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Coefficient Giving – overlooked funding opportunities

This tool compares research, news coverage/attention and funding areas across Coefficient Giving's funds. It highlights where important opportunities may be getting too little attention, and suggests actions in response.

·Updated daily.

Most overlooked area across all funds

Next-generation PPEBiosecurity & Pandemic Preparedness

Suggested action

Fund a campaign to explain "Next-generation PPE" to policymakers and journalists, using the existing study "Biosecurity Frontiers - GOV.UK" as the evidence base.

Why

Academic research on "Next-generation PPE" has grown to 2.5 times its typical yearly level over the past three years, but it has had almost no news coverage – so even though the evidence is there, almost nobody outside academia knows about it yet.

Research momentum: 2.5×Recent news mentions: 58Quadrant: Research ahead of coverage

Most important area by fund – largest gap

Abundance & GrowthHousing policy
Air QualityEcosystem growth
Biosecurity & Pandemic PreparednessNext-generation PPE
Effective Giving & CareersDonation platforms
Farm Animal WelfareScientific research
ForecastingPrediction markets
Global Aid PolicyMultilateral institution reform
Global Catastrophic Risks OpportunitiesAcademic field-building
Global GrowthMacroeconomic and structural transformation
Global Health & Wellbeing OpportunitiesClean water access
Lead Exposure Action FundBlood lead level monitoring
Navigating Transformative AIModel evaluations
Science and Global Health R&DDiagnostics and treatments
Strep A Vaccine FundMarket shaping

Research momentum vs. news attention

Research ahead of coverageHigh research and coverageLow research and coverageCoverage ahead of research

All areas, across all funds

Research momentum compares each area's academic output over the past year to its typical yearly level. News attention counts how many recent news articles mention it. Gap is the difference between the two rankings – the larger it is, the more overlooked the area. Quadrant groups each area by whether its research and news attention are running high or low.

AreaFundGap ↓Research momentumNews attentionQuadrant
Next-generation PPEBiosecurity & Pandemic Preparedness382.5×58Research ahead of coverage
Macroeconomic and structural transformationGlobal Growth373.0×58Research ahead of coverage
Built environment interventionsBiosecurity & Pandemic Preparedness321.5×55Research ahead of coverage
Model evaluationsNavigating Transformative AI321.7×56Research ahead of coverage
Market shapingStrep A Vaccine Fund301.7×56Research ahead of coverage
Ecosystem growthAir Quality292.2×60Research ahead of coverage
Disease surveillanceBiosecurity & Pandemic Preparedness291.3×56Research ahead of coverage
Housing policyAbundance & Growth271.2×0Research ahead of coverage
Prediction marketsForecasting262.1×60Research ahead of coverage
Safety protocolsBiosecurity & Pandemic Preparedness231.9×59Research ahead of coverage
Safety toolingNavigating Transformative AI222.0×60Research ahead of coverage
Targeted pollution sourcesAir Quality192.2×64High research and coverage
Diagnostics and treatmentsScience and Global Health R&D191.2×56Low research and coverage
AI alignment researchNavigating Transformative AI186.4×64High research and coverage
Clean water accessGlobal Health & Wellbeing Opportunities132.0×63High research and coverage
Infectious disease vaccinesScience and Global Health R&D121.1×56Low research and coverage
Malaria controlScience and Global Health R&D111.2×58Research ahead of coverage
Epistemic infrastructureForecasting97.5×67High research and coverage
Trade and market accessGlobal Growth71.3×60Research ahead of coverage
Innovation policyAbundance & Growth61.3×62Research ahead of coverage
Scientific researchFarm Animal Welfare60.9×56Low research and coverage
GovernanceNavigating Transformative AI61.9×64High research and coverage
Corporate reformsFarm Animal Welfare51.1×58Low research and coverage
Blood lead level monitoringLead Exposure Action Fund42.0×65High research and coverage
Global movement buildingFarm Animal Welfare31.5×64High research and coverage
Alternative proteinsFarm Animal Welfare21.3×64High research and coverage
Multilateral institution reformGlobal Aid Policy11.0×57Low research and coverage
Policy advocacyGlobal Aid Policy01.7×65High research and coverage
Vaccination deliveryGlobal Health & Wellbeing Opportunities-11.2×62Low research and coverage
Superforecaster trainingForecasting-20.0×56Low research and coverage
Cost-effective medical interventionsGlobal Health & Wellbeing Opportunities-20.8×57Low research and coverage
State capacityAbundance & Growth-32.0×71High research and coverage
Research and data collectionAir Quality-41.0×60Low research and coverage
Donation platformsEffective Giving & Careers-72.1×99High research and coverage
Lead paint eliminationLead Exposure Action Fund-90.8×58Low research and coverage
Vaccine R&DStrep A Vaccine Fund-100.8×59Low research and coverage
Advisory servicesEffective Giving & Careers-151.5×97High research and coverage
Multiplier schemesEffective Giving & Careers-181.3×96High research and coverage
Contaminated site remediationLead Exposure Action Fund-181.2×65Coverage ahead of research
State capacity for growthGlobal Growth-191.1×65Coverage ahead of research
Aid effectiveness researchGlobal Aid Policy-200.8×62Low research and coverage
Academic field-buildingGlobal Catastrophic Risks Opportunities-211.0×64Coverage ahead of research
Financial sector developmentGlobal Growth-231.2×72Coverage ahead of research
GCR mitigation capacity buildingGlobal Catastrophic Risks Opportunities-240.0×63Coverage ahead of research
Abundance and progress studies field buildingAbundance & Growth-260.0×63Coverage ahead of research
Career developmentGlobal Catastrophic Risks Opportunities-261.1×95Coverage ahead of research
Economic developmentGlobal Health & Wellbeing Opportunities-261.0×65Coverage ahead of research
Clinical trialsAbundance & Growth-281.0×66Coverage ahead of research
Energy policyAbundance & Growth-281.0×68Coverage ahead of research
Technical assistanceAir Quality-281.0×66Coverage ahead of research
High-skilled immigrationAbundance & Growth-290.8×65Coverage ahead of research
Career developmentEffective Giving & Careers-311.1×97Coverage ahead of research
Pledger recruitmentEffective Giving & Careers-480.0×96Coverage ahead of research