveal methodology method approach technique procedure peer-reviewed replicated validated verified
Look for:
Specific percentages and numbers · Named studies and datasets · Methodological details · Peer-reviewed sources
Examples:
Data from the 2023 survey shows 67% of respondents... · Three peer-reviewed studies demonstrate... · The methodology involved 1,200 participants over 6 months