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Real-World Data

Score 14.8 / 100 22 providers +2 via APIs 6 APIs Search apis.io →

Providers using this tag (22)

Ranked by API Evangelist rating — Exemplar and Strong are expanded by default.

Strong 2 Solid coverage with minor gaps
xCuresHealthHealthcareMedical RecordsInteroperability1 API64.5DatavantHealthcareUnited StatesInteroperabilityHealth Data2 APIs61.3
Developing 1 Usable, with meaningful gaps to close
Komodo HealthCompanyHealthcareHealth DataLife Sciences1 API40.8
Thin 3 Limited public surface area
Caris Life SciencesPrecision OncologyMolecular ProfilingGenomicsHealthcare1 API29.0BEKHealthCompanyHealthcareClinical TrialsClinical Research28.1HealthVerityHealthcareUnited StatesLife Sciences1 API26.3
Emerging 10 Early or largely undocumented
PicnicHealthCompanyDigital BiologyHealthMedical Records23.1OncoLensCompanyHealthcareOncologyCancer Care22.8ConcertAICompanyHealthcareOncologyArtificial Intelligence21.6PurpleLabHealthcareHealth DataReal-World Evidence1 API20.0IomedCompanyHealthcareClinical Data18.9Tempus AIPrecision MedicineGenomicsHealthcareMolecular Diagnostics1 API16.2Evidation HealthCompanyHealthHealthcareDigital Health16.0PicnicaiCompanyHealthHealthcare DataClinical Research1 API14.6Om1CompanyHealthcareReal-World Evidence13.1Flatiron HealthCompanyHealthcareOncology12.9
Minimal 6 Almost no public developer surface
Outcomes4MeCompanyDigital HealthHealthcareCancer10.5Verana HealthCompanyLife SciencesHealthcare9.2Atropos HealthReal-World EvidenceClinical EvidenceObservational Studies4.5Spencer Health SolutionsCompanyHealthHealthcareMedication Management4.3Mendel AIClinical AIHealthcare AIOncologyClinical Trials4.2AllStripesCompanyHealthRare Disease2.9

APIs with this tag (6)

Ranked by the provider's API Evangelist rating — the Kin Score is scored per provider, not per API, so every API of a provider shares its band. How the rating works →

Developing 2 Usable, with meaningful gaps to close
Datavant Tokenization (Datavant Connect)Datavant's privacy-preserving tokenization technology lets organizations link patient records across datase...45.7Komodo Health Marmot Development KitThe Marmot Development Kit is Komodo Health's developer surface — a Python SDK and `komodo` CLI published t...40.8
Thin 1 Limited public surface area
GuardantINFORMIn-silico real-world clinical-genomic data platform combining de-identified longitudinal clinical informati...37.7
Emerging 3 Early or largely undocumented
HealthNexus API StreamsSubscription-based, pre-built healthcare data feeds and scoring APIs that augment a client's internal datas...20.0Tempus LensLens is Tempus' real-world multimodal data and agentic AI platform for life sciences and oncology drug deve...16.2PicnicHealth Research Data (R Package)First-party R package for importing, transforming, and visualizing PicnicHealth real-world research data (c...14.6

Companies reaching this through an API (2)

These companies publish an API, specification or operation carrying “Real-World Data” but do not classify their business under it. Listed unranked and kept out of the count above, because one tagged operation is not a statement about what a company does.

Guardant Health Roivant Sciences

Score breakdown

Frequency
39.4
log-scaled weighted occurrences
Breadth
0.6
spread across providers
Quality lift
24.0
mean composite of providers using it
Cohesion
0.0
strength of nearest seed neighbor

Related tags

Real-World Evidence 7 co-occurrences Medical Records 5 co-occurrences Health Data 9 co-occurrences Clinical Research 6 co-occurrences HIPAA 5 co-occurrences Clinical Trials 9 co-occurrences Oncology 7 co-occurrences Life Sciences 18 co-occurrences

Where this tag comes from

Provider tag22
Api tag6

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  • get_cohortThis tag as a scored cohort — every provider carrying it, with scores.
  • cohort_statsPRO — the distribution across this tag: mean, median, band split, adoption rates.
  • cohort_rankingsPRO — the leaderboard, on composite AND agent-readiness axes.
  • apis_io_searchSTART HERE — APIs, providers and tags for one query, each with its total.
  • resolveTurn a domain, URL or GitHub org into the provider it belongs to.
  • find_cohortsEvery scored population of providers in the catalog.
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This tag 
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As a scored cohort 
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The distribution (Pro) 
curl "https://apis.io/api/v1/cohorts/tag/real-world-data/stats" \
  -H "X-API-Key: $APIS_IO_KEY"

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