Open every source behind the rulings.

Evidence roleofficial primary or output

Institutional familyU.S. Department of State

Analytical useRoles, organization, research, content, and field responsibilities

LimitRules establish intended capacity, not implementation or effect

Evidence roleofficial primary or output

Institutional familyU.S. Department of State

Analytical useCountry-context, planning, monitoring, and evaluation requirements

LimitProcess requirements do not prove compliance, causal validity, or learning

Evidence roleofficial primary or output

Institutional familyU.S. Department of State

Analytical useCounter-manipulation authorities, definitions, and coordination

LimitDoctrine does not establish detection quality, rights cost, or effect

Evidence roleindependent reporting

Institutional familyDuolingo

Analytical useObserved language-learning choices and growth

LimitPlatform users are not population representative; English utility is not solely U.S. influence

Evidence roleofficial primary or output

Institutional familyChina Media Group

Analytical useClaimed country availability, language production, and followers

LimitPotential availability and followers are neither unduplicated consumption nor influence

Evidence roleindependent research

Institutional familyAfrobarometer

Analytical useRegional demand, agency, and external-power perceptions

LimitQuestion wording and country waves vary; attitudes do not establish message effects

Evidence roleindependent research

Institutional familyArab Barometer

Analytical usePolicy-message alignment and current reputation risk

LimitAnalysis links policy and survey context but does not isolate information effects

Evidence roleofficial primary or output

Institutional familyU.S. Department of State

Analytical useNetwork standards, programming, access, and local partnerships

LimitStandards and venue counts do not establish trust or durable affinity

Evidence roleindependent research

Institutional familyLowy Institute

Analytical useDefinitions, indicators, normalization, and weights

LimitRegional and composite design; not a causal influence model

Evidence roleindependent research

Institutional familyLowy Institute

Analytical useMatched cultural projection and information-flow indicators

LimitComposite mixes inputs, flows, and attraction; weights are not adopted

Evidence roleindependent research

Institutional familyFreedom House

Analytical usePRC media influence tactics, localization, resilience, and country cases

LimitCoverage ends 2021; qualitative coding and democracy-focused lens; not a current effects panel

Evidence roleindependent research

Institutional familyFreedom House

Analytical useCoding, country selection, and comparative limits

LimitMethod supports tactic/resilience comparison, not causal persuasion estimates

Evidence roleofficial primary or output

Institutional familyPRC party-state

Analytical useOfficial internet-governance narrative and distribution doctrine

LimitWhite paper is advocacy and cannot establish trust or legitimacy

Evidence roleofficial primary or output

Institutional familyPRC party-state

Analytical useExport and distribution growth

LimitFirst-party output and audience claims do not establish durable influence

Evidence roleindependent research

Institutional familyRSF

Analytical usePress-freedom and journalist-safety context

LimitDomestic freedom index is not a source-specific foreign credibility measure

Evidence roleindependent research

Institutional familyGallup World Poll

Analytical useMatched global leadership approval and disapproval trends

LimitLeadership approval is policy- and leader-sensitive and not source-specific credibility

Evidence roleindependent research

Institutional familyAidData

Analytical useProgram, exchange, finance, and public-diplomacy activity mapping

LimitActivity and estimated exposure do not establish causal effect

Evidence roleofficial primary or output

Institutional familyPRC party-state

Analytical useFilm production and international-distribution input

LimitState report; box office and screenings do not prove preference change

Evidence roleofficial primary or output

Institutional familyPRC Ministry of Education

Analytical useLanguage-learning access and participation claims

LimitFirst-party participation figures; no matched retention or preference effects

Evidence roleindependent research

Institutional familyAcademic research team

Analytical useCausal effect of representative CGTN and U.S. message exposure on model preference

LimitExperimental forced exposure, short horizon, low real-world CGTN viewing, and attitude rather than behavior

Evidence roleindependent research

Institutional familyAidData

Analytical usePRC public-diplomacy exposure and elite/public perceptions

LimitRegional observational evidence; material projects confound informational effects

Evidence roleintergovernmental data or analysis

Institutional familyWIPO

Analytical useComparable creative-goods export input

LimitExport value does not identify cultural source recognition or influence

Evidence roleofficial primary or output

Institutional familyPRC party-state

Analytical useIndustry-policy and export capacity

LimitInput and policy evidence only

Evidence roleindependent reporting

Institutional familyReuters Institute

Analytical useNews access, platform use, and domestic news trust context

LimitDomestic news trust is not a matched U.S.-versus-PRC foreign-source comparison

Evidence roleindependent reporting

Institutional familyOpenAI

Analytical useCross-actor tactics and limits of AI amplification

LimitDetected accounts are selected and platform-specific; activity is not influence

Evidence roleindependent reporting

Institutional familyOpenAI

Analytical useAI-enabled content production, attribution, and lack of observed breakout

LimitOpenAI-service visibility only; no claim about all platforms or offline effects

Evidence roleofficial primary or output

Institutional familyU.S. Department of State ECA

Analytical useLearning questions and intended evidence loops

LimitAgenda predates current disruption and does not show completed learning cycles

Evidence roleintergovernmental data or analysis

Institutional familyOECD

Analytical useStudent mobility and destination-system context

LimitEducation mobility reflects costs, capacity, migration policy, and labor markets

Evidence roleofficial primary or output

Institutional familyU.S. Department of State

Analytical useParticipation, perceptions, program outcomes, and limitations

LimitSelected sites, self-report, and no matched PRC comparator constrain causal use

Evidence roleofficial primary or output

Institutional familyU.S. Department of State ECA

Analytical useLanguage, cultural, educational, and longitudinal outcomes

LimitProgram selection and self-report limit national-system attribution

Evidence roleofficial primary or output

Institutional familyU.S. Department of State ECA

Analytical useExchange relationships, self-reported change, and alumni outcomes

LimitSelection, self-report, attrition, and no matched PRC comparator

Evidence roleindependent research

Institutional familyFreedom House

Analytical useAccess barriers, censorship, manipulation, and integrity costs

LimitExpert-coded country assessment; domestic access is an enabler/constraint, not external influence outcome

Evidence roleindependent research

Institutional familyFreedom House

Analytical useMatched domestic information-environment comparison

LimitDomestic freedom does not automatically yield foreign influence

Evidence roleofficial primary or output

Institutional familyUSAGM

Analytical useMeasured weekly audience, trust, audience research, and performance machinery

LimitActor-authored; rolling surveys; China and several denied markets excluded or stale

Evidence roleindependent oversight

Institutional familyState OIG and USAGM

Analytical useInstitutional weaknesses, oversight, measurement, and disruption risks

LimitChallenge report does not measure comparative audience effects

Evidence roleofficial primary or output

Institutional familyUSAGM

Analytical useResources, network plans, and current operating assumptions

LimitRequested resources and forecasts are not delivered capability

Evidence roleofficial primary or output

Institutional familyPRC party-state

Analytical useCommercial cultural export growth

LimitRevenue and downloads are exposure/market success, not affinity or behavior

Evidence roleindependent research

Institutional familyBrand Finance

Analytical useFamiliarity, influence, reputation, arts, media, and education comparisons

LimitProprietary weights and broad nation-brand constructs; composite is not adopted

Evidence roleindependent research

Institutional familyBrand Finance

Analytical useUnderlying indicator and regional context

LimitProprietary weighting and construct overlap limit causal use

Evidence roleindependent oversight

Institutional familyState OIG and USAGM

Analytical useCurrent control, continuity, and management evidence

LimitFinancial audit is not an audience-effect evaluation

Evidence roleindependent research

Institutional familyAidData

Analytical useContent-sharing associations with approval and UN-vote tests

LimitObservational design, regional scope, and content-sharing endogeneity; no systematic UN-vote relationship

Evidence roleofficial primary or output

Institutional familyNATO

Analytical usePartner IEA architecture available in NATO cases

LimitProgram initiation does not establish mature capability or outcome

Evidence roleofficial primary or output

Institutional familyPRC party-state

Analytical useEarly central narrative and international-communication architecture

LimitFirst-party doctrine; implementation and causal effect unobserved

Evidence roleofficial primary or output

Institutional familyU.S. Department of State

Analytical useCurrent official priorities and policy-message themes

LimitPriority statements do not establish coherence, credibility, or audience effect

Evidence roleindependent reporting

Institutional familyMicrosoft

Analytical useAI-enabled influence tactics, detection, and ecosystem trends

LimitVendor visibility is platform- and customer-dependent; campaign effects rarely causal

Evidence roleofficial primary or output

Institutional familyPRC party-state

Analytical useState-supported cultural-export capacity and mechanisms

LimitSelection and export status establish supply, not affinity or behavior

Evidence roleindependent reporting

Institutional familyGoogle

Analytical useOutput scale, takedowns, and exceptionally low organic engagement

LimitPlatform-specific actor attribution; disrupted accounts are selected and do not represent all channels

Evidence roleindependent research

Institutional familyIIE Open Doors

Analytical useRevealed study destination and trend evidence

LimitStudy choice has many economic, visa, capacity, and career causes; one-sided comparator

Evidence roleindependent research

Institutional familyPew Research Center

Analytical useMatched favorability, leader confidence, freedoms, reliability, and foreign-policy perceptions

LimitCountry favorability and leader views are not source-specific trust or causal message effects; rapid policy sensitivity

Evidence roleindependent reporting

Institutional familyAssociated Press

Analytical useCurrent content automation, localization, and attribution

LimitInvestigative cases are not a representative performance sample

Evidence roleindependent research

Institutional familyArab Barometer

Analytical useRegional favorability, policy, and economic-perception context

LimitCountry coverage and timing differ; policy and material relations confound informational effect

Evidence roleindependent reporting

Institutional familyMeta

Analytical useCross-platform tactics, attribution, and engagement

LimitPlatform-specific, selected detected operations, and company-authored

Evidence roleofficial primary or output

Institutional familyPRC party-state

Analytical useIntegration of culture, national narrative, and international communication

LimitDoctrine and ambition do not establish foreign effect

Evidence roleindependent research

Institutional familyISEAS

Analytical useAlignment preference, perceived influence, work/live/travel preference, concern, and trust

LimitNonprobability elite/opinion-leader sample; hypothetical alignment is not state behavior

Evidence roleofficial primary or output

Institutional familyUSAGM

Analytical useMission, impact model, editorial firewall, and measurement design

LimitStrategy is intent rather than observed performance

Evidence roleofficial primary or output

Institutional familyU.S. Department of Defense

Analytical useBoundary between military OIE and civilian information influence

LimitDoctrine is primarily a Defense-domain input and supplies no comparative effect

Evidence roleindependent reporting

Institutional familyGoogle

Analytical useCurrent disruption and attribution evidence

LimitPlatform-specific removal counts are not population exposure or defender-effect estimates

Evidence roleofficial primary or output

Institutional familyPRC party-state

Analytical useLocalization, audience differentiation, narrative production, and responsiveness

LimitFirst-party prescription; no matched performance series

Evidence roleindependent research

Institutional familyU.S. Congress

Analytical useCurrent institutional discontinuity and statutory context

LimitOrganizational change does not by itself establish lost operational effect

Evidence roleindependent research

Institutional familyAcademic research team

Analytical useConditions under which U.S. embassy democracy messaging changes attitudes

LimitOne-country, sensitive survey, treatment setting, and attitude outcome

Evidence roleintergovernmental data or analysis

Institutional familyUNESCO

Analytical useCultural-goods flows and measurement definitions

LimitTrade does not establish reception, affinity, or policy effect

Evidence roleindependent oversight

Institutional familyGAO

Analytical useHistorical audience-research quality and gaps

LimitOld evidence; calibration only

Evidence roleindependent oversight

Institutional familyGAO

Analytical useHistorical coordination and evaluation weaknesses

LimitOld evidence; does not establish current position

Evidence roleindependent research

Institutional familyRSF

Analytical useMatched press-freedom context

LimitDomestic freedom index does not establish foreign source trust

Evidence roleofficial primary or output

Institutional familyPRC government

Analytical useObserved travel growth as cultural-contact input

LimitEntry counts mix business, transit, and tourism and do not prove affinity

Evidence roleindependent research

Institutional familyAcademic research team

Analytical usePositive versus negative PRC diplomatic-message effects after a border clash

LimitOne-country survey experiment and short-run attitudes, not persistent behavior

Evidence roleofficial primary or output

Institutional familyPRC party-state

Analytical useTop-level doctrine, narrative alignment, localization, and evaluation intent

LimitNormative first-party statement; no outcome proof

Evidence roleofficial primary or output

Institutional familyXinhua

Analytical useClaimed global bureau footprint and production network

LimitFirst-party count; bureaus do not establish consumption or effect