Advanced Analytics: Difference between revisions

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There are a number of tools available from multiple software vendors that can potentially enable advanced analytics. Not all are marketed specifically for analytics, some are technologies that can enable advanced analysis and BI. This is a running list of all such offerings that are in the market today.
There are a number of tools available from multiple software vendors that can potentially enable advanced analytics. Not all are marketed specifically for analytics, some are technologies that can enable advanced analysis and BI. This is a running list of all such offerings that are in the market today. For the niche of Population Health related analytics offerings, see [[Population Health Management|this]] page.


'''Healthcare-Industry Focused Analytics'''
==Healthcare-Industry Focused Analytics==
* [http://www.medai.com MEDai]
* [http://www.medai.com MEDai]
* [http://www.healthdialog.com Health Dialog]
* [http://www.healthdialog.com Health Dialog]
* [http://www.ingenix.com Ingenix] (now [http://www.optum.com Optum])
* [http://www.ingenix.com Ingenix] (now [http://www.optum.com Optum])
* [http://www.scioinspire.com/ SCIOinspire]
* [http://www.scioinspire.com/ SCIOinspire]
* [http://www.medinsight.milliman.com/home/index.php Milliman MedInsight]: Predictive analytics
* [http://www.hcinsight.com Healthcare Insight]
* [http://www.hcinsight.com Healthcare Insight]
* [http://www.360fresh.com 360Fresh]
* [http://www.360fresh.com 360Fresh]
* [http://www.explorys.com Explorys]
* [http://www.explorys.com Explorys]
* [http://www.populationmanager.com/ Population Manager]
* [http://www.veriskhealth.com/index.php Verisk Health] (DxCG)
* [http://www.veriskhealth.com/index.php Verisk Health] (DxCG)
* [http://www.apixio.com Apixio]
* [http://www.apixio.com Apixio]
* [http://www.viewics.com/index.html Viewics]
* [http://www.viewics.com/index.html Viewics]: Lab focused BI
* [http://www.spectramd.com SpectraMD]
* [http://www.spectramd.com SpectraMD]
* [http://www.loopbackanalytics.com/our-solution/ Loopback analytics]
* [http://www.sdihealth.com/about_us/main.aspx SDI]
* [http://www.sdihealth.com/about_us/main.aspx SDI]
* [http://www.healthdialog.com/Main/Measurableresults/AllProductsandServices/AnalyticSolutions Health Dialog]
* [http://www.healthdialog.com/Main/Measurableresults/AllProductsandServices/AnalyticSolutions Health Dialog]
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* [http://www.kyruus.com/ Kyruus]
* [http://www.kyruus.com/ Kyruus]
* [http://www.activehealth.com/data-analytics.php Active Health (Aetna)]
* [http://www.activehealth.com/data-analytics.php Active Health (Aetna)]
* [http://www.humedica.com Humedica]
* [http://www.anthemhi.com/products Anthem Healthcare Intelligence]
* [http://www.ginger.io/Main/Platform Ginger.io]: Dead as of 2018. Had a confusing ride.
* [http://www.healthdatainsights.com/ Health Data Insights]
* [http://www.mynehealth.com/ Myne Health]
* [http://www.clinicast.net CliniCast]: Analytic solutions to help optimize population and case management
* [http://www.comprehend.com/about-us/ Comprehend Clinical]
* [http://www.gnshealthcare.com/about-us/ GNS Healthcare]
* [http://www.hcdataworks.com/about/index.htm Healthcare Dataworks]
* [http://diagnosisone.com/Products.aspx Diagnosis One]
* [https://www.healthlevel.com/ Health Level]
* [http://www.inovalon.com/howwehelp/pages/healthcare-data-insights.aspx Inovalon]
* [http://allazohealth.com/whatwedo/ Allazo Health]: Nascent startup with analytics focused on Med Adherence only
* [http://www.rxante.com/solutions/ RxAnte]: Analytics platform for medication adherence and management
* [http://www.embiondemand.com/about/ EMBI] Emergency Medicine Business Intelligence and analytics
* [http://www.healthcatalyst.com/what-we-deliver/ Health Catalyst]
* [https://www.ivantagehealth.com/ iVantage]: Got $10M funding in June 2013
* [http://www.medacist.com/AboutUs.asp Medacist]: Analytics for Pharmacy Auditing
* [http://arbormetrix.com/how-it-works/ ArborMetrix]
* [http://www.flatiron.com/platform/index.html Flatiron]: Focusing on Oncology initially. Backed by big tech names like Google Ventures, Social+Capital.
* [http://qpidhealth.com/qpid-overview/ Qpid Health]
* [http://www.kyron.com Kyron]: Stealth mode
* [https://www.ivantagehealth.com/the-ivantage-difference/ iVantage]
* [http://ambientclinical.com/ Ambient Clinical]: ICU decision support. Spin-off from Mayo
* [http://www.hcdataworks.com/solutions/index.htm Healthcare DataWorks]: EDW solution for healthcare data aggregation
* [http://www.comprehend.com Comprehend]: Clinical Analytics startup funded by YC, Sequoia. Seems to skew Pharma for now.
* [http://www.visiquate.com/ Visiquate]: Founded by the ex-founder of MedeAnalytics
* [http://www.predilytics.com/solutions/overview/ Predilytics]: Funded by Google Ventures
* [http://capsicohealth.com/products.html Capsico Health]: Hyper-focused analytics on bundled payments and payment model related reform
* [http://www.cloudmedxhealth.com Cloud MedX]: YCombinator 2016
* [http://www.analyticsmd.com AnalyticsMD]: YCombinator 2015. Raised $13M+. Now called Qventus. Doing operational analytics. Buzzwords on website include AI.
* [https://www.jvion.com/ Jvion]: Louisiana-based. Raised $8.9M in 2016.
* [http://www.lightbeamhealth.com/care-management.html LightBeam Health]
* [http://medalogix.com Medalogix]: Post-acute analytics to predict patient risk and do pop health interventions. Raised $5M.
* [https://www.tempus.com/ Tempus]: Precision medicine and AI. Eric Lefkofsky (Kellogg, Groupon fame). $580M raised. Unicorn.
* [https://2bprecisehealth.com/ 2bPrecise]: Precision Medicine


'''Generic Analytics''' (Industry Agnostic)
== Generic Analytics (Industry Agnostic)==
* [http://www.jmp.com SAS JMP]
* [http://www.jmp.com SAS JMP]
* [http://www.qlikview.com QlikView]
* [http://www.qlikview.com QlikView]
* [http://www.artinsoft.com ArtinSoft]
* [http://www.artinsoft.com ArtinSoft]
* [http://www.fico.com/en/Industries/HealthcarePharma/Pages/default.aspx FICO]
* [http://www.fico.com/en/Industries/HealthcarePharma/Pages/default.aspx FICO]
* [http://www.oc.com OpenConnect]
* [http://www.tibco.com/products/analytics/default.jsp TIBCO]
* [http://www-01.ibm.com/software/data/infosphere/streams/ IBM Infosphere]
* [http://www-01.ibm.com/software/data/infosphere/streams/ IBM Infosphere]
* [http://www.autonomy.com/content/Technology/autonomys-technology-a-different-approach/index.en.html Autonomy]
* [http://www.autonomy.com/content/Technology/autonomys-technology-a-different-approach/index.en.html Autonomy]
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* [http://www.dimins.com/healthcare.html Dimensional Insight]
* [http://www.dimins.com/healthcare.html Dimensional Insight]
* [http://salford-systems.com/cart.php Salford Systems]
* [http://salford-systems.com/cart.php Salford Systems]
* [http://www.healthdatainsights.com/ Health Data Insights]
* [http://www.splunk.com Splunk]: Operational analytics from machine/device data
* [http://www.ayasdi.com/solutions/ Ayasdi]: Hot startup, based on [http://www.ayasdi.com/rethink-data/ Topological Data Analysis] research from Stanford. Khosla funded.
* [http://www.predilytics.com/ Predilytics]: Machine learning applied to population health
* [http://www.predixionsoftware.com/Solutions/Healthcare Predixion]
* [http://www.srgtech.com/blender/ SRG Technology]: Interestingly enough, a spin-off of MGH
 
 
== Related Offerings ==
Below are some focused offerings that may not directly provide advanced healthcare analytics, but enable it in some way. I consider them to bel tools/services that complement the broader value proposition of the companies listed above.


'''Morbidity Scoring/Classification Tools'''
===Morbidity Scoring/Classification Tools===
*[http://www.dxcg.com/research-resources/index.asp DxCG]
*[http://www.dxcg.com/research-resources/index.asp DxCG]
*[http://acg.jhsph.edu/ ACG] by Johns Hopkins
*[http://acg.jhsph.edu/ ACG] by Johns Hopkins
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*Ingenix [http://www.ingenix.com/Products/Payers/NetworkCredentialingPayers/EnterpriseWideDecisionSupport/EpisodeRiskGroups/ Episode Risk Groups] (ERG)
*Ingenix [http://www.ingenix.com/Products/Payers/NetworkCredentialingPayers/EnterpriseWideDecisionSupport/EpisodeRiskGroups/ Episode Risk Groups] (ERG)


'''Rules Engines, Knowledge-bases'''
===Rules Engines, Knowledge-bases===
*[http://thomsonreuters.com/products_services/healthcare/healthcare_products/clinical_deci_support/ Thompson Reutors MicroMedex Clinical Decision Support]
*[http://thomsonreuters.com/products_services/healthcare/healthcare_products/clinical_deci_support/ Thompson Reutors MicroMedex Clinical Decision Support]
*[http://www.zynx.com Zynx Health]
*[http://www.zynx.com Zynx Health]


'''Medical Terminology Management'''
===Medical Terminology Management===
* [http://www.healthlanguage.com/ Health Language]
* [http://www.healthlanguage.com/ Health Language]
* [http://www.apelon.com Apelon]
* [http://www.apelon.com Apelon]
* [http://www.e-imo.com Intelligent Medical Objects]
* [http://www.e-imo.com Intelligent Medical Objects]
* [http://www.3mtcs.com/ 3M]
* [https://www.hddaccess.com/products 3M]
* [http://www.cap.org/apps/docs/snomed/sts/clinical_informatics.html CAP STS]
* [http://www.cap.org/apps/docs/snomed/sts/clinical_informatics.html CAP STS]
* [http://ontoserver.csiro.au OntoServer]: Australian govt. initiative. Free to use in Australia, but licensed elsewhere.
* [http://clinicalarchitecture.com/symedical-healthcare-terminology-management-software/ Symedical]
* [http://b2i.sg/terminology-server/ Snow Owl by B2i]


'''Data Visualization'''
===[[NLP & Speech Recognition]]===
 
===Data Visualization===
*[http://www.mappinghealth.com/ Mapping for Health]
* [http://spotfire.com Spotfire]
* [http://spotfire.com Spotfire]
* [http://www.corda.com/corda-company-information.php Corda]
* [http://www.corda.com/corda-company-information.php Corda]


'''Consulting & Training Services'''
===Consulting & Training Services===
* [http://www.the-modeling-agency.com/about.html The Modeling Agency]
* [http://www.the-modeling-agency.com/about.html The Modeling Agency]
* [http://www.abbottanalytics.com/data-mining-consulting-services.php Abbott Analytics]
* [http://www.abbottanalytics.com/data-mining-consulting-services.php Abbott Analytics]
* [http://www.decisionmanagementsolutions.com/ Decision Management Solutions] (James Taylor)
* [http://www.decisionmanagementsolutions.com/ Decision Management Solutions] (James Taylor)
 
* [http://thomsonreuters.com/products_services/healthcare/healthcare_products/a-z/reform_solutions_hospitals_health/ Truven Health Analytics]: Division of Thomson Reuters
'''Miscellaneous'''
* [http://www.dmg.org/ Data Mining Group](DMG) is an independent, vendor led consortium that develops data mining standards, such as the Predictive Model Markup Language (PMML).
* [http://www.dmg.org/ Data Mining Group](DMG) is an independent, vendor led consortium that develops data mining standards, such as the Predictive Model Markup Language (PMML).
* [http://abbottanalytics.blogspot.com/Dean Abbott's Blog] on data mining
* [http://abbottanalytics.blogspot.com/Dean Abbott's Blog] on data mining

Latest revision as of 14:06, 20 December 2023

There are a number of tools available from multiple software vendors that can potentially enable advanced analytics. Not all are marketed specifically for analytics, some are technologies that can enable advanced analysis and BI. This is a running list of all such offerings that are in the market today. For the niche of Population Health related analytics offerings, see this page.

Healthcare-Industry Focused Analytics

Generic Analytics (Industry Agnostic)


Related Offerings

Below are some focused offerings that may not directly provide advanced healthcare analytics, but enable it in some way. I consider them to bel tools/services that complement the broader value proposition of the companies listed above.

Morbidity Scoring/Classification Tools

Rules Engines, Knowledge-bases

Medical Terminology Management

NLP & Speech Recognition

Data Visualization

Consulting & Training Services

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