Feature engineering
Bottom-up Feature Registry and Pillar Inputs
This page exposes the standardized registry and score outputs that feed the combined leaderboard. It now tracks the score table, impact-per-dollar readiness coverage, and the same five-pillar structure shown in the main table.
Funders covered
16,902
OpenAlex matched
203
Average evidence confidence
35.3%
Avg composite score
14.9%
Impact / $ queue
16,895
Latest pillar scoring run
2026-05-14
Dashboard score outputs
The combined-impact table consumes five pillar values plus composite score, with display columns reserved for impact per dollar and trending score.
pillar_academicpillar_translationpillar_innovationpillar_societalpillar_ecosystemcomposite_scoreimpact_per_dollartrending_scoreevidence_confidenceImpact-per-dollar readiness
Readiness tracks whether we have enough spending, outcome, linkage, and return evidence before the main leaderboard ranks by efficiency.
Queries planned
152,055
Readiness evidence
19.6%
Generated
2026-05-26
What the registry currently contains
Identity and provenance
Registry identity, naming, source alignment, geography, and evidence lineage fields.
funding_body_idfunding_body_namealiases_jsoncountry_or_regionwebsitedomainopenalex_funder_iddata_snapshot_dateevidence_statusevidence_confidencescoring_versionPortfolio scale and output
Core activity counts pulled from the current matched funder index and portfolio artifacts.
works_count_all_timeawards_count_all_timefunded_works_recent_windowcitation_count_all_timepatent_count_all_timepolicy_signal_countBreadth, concentration, and trend
Field spread, recipient breadth, and growth indicators used to characterize portfolio structure.
field_coverage_countfield_diversity_entropyfield_recent_share_top1field_recent_share_top3_sumfield_growth_positive_share_sumrecipient_institutions_count_uniquerecipient_fields_count_uniquetrend_recent_year_counttrend_growth_slopeopen_access_ratefwci_meancitation_normalized_percentile_meanProgram and topic descriptors
Structured text fields carrying topics, program areas, mechanisms, and partner surfaces.
field_topics_jsonprogram_areas_jsonfunding_instruments_jsonknown_flagship_programs_jsonknown_partners_jsonQualitative and heuristic scores
Current interim proxies that estimate leadership, governance, evidence quality, strategy, and mission orientation.
team_strength_scoreteam_track_record_scoregovernance_transparency_scorestrategy_clarity_scoreevidence_quality_scoreportfolio_coherence_scoretranslation_readiness_scoresocietal_intent_scoreinnovation_originality_scoreteam_strength_rationaleteam_track_record_rationalegovernance_transparency_rationalellm_modelllm_prompt_versionllm_assessed_atllm_source_urls_jsonCurrent coverage snapshot
These rates show how much of each evidence field is populated in the current funder registry.
Sparse or still-empty fields
open_access_rate0.0%llm_prompt_version0.0%llm_model0.0%llm_assessed_at0.0%fwci_mean0.0%citation_normalized_percentile_mean0.0%openalex_funder_id1.2%website92.0%Five-pillar scoring logic
Current pillar values are built from normalized registry features and then multiplied by `evidence_confidence`.
Academic
weight 0.30P_A = clip(0.35*works_recent_n + 0.25*works_all_n + 0.20*awards_n + 0.10*coverage_n + 0.10*top3_n) * evidence_confidence
funded_works_recent_windowworks_count_all_timeawards_count_all_timefield_coverage_countfield_recent_share_top3_sumTranslation
weight 0.25P_T = clip(0.35*policy_n + 0.20*recipient_inst_n + 0.15*recipient_fields_n + 0.15*trend_n + 0.15*translation_readiness_score) * evidence_confidence
policy_signal_countrecipient_institutions_count_uniquerecipient_fields_count_uniquetrend_growth_slopetranslation_readiness_scoreInnovation
weight 0.20P_I = clip(0.35*max(patent_n,growth_n) + 0.25*innovation_originality_score + 0.20*growth_n + 0.10*works_recent_n + 0.10*portfolio_coherence_score) * evidence_confidence
patent_count_all_timefield_growth_positive_share_suminnovation_originality_scorefunded_works_recent_windowportfolio_coherence_scoreSocietal
weight 0.15P_S = clip(0.35*societal_intent_score + 0.25*policy_n + 0.15*governance_transparency_score + 0.15*trend_n + 0.10*translation_readiness_score) * evidence_confidence
societal_intent_scorepolicy_signal_countgovernance_transparency_scoretrend_growth_slopetranslation_readiness_scoreEcosystem
weight 0.10P_E = clip(0.30*entropy_n + 0.25*coverage_n + 0.20*recipient_inst_n + 0.15*recipient_fields_n + 0.10*team_strength_score) * evidence_confidence
field_diversity_entropyfield_coverage_countrecipient_institutions_count_uniquerecipient_fields_count_uniqueteam_strength_scoreHighest-evidence rows in the current registry
This view joins feature-registry evidence confidence to the current pillar score table, matching the columns users inspect in the combined leaderboard.
| Funder | Status | Evidence | Composite | Academic | Translation | Innovation | Societal | Ecosystem | Impact / $ |
|---|---|---|---|---|---|---|---|---|---|
| Advanced Research + Invention Agency | todo | 72.0% | 32.2% | 36.0% | 32.2% | 31.4% | 24.7% | 33.9% | pending evidence |
| Advanced Research Projects Agency - Energy | todo | 72.0% | 32.2% | 36.0% | 32.2% | 31.4% | 24.7% | 33.9% | pending evidence |
| Advanced Research Projects Agency for Health | todo | 72.0% | 32.4% | 36.0% | 32.8% | 31.4% | 25.1% | 33.9% | pending evidence |
| American Accounting Association | todo | 72.0% | 32.1% | 36.0% | 32.2% | 31.9% | 22.9% | 33.9% | pending evidence |
| American Anthropological Association | todo | 72.0% | 32.1% | 36.0% | 32.2% | 31.9% | 22.9% | 33.9% | pending evidence |
| American Australian Association | todo | 72.0% | 32.1% | 36.0% | 32.2% | 31.9% | 22.9% | 33.9% | pending evidence |
| American Beverage Association | todo | 72.0% | 32.1% | 36.0% | 32.2% | 31.9% | 22.9% | 33.9% | pending evidence |
| American Burn Association | todo | 72.0% | 32.1% | 36.0% | 32.2% | 31.9% | 22.9% | 33.9% | pending evidence |
| American Counseling Association | todo | 72.0% | 32.1% | 36.0% | 32.2% | 31.9% | 22.9% | 33.9% | pending evidence |
| American Dental Association | todo | 72.0% | 32.1% | 36.0% | 32.2% | 31.9% | 22.9% | 33.9% | pending evidence |
| American Diabetes Association | todo | 72.0% | 33.6% | 36.0% | 34.6% | 31.9% | 29.5% | 33.9% | pending evidence |
| American Economic Association | todo | 72.0% | 32.1% | 36.0% | 32.2% | 31.9% | 22.9% | 33.9% | pending evidence |