©2020 Fintova LLC Data Analytics and Modeling in the Cloud June 24, 2020
copy2020 Fintova LLC
Data Analytics and Modeling in the Cloud
June 24 2020
copy2020 Fintova LLC 2
TECHNOLOGY
TALENTD A T AS C I E N T I S T S
M O D E LV A L I D A T I O N
Q U A N T I T A T I V EA N A L Y S I S
D A T AM A N A G E M E N T
A N A L Y T I C S amp M O D E L S
S C E N A R I O amp R I S K R E P O R T I N G
About RiskSpan LEADING RISK amp ANALYTICS PLATFORM
RS Edge a scalable cloud-native platform delivering cost savings profit maximization and risk management
QUANT EXPERTISE ON-DEMAND50+ data scientist and quants supporting research analytics and reporting
VETERAN INDUSTRY THOUGHT LEADERSHIPProven financial services leaders driving the industry forward
FLEXIBLE amp CUSTOM SOLUTIONSChoose your data model and service level using one-time or fully outsourced solutions
END-TO-END PLATFORMEasily manage data models and analytics across loans and structured products
copy2020 Fintova LLC
STRATEGY INNOVATION DIGITAL DELIVERY SUCCESS
ReimaginingFINANCIAL SERVICES
CONSULTING ADVISORY PARTNERS
Fintova provides strategic advisory and delivery services to the financial services industry Specializing in end-to-end digital the company assists clients across their full transformation technology and operational agendas
Fintova was formed by an accomplished multi-disciplinary team of industry leaders whorsquove held C-level roles in 8 out of the top 10 financial institutions We are NOT generalists We bring an ldquoinsiderrsquosrdquo view of what it takes to transform for sustainability and growth
Wersquove helped organizations large and small identify and successfully deliver on a wide range of strategic initiatives substantially improving capabilities enhancing revenues and achieving meaningful and sustainable cost savings
We understand that digital transformation is not just a technology project but a deeper evolution of business and operating models to become more data-driven Data is the lifeblood of any digital organization and our Virtuous Data Feedback Looptrade drives new insights and capabilities
+1 833FINTOVA infofintovacomwwwfintovacom
copy2020 Fintova LLC
Fintova Leadership TeamGary Maier - Founder and Managing Principal CIO of BNY Mellon Investment Management CIO of UBS Asset Management Global Head of Engineering at Blackrock and original creator of Aladdin CTO at York Capital CTO at Five Mile Capital Partners
Brian Flaherty - Asset Management Operations Practice Leader COO of BNY Mellon Asset Management COO Standish Mellon Asset Management Founding member of State Street Strategic Client Relationship Division
Sheri Gilchrist - MarketingDistribution Practice Leader CMOof Prudential Global Investment Management Global Head of Marketing Operations and Digital Transformation at BNY Mellon Investment Management Global Head of Marketing Operations at Eaton Vance
Jon Banford ndash Corporate and Trading Technology Practice Leader Global Head of Treasury and ALM Trading Technology at UBS COO of UBS IT Americas Head of Technology for Dillon Read Capital Management
Keith Bowie - InformationCyber Security Practice Leader CIOof Scotiabank US Global Head of Commodities Technology at UBS Research Scholar within the Digital Financial Services Observatory at Columbia University
Cindy Caruso-Aquila ndash Human Resources Practice Leader Global Head of HR for BNY Mellon Investment Management Head of HR and Internal Communications for ING Investment Management Americas
Sanjay Vatsa ndash Shared ServicesOutsourcing Advisor Head of Global Business Strategies and Solutions at Merrill Lynch Head of Offshoring at Blackrock Head of Transformation Data amp Ops Strategy for Citi Fund Services Managing Principal at Capco Chairman of OMGEO Advisory Board
George Kaouris ndash Private Credit and Real Estate Practice Leader Co-founder and COO of Finitive President of Credit Suppliers Head of Commercial and Residential Real Estate Operations at Five Mile Capital Partners
copy2020 Fintova LLC
copy2020 Fintova LLC
The Truth Is There Were Already Plenty of Reasons to Adopt Digitalhellip
bull Investment industry has lagged in end-to-end digital vs other verticals
bull Industry-wide fee and margin compression requires greater operational efficiencies and a re-engineering of legacy business models and operating platforms
bull Product is commoditized need to deliver fit-for-purpose client solutions at scale
bull Virtuous Data Feedback Loop connected data-driven insights can improve distribution and manufacturing functions
bull Client Experience is the new Alpha UX seamless integration and time-to-market matters
bull Variablize costs and shift from CapEx to OpEx operating models including outsourcing of non-core and growth in public cloud
bull More reasons
copy2020 Fintova LLC
copy2020 Fintova LLC
Robust Digital and Data Needed Across All Investment Strategies
bull Product firms will compete on price and scale demanding superior operational efficiency in both manufacturing and distribution
bull Solutions firms are higher-value and stickier but will need to adapt scalable digital platforms that facilitate multi-asset portfolio construction and additionally enable a retail channel
bull Client experience from onboarding to servicing will be a differentiator across managers
bull Alternative managers too will need to embrace more data-driven investment processes and robust client service capabilities especially as competition increases
bull Digital transformation is a business imperative not a technology project
bull None of this happens without a comprehensive and coherent data strategy and architecture
copy2020 Fintova LLC
copy2020 Fintova LLC
Client Experience is the New Alpha
bull Performance amongst most managers is usually comparable across similar strategies
bull Client acquisition servicing and retention increasingly relies on digital channels
bull Client expectations were already trending towards rich interactive digital experienceshellipbefore COVID-19
bull If nothing else COVID-19 will elevate those expectations and serve as a catalyst for managers to accelerate their adoption of robust contemporary and self-service digital capabilities
bull These capabilities will drive client loyalty and attract new clients
bull Bilateral data not only enhances the client experience but informs the product shelf and manufacturing
bull Ultimately this is ALL enabled by an enterprise data strategy and architecture
copy2020 Fintova LLC
copy2020 Fintova LLC
Risk Management
bull High market volatility accompanied by substantial losses margin calls and bankruptcies
bull Increased redemptions due to cashflow needs will introduce additional asset pricing pressure
bull Government stimulus along with creditor accommodations and forbearance will provide some relief but not enough
bull Ability to view portfolio issuer and counterparty risks ideally in near-real time is critical
bull Need for increased transparency in alternative assets requires improved data architectures sourcing lineage and governance
bull Firms that have invested in a robust enterprise data platform are in much better shape
copy2020 Fintova LLC
copy2020 Fintova LLC
Public Cloud as Digital Enabler for Data Analytics and Modeling
bull Pre-trade analytics and modeling represent low-risk use-case for public cloud limitedno NPPI exposure
bull Just-in-time procurement to scale upscale down including GPUshellipno need to spend huge CapEx to provision for a momentary peak
bull Drive innovation and allow for failure without significant up-front costs
bull Application of new technologies including AIML BlockchainDLT Graph Databases etc
bull Prefer Data Virtualization (Denodo Presto JBoss etc) to Data Lakes and Data Warehouses
bull Utilize serverless computing (AWS Lambda AzureGoogle Functions) for event-driven processing at reduced cost
bull All major CSPs offer secure VPCs but configuration ease-of-use and maturity may vary
bull Increase agility and reduce time-to-market
bull Attract and retain contemporary technology talent copy2020 Fintova LLC
copy2020 Fintova LLC
The Virtuous Data Feedback LooptradeData is the lifeblood of any efficient supplier whether within financial services or any other industry
A strategic data architecture enables data to be shared across functional boundaries enabling new bilateral insights that enhance both manufacturing and distribution This creates a virtuous feedback loop where one function informs the other
The model also delivers
bull Reduced costsbull Enhanced client experiencebull Reduced operational market and credit risksbull Improved price transparencybull Greater agilitybull Faster time-to-marketbull An innovation pipeline
Dist
ribut
ion
Man
ufac
turin
g
copy2020 Fintova LLC
copy2020 Fintova LLC 12
Legacy Models amp Analyticsbull Infrastructure and
Platform as a Service
bull Run existing process -on the cloud
Cloud Native Applications bull Scales on the
cloudbull Has APIsbull Manages costsbull Securebull True SaaS
Serverless Access bull Ad-hoc analysisbull Open source toolsbull Several
commercial toolsbull Scales like SaaSbull Jupyter
Notebooksbull Rbull Publish Appsbull Needs governance
Analytics on the Cloud
copy2020 Fintova LLC 13
User controlled and dynamic scaling for computation and data storage
Compute and Data separation plugin models and data sources
Microservices not a monolithic platform use what you need
APIs for Interaction and Collaboration not subject to UI and pre-defined use cases
Open Source Access
Automated test deployment and versioning
Cloud Native SoftwareWhat to look for in SaaS Analytics Provider
copy2020 Fintova LLC 14
Experiments are cheaper no initial investments
Pay what you use when you use month end and quarter end valuation use case
Surge capacity Covid-19 risk analysis no need to wait no permanent investment
Save time on training models several pre-trained models ndash for NLP
Cloud is cheap but not free manage granular invoicing
Consider storage and data upload costs and approaches
Cloud Economics
copy2020 Fintova LLC 15
On popular cloud platforms
Data and Analytics Tools
Database RedShift SQL Server Big Query
MLAI ML Platform Azure AI AI Hub +TensorFlow
ImageVideo Rekognition Computer Vision Vision
Text Textract TextAnalytics Google NLP
GoogleAzureaws
copy2020 Fintova LLC 16
Datasets In the Cloud AzureTitle Link
US Producer Price Index -- Industry httpsazuremicrosoftcomen-usservicesopen-datasetscatalogus-producer-price-index-industry
US Producer Price Index -- Commodities httpsazuremicrosoftcomen-usservicesopen-datasetscatalogus-producer-price-index-commodities
US Consumer Price Index httpsazuremicrosoftcomen-usservicesopen-datasetscatalogus-consumer-price-index
US Employment Hours Earnings -- National httpsazuremicrosoftcomen-usservicesopen-datasetscatalogus-employment-hours-earnings-national
US Employment Hours Earnings -- State httpsazuremicrosoftcomen-usservicesopen-datasetscatalogus-employment-hours-earnings-state
US Labor Force Statistics httpsazuremicrosoftcomen-usservicesopen-datasetscatalogus-labor-force-statistics
UK Met Global Weather Data httpsazuremicrosoftcomen-usservicesopen-datasetscataloguk-met-global-weather-data
NYC Taxi and Limousine Commision -- For Hire Vehicle Trip Records httpsazuremicrosoftcomen-usservicesopen-datasetscatalognyc-taxi-limousine-commission-for-hire-vehicle-trip-records
NYC Taxi and Limousine Commission ndash Yellow Taxi Trip Records httpsazuremicrosoftcomen-usservicesopen-datasetscatalognyc-taxi-limousine-commission-yellow-taxi-trip-records
NYC Taxi and Limousine Commission -- Green Taxi Trip Records httpsazuremicrosoftcomen-usservicesopen-datasetscatalognyc-taxi-limousine-commission-green-taxi-trip-records
copy2020 Fintova LLC 17
Datasets In the Cloud AWS
Title Link
COVID-19 Data Lake httpsregistryopendataawsaws-covid19-lake
US Census ACS PUMS httpsregistryopendataawscensus-dataworld-pums
NAIP on AWS httpsregistryopendataawsnaip
OpenAQ httpsregistryopendataawsopenaq
GEOS ndash Chem Input Data httpsregistryopendataawsgeoschem-input-data
Deutsche Boumlrse Public Dataset httpsregistryopendataawsdeutsche-boerse-pds
SILAM Air Quality httpsregistryopendataawssilam
Safecast httpsregistryopendataawssafecast
copy2020 Fintova LLC 18
Datasets In the Cloud Google
Title LinkKaggle Database httpswwwkagglecomdatasetsutm_medium=paidamputm_source=
googlecomamputm_campaign=datasets+houseadsampgclid=EAIaIQobChMI-Lab_bCB2gIVk4hpCh1MUgZuEAAYASAAEgKA4vD_BwEampdclid=CPXkqf-wgdoCFYzOZAodPnoJZQ
Realestate10k httpsgooglegithubiorealestate10k
YouTube Tech Talk Channel httppeoplecsailmiteduludwigsdatayoutube_speakers_2013txt
GitHub httpsgithubcomgooglecluster-datablobmasterClusterData2011_2md
copy2020 Fintova LLC 2
TECHNOLOGY
TALENTD A T AS C I E N T I S T S
M O D E LV A L I D A T I O N
Q U A N T I T A T I V EA N A L Y S I S
D A T AM A N A G E M E N T
A N A L Y T I C S amp M O D E L S
S C E N A R I O amp R I S K R E P O R T I N G
About RiskSpan LEADING RISK amp ANALYTICS PLATFORM
RS Edge a scalable cloud-native platform delivering cost savings profit maximization and risk management
QUANT EXPERTISE ON-DEMAND50+ data scientist and quants supporting research analytics and reporting
VETERAN INDUSTRY THOUGHT LEADERSHIPProven financial services leaders driving the industry forward
FLEXIBLE amp CUSTOM SOLUTIONSChoose your data model and service level using one-time or fully outsourced solutions
END-TO-END PLATFORMEasily manage data models and analytics across loans and structured products
copy2020 Fintova LLC
STRATEGY INNOVATION DIGITAL DELIVERY SUCCESS
ReimaginingFINANCIAL SERVICES
CONSULTING ADVISORY PARTNERS
Fintova provides strategic advisory and delivery services to the financial services industry Specializing in end-to-end digital the company assists clients across their full transformation technology and operational agendas
Fintova was formed by an accomplished multi-disciplinary team of industry leaders whorsquove held C-level roles in 8 out of the top 10 financial institutions We are NOT generalists We bring an ldquoinsiderrsquosrdquo view of what it takes to transform for sustainability and growth
Wersquove helped organizations large and small identify and successfully deliver on a wide range of strategic initiatives substantially improving capabilities enhancing revenues and achieving meaningful and sustainable cost savings
We understand that digital transformation is not just a technology project but a deeper evolution of business and operating models to become more data-driven Data is the lifeblood of any digital organization and our Virtuous Data Feedback Looptrade drives new insights and capabilities
+1 833FINTOVA infofintovacomwwwfintovacom
copy2020 Fintova LLC
Fintova Leadership TeamGary Maier - Founder and Managing Principal CIO of BNY Mellon Investment Management CIO of UBS Asset Management Global Head of Engineering at Blackrock and original creator of Aladdin CTO at York Capital CTO at Five Mile Capital Partners
Brian Flaherty - Asset Management Operations Practice Leader COO of BNY Mellon Asset Management COO Standish Mellon Asset Management Founding member of State Street Strategic Client Relationship Division
Sheri Gilchrist - MarketingDistribution Practice Leader CMOof Prudential Global Investment Management Global Head of Marketing Operations and Digital Transformation at BNY Mellon Investment Management Global Head of Marketing Operations at Eaton Vance
Jon Banford ndash Corporate and Trading Technology Practice Leader Global Head of Treasury and ALM Trading Technology at UBS COO of UBS IT Americas Head of Technology for Dillon Read Capital Management
Keith Bowie - InformationCyber Security Practice Leader CIOof Scotiabank US Global Head of Commodities Technology at UBS Research Scholar within the Digital Financial Services Observatory at Columbia University
Cindy Caruso-Aquila ndash Human Resources Practice Leader Global Head of HR for BNY Mellon Investment Management Head of HR and Internal Communications for ING Investment Management Americas
Sanjay Vatsa ndash Shared ServicesOutsourcing Advisor Head of Global Business Strategies and Solutions at Merrill Lynch Head of Offshoring at Blackrock Head of Transformation Data amp Ops Strategy for Citi Fund Services Managing Principal at Capco Chairman of OMGEO Advisory Board
George Kaouris ndash Private Credit and Real Estate Practice Leader Co-founder and COO of Finitive President of Credit Suppliers Head of Commercial and Residential Real Estate Operations at Five Mile Capital Partners
copy2020 Fintova LLC
copy2020 Fintova LLC
The Truth Is There Were Already Plenty of Reasons to Adopt Digitalhellip
bull Investment industry has lagged in end-to-end digital vs other verticals
bull Industry-wide fee and margin compression requires greater operational efficiencies and a re-engineering of legacy business models and operating platforms
bull Product is commoditized need to deliver fit-for-purpose client solutions at scale
bull Virtuous Data Feedback Loop connected data-driven insights can improve distribution and manufacturing functions
bull Client Experience is the new Alpha UX seamless integration and time-to-market matters
bull Variablize costs and shift from CapEx to OpEx operating models including outsourcing of non-core and growth in public cloud
bull More reasons
copy2020 Fintova LLC
copy2020 Fintova LLC
Robust Digital and Data Needed Across All Investment Strategies
bull Product firms will compete on price and scale demanding superior operational efficiency in both manufacturing and distribution
bull Solutions firms are higher-value and stickier but will need to adapt scalable digital platforms that facilitate multi-asset portfolio construction and additionally enable a retail channel
bull Client experience from onboarding to servicing will be a differentiator across managers
bull Alternative managers too will need to embrace more data-driven investment processes and robust client service capabilities especially as competition increases
bull Digital transformation is a business imperative not a technology project
bull None of this happens without a comprehensive and coherent data strategy and architecture
copy2020 Fintova LLC
copy2020 Fintova LLC
Client Experience is the New Alpha
bull Performance amongst most managers is usually comparable across similar strategies
bull Client acquisition servicing and retention increasingly relies on digital channels
bull Client expectations were already trending towards rich interactive digital experienceshellipbefore COVID-19
bull If nothing else COVID-19 will elevate those expectations and serve as a catalyst for managers to accelerate their adoption of robust contemporary and self-service digital capabilities
bull These capabilities will drive client loyalty and attract new clients
bull Bilateral data not only enhances the client experience but informs the product shelf and manufacturing
bull Ultimately this is ALL enabled by an enterprise data strategy and architecture
copy2020 Fintova LLC
copy2020 Fintova LLC
Risk Management
bull High market volatility accompanied by substantial losses margin calls and bankruptcies
bull Increased redemptions due to cashflow needs will introduce additional asset pricing pressure
bull Government stimulus along with creditor accommodations and forbearance will provide some relief but not enough
bull Ability to view portfolio issuer and counterparty risks ideally in near-real time is critical
bull Need for increased transparency in alternative assets requires improved data architectures sourcing lineage and governance
bull Firms that have invested in a robust enterprise data platform are in much better shape
copy2020 Fintova LLC
copy2020 Fintova LLC
Public Cloud as Digital Enabler for Data Analytics and Modeling
bull Pre-trade analytics and modeling represent low-risk use-case for public cloud limitedno NPPI exposure
bull Just-in-time procurement to scale upscale down including GPUshellipno need to spend huge CapEx to provision for a momentary peak
bull Drive innovation and allow for failure without significant up-front costs
bull Application of new technologies including AIML BlockchainDLT Graph Databases etc
bull Prefer Data Virtualization (Denodo Presto JBoss etc) to Data Lakes and Data Warehouses
bull Utilize serverless computing (AWS Lambda AzureGoogle Functions) for event-driven processing at reduced cost
bull All major CSPs offer secure VPCs but configuration ease-of-use and maturity may vary
bull Increase agility and reduce time-to-market
bull Attract and retain contemporary technology talent copy2020 Fintova LLC
copy2020 Fintova LLC
The Virtuous Data Feedback LooptradeData is the lifeblood of any efficient supplier whether within financial services or any other industry
A strategic data architecture enables data to be shared across functional boundaries enabling new bilateral insights that enhance both manufacturing and distribution This creates a virtuous feedback loop where one function informs the other
The model also delivers
bull Reduced costsbull Enhanced client experiencebull Reduced operational market and credit risksbull Improved price transparencybull Greater agilitybull Faster time-to-marketbull An innovation pipeline
Dist
ribut
ion
Man
ufac
turin
g
copy2020 Fintova LLC
copy2020 Fintova LLC 12
Legacy Models amp Analyticsbull Infrastructure and
Platform as a Service
bull Run existing process -on the cloud
Cloud Native Applications bull Scales on the
cloudbull Has APIsbull Manages costsbull Securebull True SaaS
Serverless Access bull Ad-hoc analysisbull Open source toolsbull Several
commercial toolsbull Scales like SaaSbull Jupyter
Notebooksbull Rbull Publish Appsbull Needs governance
Analytics on the Cloud
copy2020 Fintova LLC 13
User controlled and dynamic scaling for computation and data storage
Compute and Data separation plugin models and data sources
Microservices not a monolithic platform use what you need
APIs for Interaction and Collaboration not subject to UI and pre-defined use cases
Open Source Access
Automated test deployment and versioning
Cloud Native SoftwareWhat to look for in SaaS Analytics Provider
copy2020 Fintova LLC 14
Experiments are cheaper no initial investments
Pay what you use when you use month end and quarter end valuation use case
Surge capacity Covid-19 risk analysis no need to wait no permanent investment
Save time on training models several pre-trained models ndash for NLP
Cloud is cheap but not free manage granular invoicing
Consider storage and data upload costs and approaches
Cloud Economics
copy2020 Fintova LLC 15
On popular cloud platforms
Data and Analytics Tools
Database RedShift SQL Server Big Query
MLAI ML Platform Azure AI AI Hub +TensorFlow
ImageVideo Rekognition Computer Vision Vision
Text Textract TextAnalytics Google NLP
GoogleAzureaws
copy2020 Fintova LLC 16
Datasets In the Cloud AzureTitle Link
US Producer Price Index -- Industry httpsazuremicrosoftcomen-usservicesopen-datasetscatalogus-producer-price-index-industry
US Producer Price Index -- Commodities httpsazuremicrosoftcomen-usservicesopen-datasetscatalogus-producer-price-index-commodities
US Consumer Price Index httpsazuremicrosoftcomen-usservicesopen-datasetscatalogus-consumer-price-index
US Employment Hours Earnings -- National httpsazuremicrosoftcomen-usservicesopen-datasetscatalogus-employment-hours-earnings-national
US Employment Hours Earnings -- State httpsazuremicrosoftcomen-usservicesopen-datasetscatalogus-employment-hours-earnings-state
US Labor Force Statistics httpsazuremicrosoftcomen-usservicesopen-datasetscatalogus-labor-force-statistics
UK Met Global Weather Data httpsazuremicrosoftcomen-usservicesopen-datasetscataloguk-met-global-weather-data
NYC Taxi and Limousine Commision -- For Hire Vehicle Trip Records httpsazuremicrosoftcomen-usservicesopen-datasetscatalognyc-taxi-limousine-commission-for-hire-vehicle-trip-records
NYC Taxi and Limousine Commission ndash Yellow Taxi Trip Records httpsazuremicrosoftcomen-usservicesopen-datasetscatalognyc-taxi-limousine-commission-yellow-taxi-trip-records
NYC Taxi and Limousine Commission -- Green Taxi Trip Records httpsazuremicrosoftcomen-usservicesopen-datasetscatalognyc-taxi-limousine-commission-green-taxi-trip-records
copy2020 Fintova LLC 17
Datasets In the Cloud AWS
Title Link
COVID-19 Data Lake httpsregistryopendataawsaws-covid19-lake
US Census ACS PUMS httpsregistryopendataawscensus-dataworld-pums
NAIP on AWS httpsregistryopendataawsnaip
OpenAQ httpsregistryopendataawsopenaq
GEOS ndash Chem Input Data httpsregistryopendataawsgeoschem-input-data
Deutsche Boumlrse Public Dataset httpsregistryopendataawsdeutsche-boerse-pds
SILAM Air Quality httpsregistryopendataawssilam
Safecast httpsregistryopendataawssafecast
copy2020 Fintova LLC 18
Datasets In the Cloud Google
Title LinkKaggle Database httpswwwkagglecomdatasetsutm_medium=paidamputm_source=
googlecomamputm_campaign=datasets+houseadsampgclid=EAIaIQobChMI-Lab_bCB2gIVk4hpCh1MUgZuEAAYASAAEgKA4vD_BwEampdclid=CPXkqf-wgdoCFYzOZAodPnoJZQ
Realestate10k httpsgooglegithubiorealestate10k
YouTube Tech Talk Channel httppeoplecsailmiteduludwigsdatayoutube_speakers_2013txt
GitHub httpsgithubcomgooglecluster-datablobmasterClusterData2011_2md
copy2020 Fintova LLC
STRATEGY INNOVATION DIGITAL DELIVERY SUCCESS
ReimaginingFINANCIAL SERVICES
CONSULTING ADVISORY PARTNERS
Fintova provides strategic advisory and delivery services to the financial services industry Specializing in end-to-end digital the company assists clients across their full transformation technology and operational agendas
Fintova was formed by an accomplished multi-disciplinary team of industry leaders whorsquove held C-level roles in 8 out of the top 10 financial institutions We are NOT generalists We bring an ldquoinsiderrsquosrdquo view of what it takes to transform for sustainability and growth
Wersquove helped organizations large and small identify and successfully deliver on a wide range of strategic initiatives substantially improving capabilities enhancing revenues and achieving meaningful and sustainable cost savings
We understand that digital transformation is not just a technology project but a deeper evolution of business and operating models to become more data-driven Data is the lifeblood of any digital organization and our Virtuous Data Feedback Looptrade drives new insights and capabilities
+1 833FINTOVA infofintovacomwwwfintovacom
copy2020 Fintova LLC
Fintova Leadership TeamGary Maier - Founder and Managing Principal CIO of BNY Mellon Investment Management CIO of UBS Asset Management Global Head of Engineering at Blackrock and original creator of Aladdin CTO at York Capital CTO at Five Mile Capital Partners
Brian Flaherty - Asset Management Operations Practice Leader COO of BNY Mellon Asset Management COO Standish Mellon Asset Management Founding member of State Street Strategic Client Relationship Division
Sheri Gilchrist - MarketingDistribution Practice Leader CMOof Prudential Global Investment Management Global Head of Marketing Operations and Digital Transformation at BNY Mellon Investment Management Global Head of Marketing Operations at Eaton Vance
Jon Banford ndash Corporate and Trading Technology Practice Leader Global Head of Treasury and ALM Trading Technology at UBS COO of UBS IT Americas Head of Technology for Dillon Read Capital Management
Keith Bowie - InformationCyber Security Practice Leader CIOof Scotiabank US Global Head of Commodities Technology at UBS Research Scholar within the Digital Financial Services Observatory at Columbia University
Cindy Caruso-Aquila ndash Human Resources Practice Leader Global Head of HR for BNY Mellon Investment Management Head of HR and Internal Communications for ING Investment Management Americas
Sanjay Vatsa ndash Shared ServicesOutsourcing Advisor Head of Global Business Strategies and Solutions at Merrill Lynch Head of Offshoring at Blackrock Head of Transformation Data amp Ops Strategy for Citi Fund Services Managing Principal at Capco Chairman of OMGEO Advisory Board
George Kaouris ndash Private Credit and Real Estate Practice Leader Co-founder and COO of Finitive President of Credit Suppliers Head of Commercial and Residential Real Estate Operations at Five Mile Capital Partners
copy2020 Fintova LLC
copy2020 Fintova LLC
The Truth Is There Were Already Plenty of Reasons to Adopt Digitalhellip
bull Investment industry has lagged in end-to-end digital vs other verticals
bull Industry-wide fee and margin compression requires greater operational efficiencies and a re-engineering of legacy business models and operating platforms
bull Product is commoditized need to deliver fit-for-purpose client solutions at scale
bull Virtuous Data Feedback Loop connected data-driven insights can improve distribution and manufacturing functions
bull Client Experience is the new Alpha UX seamless integration and time-to-market matters
bull Variablize costs and shift from CapEx to OpEx operating models including outsourcing of non-core and growth in public cloud
bull More reasons
copy2020 Fintova LLC
copy2020 Fintova LLC
Robust Digital and Data Needed Across All Investment Strategies
bull Product firms will compete on price and scale demanding superior operational efficiency in both manufacturing and distribution
bull Solutions firms are higher-value and stickier but will need to adapt scalable digital platforms that facilitate multi-asset portfolio construction and additionally enable a retail channel
bull Client experience from onboarding to servicing will be a differentiator across managers
bull Alternative managers too will need to embrace more data-driven investment processes and robust client service capabilities especially as competition increases
bull Digital transformation is a business imperative not a technology project
bull None of this happens without a comprehensive and coherent data strategy and architecture
copy2020 Fintova LLC
copy2020 Fintova LLC
Client Experience is the New Alpha
bull Performance amongst most managers is usually comparable across similar strategies
bull Client acquisition servicing and retention increasingly relies on digital channels
bull Client expectations were already trending towards rich interactive digital experienceshellipbefore COVID-19
bull If nothing else COVID-19 will elevate those expectations and serve as a catalyst for managers to accelerate their adoption of robust contemporary and self-service digital capabilities
bull These capabilities will drive client loyalty and attract new clients
bull Bilateral data not only enhances the client experience but informs the product shelf and manufacturing
bull Ultimately this is ALL enabled by an enterprise data strategy and architecture
copy2020 Fintova LLC
copy2020 Fintova LLC
Risk Management
bull High market volatility accompanied by substantial losses margin calls and bankruptcies
bull Increased redemptions due to cashflow needs will introduce additional asset pricing pressure
bull Government stimulus along with creditor accommodations and forbearance will provide some relief but not enough
bull Ability to view portfolio issuer and counterparty risks ideally in near-real time is critical
bull Need for increased transparency in alternative assets requires improved data architectures sourcing lineage and governance
bull Firms that have invested in a robust enterprise data platform are in much better shape
copy2020 Fintova LLC
copy2020 Fintova LLC
Public Cloud as Digital Enabler for Data Analytics and Modeling
bull Pre-trade analytics and modeling represent low-risk use-case for public cloud limitedno NPPI exposure
bull Just-in-time procurement to scale upscale down including GPUshellipno need to spend huge CapEx to provision for a momentary peak
bull Drive innovation and allow for failure without significant up-front costs
bull Application of new technologies including AIML BlockchainDLT Graph Databases etc
bull Prefer Data Virtualization (Denodo Presto JBoss etc) to Data Lakes and Data Warehouses
bull Utilize serverless computing (AWS Lambda AzureGoogle Functions) for event-driven processing at reduced cost
bull All major CSPs offer secure VPCs but configuration ease-of-use and maturity may vary
bull Increase agility and reduce time-to-market
bull Attract and retain contemporary technology talent copy2020 Fintova LLC
copy2020 Fintova LLC
The Virtuous Data Feedback LooptradeData is the lifeblood of any efficient supplier whether within financial services or any other industry
A strategic data architecture enables data to be shared across functional boundaries enabling new bilateral insights that enhance both manufacturing and distribution This creates a virtuous feedback loop where one function informs the other
The model also delivers
bull Reduced costsbull Enhanced client experiencebull Reduced operational market and credit risksbull Improved price transparencybull Greater agilitybull Faster time-to-marketbull An innovation pipeline
Dist
ribut
ion
Man
ufac
turin
g
copy2020 Fintova LLC
copy2020 Fintova LLC 12
Legacy Models amp Analyticsbull Infrastructure and
Platform as a Service
bull Run existing process -on the cloud
Cloud Native Applications bull Scales on the
cloudbull Has APIsbull Manages costsbull Securebull True SaaS
Serverless Access bull Ad-hoc analysisbull Open source toolsbull Several
commercial toolsbull Scales like SaaSbull Jupyter
Notebooksbull Rbull Publish Appsbull Needs governance
Analytics on the Cloud
copy2020 Fintova LLC 13
User controlled and dynamic scaling for computation and data storage
Compute and Data separation plugin models and data sources
Microservices not a monolithic platform use what you need
APIs for Interaction and Collaboration not subject to UI and pre-defined use cases
Open Source Access
Automated test deployment and versioning
Cloud Native SoftwareWhat to look for in SaaS Analytics Provider
copy2020 Fintova LLC 14
Experiments are cheaper no initial investments
Pay what you use when you use month end and quarter end valuation use case
Surge capacity Covid-19 risk analysis no need to wait no permanent investment
Save time on training models several pre-trained models ndash for NLP
Cloud is cheap but not free manage granular invoicing
Consider storage and data upload costs and approaches
Cloud Economics
copy2020 Fintova LLC 15
On popular cloud platforms
Data and Analytics Tools
Database RedShift SQL Server Big Query
MLAI ML Platform Azure AI AI Hub +TensorFlow
ImageVideo Rekognition Computer Vision Vision
Text Textract TextAnalytics Google NLP
GoogleAzureaws
copy2020 Fintova LLC 16
Datasets In the Cloud AzureTitle Link
US Producer Price Index -- Industry httpsazuremicrosoftcomen-usservicesopen-datasetscatalogus-producer-price-index-industry
US Producer Price Index -- Commodities httpsazuremicrosoftcomen-usservicesopen-datasetscatalogus-producer-price-index-commodities
US Consumer Price Index httpsazuremicrosoftcomen-usservicesopen-datasetscatalogus-consumer-price-index
US Employment Hours Earnings -- National httpsazuremicrosoftcomen-usservicesopen-datasetscatalogus-employment-hours-earnings-national
US Employment Hours Earnings -- State httpsazuremicrosoftcomen-usservicesopen-datasetscatalogus-employment-hours-earnings-state
US Labor Force Statistics httpsazuremicrosoftcomen-usservicesopen-datasetscatalogus-labor-force-statistics
UK Met Global Weather Data httpsazuremicrosoftcomen-usservicesopen-datasetscataloguk-met-global-weather-data
NYC Taxi and Limousine Commision -- For Hire Vehicle Trip Records httpsazuremicrosoftcomen-usservicesopen-datasetscatalognyc-taxi-limousine-commission-for-hire-vehicle-trip-records
NYC Taxi and Limousine Commission ndash Yellow Taxi Trip Records httpsazuremicrosoftcomen-usservicesopen-datasetscatalognyc-taxi-limousine-commission-yellow-taxi-trip-records
NYC Taxi and Limousine Commission -- Green Taxi Trip Records httpsazuremicrosoftcomen-usservicesopen-datasetscatalognyc-taxi-limousine-commission-green-taxi-trip-records
copy2020 Fintova LLC 17
Datasets In the Cloud AWS
Title Link
COVID-19 Data Lake httpsregistryopendataawsaws-covid19-lake
US Census ACS PUMS httpsregistryopendataawscensus-dataworld-pums
NAIP on AWS httpsregistryopendataawsnaip
OpenAQ httpsregistryopendataawsopenaq
GEOS ndash Chem Input Data httpsregistryopendataawsgeoschem-input-data
Deutsche Boumlrse Public Dataset httpsregistryopendataawsdeutsche-boerse-pds
SILAM Air Quality httpsregistryopendataawssilam
Safecast httpsregistryopendataawssafecast
copy2020 Fintova LLC 18
Datasets In the Cloud Google
Title LinkKaggle Database httpswwwkagglecomdatasetsutm_medium=paidamputm_source=
googlecomamputm_campaign=datasets+houseadsampgclid=EAIaIQobChMI-Lab_bCB2gIVk4hpCh1MUgZuEAAYASAAEgKA4vD_BwEampdclid=CPXkqf-wgdoCFYzOZAodPnoJZQ
Realestate10k httpsgooglegithubiorealestate10k
YouTube Tech Talk Channel httppeoplecsailmiteduludwigsdatayoutube_speakers_2013txt
GitHub httpsgithubcomgooglecluster-datablobmasterClusterData2011_2md
copy2020 Fintova LLC
Fintova Leadership TeamGary Maier - Founder and Managing Principal CIO of BNY Mellon Investment Management CIO of UBS Asset Management Global Head of Engineering at Blackrock and original creator of Aladdin CTO at York Capital CTO at Five Mile Capital Partners
Brian Flaherty - Asset Management Operations Practice Leader COO of BNY Mellon Asset Management COO Standish Mellon Asset Management Founding member of State Street Strategic Client Relationship Division
Sheri Gilchrist - MarketingDistribution Practice Leader CMOof Prudential Global Investment Management Global Head of Marketing Operations and Digital Transformation at BNY Mellon Investment Management Global Head of Marketing Operations at Eaton Vance
Jon Banford ndash Corporate and Trading Technology Practice Leader Global Head of Treasury and ALM Trading Technology at UBS COO of UBS IT Americas Head of Technology for Dillon Read Capital Management
Keith Bowie - InformationCyber Security Practice Leader CIOof Scotiabank US Global Head of Commodities Technology at UBS Research Scholar within the Digital Financial Services Observatory at Columbia University
Cindy Caruso-Aquila ndash Human Resources Practice Leader Global Head of HR for BNY Mellon Investment Management Head of HR and Internal Communications for ING Investment Management Americas
Sanjay Vatsa ndash Shared ServicesOutsourcing Advisor Head of Global Business Strategies and Solutions at Merrill Lynch Head of Offshoring at Blackrock Head of Transformation Data amp Ops Strategy for Citi Fund Services Managing Principal at Capco Chairman of OMGEO Advisory Board
George Kaouris ndash Private Credit and Real Estate Practice Leader Co-founder and COO of Finitive President of Credit Suppliers Head of Commercial and Residential Real Estate Operations at Five Mile Capital Partners
copy2020 Fintova LLC
copy2020 Fintova LLC
The Truth Is There Were Already Plenty of Reasons to Adopt Digitalhellip
bull Investment industry has lagged in end-to-end digital vs other verticals
bull Industry-wide fee and margin compression requires greater operational efficiencies and a re-engineering of legacy business models and operating platforms
bull Product is commoditized need to deliver fit-for-purpose client solutions at scale
bull Virtuous Data Feedback Loop connected data-driven insights can improve distribution and manufacturing functions
bull Client Experience is the new Alpha UX seamless integration and time-to-market matters
bull Variablize costs and shift from CapEx to OpEx operating models including outsourcing of non-core and growth in public cloud
bull More reasons
copy2020 Fintova LLC
copy2020 Fintova LLC
Robust Digital and Data Needed Across All Investment Strategies
bull Product firms will compete on price and scale demanding superior operational efficiency in both manufacturing and distribution
bull Solutions firms are higher-value and stickier but will need to adapt scalable digital platforms that facilitate multi-asset portfolio construction and additionally enable a retail channel
bull Client experience from onboarding to servicing will be a differentiator across managers
bull Alternative managers too will need to embrace more data-driven investment processes and robust client service capabilities especially as competition increases
bull Digital transformation is a business imperative not a technology project
bull None of this happens without a comprehensive and coherent data strategy and architecture
copy2020 Fintova LLC
copy2020 Fintova LLC
Client Experience is the New Alpha
bull Performance amongst most managers is usually comparable across similar strategies
bull Client acquisition servicing and retention increasingly relies on digital channels
bull Client expectations were already trending towards rich interactive digital experienceshellipbefore COVID-19
bull If nothing else COVID-19 will elevate those expectations and serve as a catalyst for managers to accelerate their adoption of robust contemporary and self-service digital capabilities
bull These capabilities will drive client loyalty and attract new clients
bull Bilateral data not only enhances the client experience but informs the product shelf and manufacturing
bull Ultimately this is ALL enabled by an enterprise data strategy and architecture
copy2020 Fintova LLC
copy2020 Fintova LLC
Risk Management
bull High market volatility accompanied by substantial losses margin calls and bankruptcies
bull Increased redemptions due to cashflow needs will introduce additional asset pricing pressure
bull Government stimulus along with creditor accommodations and forbearance will provide some relief but not enough
bull Ability to view portfolio issuer and counterparty risks ideally in near-real time is critical
bull Need for increased transparency in alternative assets requires improved data architectures sourcing lineage and governance
bull Firms that have invested in a robust enterprise data platform are in much better shape
copy2020 Fintova LLC
copy2020 Fintova LLC
Public Cloud as Digital Enabler for Data Analytics and Modeling
bull Pre-trade analytics and modeling represent low-risk use-case for public cloud limitedno NPPI exposure
bull Just-in-time procurement to scale upscale down including GPUshellipno need to spend huge CapEx to provision for a momentary peak
bull Drive innovation and allow for failure without significant up-front costs
bull Application of new technologies including AIML BlockchainDLT Graph Databases etc
bull Prefer Data Virtualization (Denodo Presto JBoss etc) to Data Lakes and Data Warehouses
bull Utilize serverless computing (AWS Lambda AzureGoogle Functions) for event-driven processing at reduced cost
bull All major CSPs offer secure VPCs but configuration ease-of-use and maturity may vary
bull Increase agility and reduce time-to-market
bull Attract and retain contemporary technology talent copy2020 Fintova LLC
copy2020 Fintova LLC
The Virtuous Data Feedback LooptradeData is the lifeblood of any efficient supplier whether within financial services or any other industry
A strategic data architecture enables data to be shared across functional boundaries enabling new bilateral insights that enhance both manufacturing and distribution This creates a virtuous feedback loop where one function informs the other
The model also delivers
bull Reduced costsbull Enhanced client experiencebull Reduced operational market and credit risksbull Improved price transparencybull Greater agilitybull Faster time-to-marketbull An innovation pipeline
Dist
ribut
ion
Man
ufac
turin
g
copy2020 Fintova LLC
copy2020 Fintova LLC 12
Legacy Models amp Analyticsbull Infrastructure and
Platform as a Service
bull Run existing process -on the cloud
Cloud Native Applications bull Scales on the
cloudbull Has APIsbull Manages costsbull Securebull True SaaS
Serverless Access bull Ad-hoc analysisbull Open source toolsbull Several
commercial toolsbull Scales like SaaSbull Jupyter
Notebooksbull Rbull Publish Appsbull Needs governance
Analytics on the Cloud
copy2020 Fintova LLC 13
User controlled and dynamic scaling for computation and data storage
Compute and Data separation plugin models and data sources
Microservices not a monolithic platform use what you need
APIs for Interaction and Collaboration not subject to UI and pre-defined use cases
Open Source Access
Automated test deployment and versioning
Cloud Native SoftwareWhat to look for in SaaS Analytics Provider
copy2020 Fintova LLC 14
Experiments are cheaper no initial investments
Pay what you use when you use month end and quarter end valuation use case
Surge capacity Covid-19 risk analysis no need to wait no permanent investment
Save time on training models several pre-trained models ndash for NLP
Cloud is cheap but not free manage granular invoicing
Consider storage and data upload costs and approaches
Cloud Economics
copy2020 Fintova LLC 15
On popular cloud platforms
Data and Analytics Tools
Database RedShift SQL Server Big Query
MLAI ML Platform Azure AI AI Hub +TensorFlow
ImageVideo Rekognition Computer Vision Vision
Text Textract TextAnalytics Google NLP
GoogleAzureaws
copy2020 Fintova LLC 16
Datasets In the Cloud AzureTitle Link
US Producer Price Index -- Industry httpsazuremicrosoftcomen-usservicesopen-datasetscatalogus-producer-price-index-industry
US Producer Price Index -- Commodities httpsazuremicrosoftcomen-usservicesopen-datasetscatalogus-producer-price-index-commodities
US Consumer Price Index httpsazuremicrosoftcomen-usservicesopen-datasetscatalogus-consumer-price-index
US Employment Hours Earnings -- National httpsazuremicrosoftcomen-usservicesopen-datasetscatalogus-employment-hours-earnings-national
US Employment Hours Earnings -- State httpsazuremicrosoftcomen-usservicesopen-datasetscatalogus-employment-hours-earnings-state
US Labor Force Statistics httpsazuremicrosoftcomen-usservicesopen-datasetscatalogus-labor-force-statistics
UK Met Global Weather Data httpsazuremicrosoftcomen-usservicesopen-datasetscataloguk-met-global-weather-data
NYC Taxi and Limousine Commision -- For Hire Vehicle Trip Records httpsazuremicrosoftcomen-usservicesopen-datasetscatalognyc-taxi-limousine-commission-for-hire-vehicle-trip-records
NYC Taxi and Limousine Commission ndash Yellow Taxi Trip Records httpsazuremicrosoftcomen-usservicesopen-datasetscatalognyc-taxi-limousine-commission-yellow-taxi-trip-records
NYC Taxi and Limousine Commission -- Green Taxi Trip Records httpsazuremicrosoftcomen-usservicesopen-datasetscatalognyc-taxi-limousine-commission-green-taxi-trip-records
copy2020 Fintova LLC 17
Datasets In the Cloud AWS
Title Link
COVID-19 Data Lake httpsregistryopendataawsaws-covid19-lake
US Census ACS PUMS httpsregistryopendataawscensus-dataworld-pums
NAIP on AWS httpsregistryopendataawsnaip
OpenAQ httpsregistryopendataawsopenaq
GEOS ndash Chem Input Data httpsregistryopendataawsgeoschem-input-data
Deutsche Boumlrse Public Dataset httpsregistryopendataawsdeutsche-boerse-pds
SILAM Air Quality httpsregistryopendataawssilam
Safecast httpsregistryopendataawssafecast
copy2020 Fintova LLC 18
Datasets In the Cloud Google
Title LinkKaggle Database httpswwwkagglecomdatasetsutm_medium=paidamputm_source=
googlecomamputm_campaign=datasets+houseadsampgclid=EAIaIQobChMI-Lab_bCB2gIVk4hpCh1MUgZuEAAYASAAEgKA4vD_BwEampdclid=CPXkqf-wgdoCFYzOZAodPnoJZQ
Realestate10k httpsgooglegithubiorealestate10k
YouTube Tech Talk Channel httppeoplecsailmiteduludwigsdatayoutube_speakers_2013txt
GitHub httpsgithubcomgooglecluster-datablobmasterClusterData2011_2md
copy2020 Fintova LLC
copy2020 Fintova LLC
The Truth Is There Were Already Plenty of Reasons to Adopt Digitalhellip
bull Investment industry has lagged in end-to-end digital vs other verticals
bull Industry-wide fee and margin compression requires greater operational efficiencies and a re-engineering of legacy business models and operating platforms
bull Product is commoditized need to deliver fit-for-purpose client solutions at scale
bull Virtuous Data Feedback Loop connected data-driven insights can improve distribution and manufacturing functions
bull Client Experience is the new Alpha UX seamless integration and time-to-market matters
bull Variablize costs and shift from CapEx to OpEx operating models including outsourcing of non-core and growth in public cloud
bull More reasons
copy2020 Fintova LLC
copy2020 Fintova LLC
Robust Digital and Data Needed Across All Investment Strategies
bull Product firms will compete on price and scale demanding superior operational efficiency in both manufacturing and distribution
bull Solutions firms are higher-value and stickier but will need to adapt scalable digital platforms that facilitate multi-asset portfolio construction and additionally enable a retail channel
bull Client experience from onboarding to servicing will be a differentiator across managers
bull Alternative managers too will need to embrace more data-driven investment processes and robust client service capabilities especially as competition increases
bull Digital transformation is a business imperative not a technology project
bull None of this happens without a comprehensive and coherent data strategy and architecture
copy2020 Fintova LLC
copy2020 Fintova LLC
Client Experience is the New Alpha
bull Performance amongst most managers is usually comparable across similar strategies
bull Client acquisition servicing and retention increasingly relies on digital channels
bull Client expectations were already trending towards rich interactive digital experienceshellipbefore COVID-19
bull If nothing else COVID-19 will elevate those expectations and serve as a catalyst for managers to accelerate their adoption of robust contemporary and self-service digital capabilities
bull These capabilities will drive client loyalty and attract new clients
bull Bilateral data not only enhances the client experience but informs the product shelf and manufacturing
bull Ultimately this is ALL enabled by an enterprise data strategy and architecture
copy2020 Fintova LLC
copy2020 Fintova LLC
Risk Management
bull High market volatility accompanied by substantial losses margin calls and bankruptcies
bull Increased redemptions due to cashflow needs will introduce additional asset pricing pressure
bull Government stimulus along with creditor accommodations and forbearance will provide some relief but not enough
bull Ability to view portfolio issuer and counterparty risks ideally in near-real time is critical
bull Need for increased transparency in alternative assets requires improved data architectures sourcing lineage and governance
bull Firms that have invested in a robust enterprise data platform are in much better shape
copy2020 Fintova LLC
copy2020 Fintova LLC
Public Cloud as Digital Enabler for Data Analytics and Modeling
bull Pre-trade analytics and modeling represent low-risk use-case for public cloud limitedno NPPI exposure
bull Just-in-time procurement to scale upscale down including GPUshellipno need to spend huge CapEx to provision for a momentary peak
bull Drive innovation and allow for failure without significant up-front costs
bull Application of new technologies including AIML BlockchainDLT Graph Databases etc
bull Prefer Data Virtualization (Denodo Presto JBoss etc) to Data Lakes and Data Warehouses
bull Utilize serverless computing (AWS Lambda AzureGoogle Functions) for event-driven processing at reduced cost
bull All major CSPs offer secure VPCs but configuration ease-of-use and maturity may vary
bull Increase agility and reduce time-to-market
bull Attract and retain contemporary technology talent copy2020 Fintova LLC
copy2020 Fintova LLC
The Virtuous Data Feedback LooptradeData is the lifeblood of any efficient supplier whether within financial services or any other industry
A strategic data architecture enables data to be shared across functional boundaries enabling new bilateral insights that enhance both manufacturing and distribution This creates a virtuous feedback loop where one function informs the other
The model also delivers
bull Reduced costsbull Enhanced client experiencebull Reduced operational market and credit risksbull Improved price transparencybull Greater agilitybull Faster time-to-marketbull An innovation pipeline
Dist
ribut
ion
Man
ufac
turin
g
copy2020 Fintova LLC
copy2020 Fintova LLC 12
Legacy Models amp Analyticsbull Infrastructure and
Platform as a Service
bull Run existing process -on the cloud
Cloud Native Applications bull Scales on the
cloudbull Has APIsbull Manages costsbull Securebull True SaaS
Serverless Access bull Ad-hoc analysisbull Open source toolsbull Several
commercial toolsbull Scales like SaaSbull Jupyter
Notebooksbull Rbull Publish Appsbull Needs governance
Analytics on the Cloud
copy2020 Fintova LLC 13
User controlled and dynamic scaling for computation and data storage
Compute and Data separation plugin models and data sources
Microservices not a monolithic platform use what you need
APIs for Interaction and Collaboration not subject to UI and pre-defined use cases
Open Source Access
Automated test deployment and versioning
Cloud Native SoftwareWhat to look for in SaaS Analytics Provider
copy2020 Fintova LLC 14
Experiments are cheaper no initial investments
Pay what you use when you use month end and quarter end valuation use case
Surge capacity Covid-19 risk analysis no need to wait no permanent investment
Save time on training models several pre-trained models ndash for NLP
Cloud is cheap but not free manage granular invoicing
Consider storage and data upload costs and approaches
Cloud Economics
copy2020 Fintova LLC 15
On popular cloud platforms
Data and Analytics Tools
Database RedShift SQL Server Big Query
MLAI ML Platform Azure AI AI Hub +TensorFlow
ImageVideo Rekognition Computer Vision Vision
Text Textract TextAnalytics Google NLP
GoogleAzureaws
copy2020 Fintova LLC 16
Datasets In the Cloud AzureTitle Link
US Producer Price Index -- Industry httpsazuremicrosoftcomen-usservicesopen-datasetscatalogus-producer-price-index-industry
US Producer Price Index -- Commodities httpsazuremicrosoftcomen-usservicesopen-datasetscatalogus-producer-price-index-commodities
US Consumer Price Index httpsazuremicrosoftcomen-usservicesopen-datasetscatalogus-consumer-price-index
US Employment Hours Earnings -- National httpsazuremicrosoftcomen-usservicesopen-datasetscatalogus-employment-hours-earnings-national
US Employment Hours Earnings -- State httpsazuremicrosoftcomen-usservicesopen-datasetscatalogus-employment-hours-earnings-state
US Labor Force Statistics httpsazuremicrosoftcomen-usservicesopen-datasetscatalogus-labor-force-statistics
UK Met Global Weather Data httpsazuremicrosoftcomen-usservicesopen-datasetscataloguk-met-global-weather-data
NYC Taxi and Limousine Commision -- For Hire Vehicle Trip Records httpsazuremicrosoftcomen-usservicesopen-datasetscatalognyc-taxi-limousine-commission-for-hire-vehicle-trip-records
NYC Taxi and Limousine Commission ndash Yellow Taxi Trip Records httpsazuremicrosoftcomen-usservicesopen-datasetscatalognyc-taxi-limousine-commission-yellow-taxi-trip-records
NYC Taxi and Limousine Commission -- Green Taxi Trip Records httpsazuremicrosoftcomen-usservicesopen-datasetscatalognyc-taxi-limousine-commission-green-taxi-trip-records
copy2020 Fintova LLC 17
Datasets In the Cloud AWS
Title Link
COVID-19 Data Lake httpsregistryopendataawsaws-covid19-lake
US Census ACS PUMS httpsregistryopendataawscensus-dataworld-pums
NAIP on AWS httpsregistryopendataawsnaip
OpenAQ httpsregistryopendataawsopenaq
GEOS ndash Chem Input Data httpsregistryopendataawsgeoschem-input-data
Deutsche Boumlrse Public Dataset httpsregistryopendataawsdeutsche-boerse-pds
SILAM Air Quality httpsregistryopendataawssilam
Safecast httpsregistryopendataawssafecast
copy2020 Fintova LLC 18
Datasets In the Cloud Google
Title LinkKaggle Database httpswwwkagglecomdatasetsutm_medium=paidamputm_source=
googlecomamputm_campaign=datasets+houseadsampgclid=EAIaIQobChMI-Lab_bCB2gIVk4hpCh1MUgZuEAAYASAAEgKA4vD_BwEampdclid=CPXkqf-wgdoCFYzOZAodPnoJZQ
Realestate10k httpsgooglegithubiorealestate10k
YouTube Tech Talk Channel httppeoplecsailmiteduludwigsdatayoutube_speakers_2013txt
GitHub httpsgithubcomgooglecluster-datablobmasterClusterData2011_2md
copy2020 Fintova LLC
The Truth Is There Were Already Plenty of Reasons to Adopt Digitalhellip
bull Investment industry has lagged in end-to-end digital vs other verticals
bull Industry-wide fee and margin compression requires greater operational efficiencies and a re-engineering of legacy business models and operating platforms
bull Product is commoditized need to deliver fit-for-purpose client solutions at scale
bull Virtuous Data Feedback Loop connected data-driven insights can improve distribution and manufacturing functions
bull Client Experience is the new Alpha UX seamless integration and time-to-market matters
bull Variablize costs and shift from CapEx to OpEx operating models including outsourcing of non-core and growth in public cloud
bull More reasons
copy2020 Fintova LLC
copy2020 Fintova LLC
Robust Digital and Data Needed Across All Investment Strategies
bull Product firms will compete on price and scale demanding superior operational efficiency in both manufacturing and distribution
bull Solutions firms are higher-value and stickier but will need to adapt scalable digital platforms that facilitate multi-asset portfolio construction and additionally enable a retail channel
bull Client experience from onboarding to servicing will be a differentiator across managers
bull Alternative managers too will need to embrace more data-driven investment processes and robust client service capabilities especially as competition increases
bull Digital transformation is a business imperative not a technology project
bull None of this happens without a comprehensive and coherent data strategy and architecture
copy2020 Fintova LLC
copy2020 Fintova LLC
Client Experience is the New Alpha
bull Performance amongst most managers is usually comparable across similar strategies
bull Client acquisition servicing and retention increasingly relies on digital channels
bull Client expectations were already trending towards rich interactive digital experienceshellipbefore COVID-19
bull If nothing else COVID-19 will elevate those expectations and serve as a catalyst for managers to accelerate their adoption of robust contemporary and self-service digital capabilities
bull These capabilities will drive client loyalty and attract new clients
bull Bilateral data not only enhances the client experience but informs the product shelf and manufacturing
bull Ultimately this is ALL enabled by an enterprise data strategy and architecture
copy2020 Fintova LLC
copy2020 Fintova LLC
Risk Management
bull High market volatility accompanied by substantial losses margin calls and bankruptcies
bull Increased redemptions due to cashflow needs will introduce additional asset pricing pressure
bull Government stimulus along with creditor accommodations and forbearance will provide some relief but not enough
bull Ability to view portfolio issuer and counterparty risks ideally in near-real time is critical
bull Need for increased transparency in alternative assets requires improved data architectures sourcing lineage and governance
bull Firms that have invested in a robust enterprise data platform are in much better shape
copy2020 Fintova LLC
copy2020 Fintova LLC
Public Cloud as Digital Enabler for Data Analytics and Modeling
bull Pre-trade analytics and modeling represent low-risk use-case for public cloud limitedno NPPI exposure
bull Just-in-time procurement to scale upscale down including GPUshellipno need to spend huge CapEx to provision for a momentary peak
bull Drive innovation and allow for failure without significant up-front costs
bull Application of new technologies including AIML BlockchainDLT Graph Databases etc
bull Prefer Data Virtualization (Denodo Presto JBoss etc) to Data Lakes and Data Warehouses
bull Utilize serverless computing (AWS Lambda AzureGoogle Functions) for event-driven processing at reduced cost
bull All major CSPs offer secure VPCs but configuration ease-of-use and maturity may vary
bull Increase agility and reduce time-to-market
bull Attract and retain contemporary technology talent copy2020 Fintova LLC
copy2020 Fintova LLC
The Virtuous Data Feedback LooptradeData is the lifeblood of any efficient supplier whether within financial services or any other industry
A strategic data architecture enables data to be shared across functional boundaries enabling new bilateral insights that enhance both manufacturing and distribution This creates a virtuous feedback loop where one function informs the other
The model also delivers
bull Reduced costsbull Enhanced client experiencebull Reduced operational market and credit risksbull Improved price transparencybull Greater agilitybull Faster time-to-marketbull An innovation pipeline
Dist
ribut
ion
Man
ufac
turin
g
copy2020 Fintova LLC
copy2020 Fintova LLC 12
Legacy Models amp Analyticsbull Infrastructure and
Platform as a Service
bull Run existing process -on the cloud
Cloud Native Applications bull Scales on the
cloudbull Has APIsbull Manages costsbull Securebull True SaaS
Serverless Access bull Ad-hoc analysisbull Open source toolsbull Several
commercial toolsbull Scales like SaaSbull Jupyter
Notebooksbull Rbull Publish Appsbull Needs governance
Analytics on the Cloud
copy2020 Fintova LLC 13
User controlled and dynamic scaling for computation and data storage
Compute and Data separation plugin models and data sources
Microservices not a monolithic platform use what you need
APIs for Interaction and Collaboration not subject to UI and pre-defined use cases
Open Source Access
Automated test deployment and versioning
Cloud Native SoftwareWhat to look for in SaaS Analytics Provider
copy2020 Fintova LLC 14
Experiments are cheaper no initial investments
Pay what you use when you use month end and quarter end valuation use case
Surge capacity Covid-19 risk analysis no need to wait no permanent investment
Save time on training models several pre-trained models ndash for NLP
Cloud is cheap but not free manage granular invoicing
Consider storage and data upload costs and approaches
Cloud Economics
copy2020 Fintova LLC 15
On popular cloud platforms
Data and Analytics Tools
Database RedShift SQL Server Big Query
MLAI ML Platform Azure AI AI Hub +TensorFlow
ImageVideo Rekognition Computer Vision Vision
Text Textract TextAnalytics Google NLP
GoogleAzureaws
copy2020 Fintova LLC 16
Datasets In the Cloud AzureTitle Link
US Producer Price Index -- Industry httpsazuremicrosoftcomen-usservicesopen-datasetscatalogus-producer-price-index-industry
US Producer Price Index -- Commodities httpsazuremicrosoftcomen-usservicesopen-datasetscatalogus-producer-price-index-commodities
US Consumer Price Index httpsazuremicrosoftcomen-usservicesopen-datasetscatalogus-consumer-price-index
US Employment Hours Earnings -- National httpsazuremicrosoftcomen-usservicesopen-datasetscatalogus-employment-hours-earnings-national
US Employment Hours Earnings -- State httpsazuremicrosoftcomen-usservicesopen-datasetscatalogus-employment-hours-earnings-state
US Labor Force Statistics httpsazuremicrosoftcomen-usservicesopen-datasetscatalogus-labor-force-statistics
UK Met Global Weather Data httpsazuremicrosoftcomen-usservicesopen-datasetscataloguk-met-global-weather-data
NYC Taxi and Limousine Commision -- For Hire Vehicle Trip Records httpsazuremicrosoftcomen-usservicesopen-datasetscatalognyc-taxi-limousine-commission-for-hire-vehicle-trip-records
NYC Taxi and Limousine Commission ndash Yellow Taxi Trip Records httpsazuremicrosoftcomen-usservicesopen-datasetscatalognyc-taxi-limousine-commission-yellow-taxi-trip-records
NYC Taxi and Limousine Commission -- Green Taxi Trip Records httpsazuremicrosoftcomen-usservicesopen-datasetscatalognyc-taxi-limousine-commission-green-taxi-trip-records
copy2020 Fintova LLC 17
Datasets In the Cloud AWS
Title Link
COVID-19 Data Lake httpsregistryopendataawsaws-covid19-lake
US Census ACS PUMS httpsregistryopendataawscensus-dataworld-pums
NAIP on AWS httpsregistryopendataawsnaip
OpenAQ httpsregistryopendataawsopenaq
GEOS ndash Chem Input Data httpsregistryopendataawsgeoschem-input-data
Deutsche Boumlrse Public Dataset httpsregistryopendataawsdeutsche-boerse-pds
SILAM Air Quality httpsregistryopendataawssilam
Safecast httpsregistryopendataawssafecast
copy2020 Fintova LLC 18
Datasets In the Cloud Google
Title LinkKaggle Database httpswwwkagglecomdatasetsutm_medium=paidamputm_source=
googlecomamputm_campaign=datasets+houseadsampgclid=EAIaIQobChMI-Lab_bCB2gIVk4hpCh1MUgZuEAAYASAAEgKA4vD_BwEampdclid=CPXkqf-wgdoCFYzOZAodPnoJZQ
Realestate10k httpsgooglegithubiorealestate10k
YouTube Tech Talk Channel httppeoplecsailmiteduludwigsdatayoutube_speakers_2013txt
GitHub httpsgithubcomgooglecluster-datablobmasterClusterData2011_2md
copy2020 Fintova LLC
Robust Digital and Data Needed Across All Investment Strategies
bull Product firms will compete on price and scale demanding superior operational efficiency in both manufacturing and distribution
bull Solutions firms are higher-value and stickier but will need to adapt scalable digital platforms that facilitate multi-asset portfolio construction and additionally enable a retail channel
bull Client experience from onboarding to servicing will be a differentiator across managers
bull Alternative managers too will need to embrace more data-driven investment processes and robust client service capabilities especially as competition increases
bull Digital transformation is a business imperative not a technology project
bull None of this happens without a comprehensive and coherent data strategy and architecture
copy2020 Fintova LLC
copy2020 Fintova LLC
Client Experience is the New Alpha
bull Performance amongst most managers is usually comparable across similar strategies
bull Client acquisition servicing and retention increasingly relies on digital channels
bull Client expectations were already trending towards rich interactive digital experienceshellipbefore COVID-19
bull If nothing else COVID-19 will elevate those expectations and serve as a catalyst for managers to accelerate their adoption of robust contemporary and self-service digital capabilities
bull These capabilities will drive client loyalty and attract new clients
bull Bilateral data not only enhances the client experience but informs the product shelf and manufacturing
bull Ultimately this is ALL enabled by an enterprise data strategy and architecture
copy2020 Fintova LLC
copy2020 Fintova LLC
Risk Management
bull High market volatility accompanied by substantial losses margin calls and bankruptcies
bull Increased redemptions due to cashflow needs will introduce additional asset pricing pressure
bull Government stimulus along with creditor accommodations and forbearance will provide some relief but not enough
bull Ability to view portfolio issuer and counterparty risks ideally in near-real time is critical
bull Need for increased transparency in alternative assets requires improved data architectures sourcing lineage and governance
bull Firms that have invested in a robust enterprise data platform are in much better shape
copy2020 Fintova LLC
copy2020 Fintova LLC
Public Cloud as Digital Enabler for Data Analytics and Modeling
bull Pre-trade analytics and modeling represent low-risk use-case for public cloud limitedno NPPI exposure
bull Just-in-time procurement to scale upscale down including GPUshellipno need to spend huge CapEx to provision for a momentary peak
bull Drive innovation and allow for failure without significant up-front costs
bull Application of new technologies including AIML BlockchainDLT Graph Databases etc
bull Prefer Data Virtualization (Denodo Presto JBoss etc) to Data Lakes and Data Warehouses
bull Utilize serverless computing (AWS Lambda AzureGoogle Functions) for event-driven processing at reduced cost
bull All major CSPs offer secure VPCs but configuration ease-of-use and maturity may vary
bull Increase agility and reduce time-to-market
bull Attract and retain contemporary technology talent copy2020 Fintova LLC
copy2020 Fintova LLC
The Virtuous Data Feedback LooptradeData is the lifeblood of any efficient supplier whether within financial services or any other industry
A strategic data architecture enables data to be shared across functional boundaries enabling new bilateral insights that enhance both manufacturing and distribution This creates a virtuous feedback loop where one function informs the other
The model also delivers
bull Reduced costsbull Enhanced client experiencebull Reduced operational market and credit risksbull Improved price transparencybull Greater agilitybull Faster time-to-marketbull An innovation pipeline
Dist
ribut
ion
Man
ufac
turin
g
copy2020 Fintova LLC
copy2020 Fintova LLC 12
Legacy Models amp Analyticsbull Infrastructure and
Platform as a Service
bull Run existing process -on the cloud
Cloud Native Applications bull Scales on the
cloudbull Has APIsbull Manages costsbull Securebull True SaaS
Serverless Access bull Ad-hoc analysisbull Open source toolsbull Several
commercial toolsbull Scales like SaaSbull Jupyter
Notebooksbull Rbull Publish Appsbull Needs governance
Analytics on the Cloud
copy2020 Fintova LLC 13
User controlled and dynamic scaling for computation and data storage
Compute and Data separation plugin models and data sources
Microservices not a monolithic platform use what you need
APIs for Interaction and Collaboration not subject to UI and pre-defined use cases
Open Source Access
Automated test deployment and versioning
Cloud Native SoftwareWhat to look for in SaaS Analytics Provider
copy2020 Fintova LLC 14
Experiments are cheaper no initial investments
Pay what you use when you use month end and quarter end valuation use case
Surge capacity Covid-19 risk analysis no need to wait no permanent investment
Save time on training models several pre-trained models ndash for NLP
Cloud is cheap but not free manage granular invoicing
Consider storage and data upload costs and approaches
Cloud Economics
copy2020 Fintova LLC 15
On popular cloud platforms
Data and Analytics Tools
Database RedShift SQL Server Big Query
MLAI ML Platform Azure AI AI Hub +TensorFlow
ImageVideo Rekognition Computer Vision Vision
Text Textract TextAnalytics Google NLP
GoogleAzureaws
copy2020 Fintova LLC 16
Datasets In the Cloud AzureTitle Link
US Producer Price Index -- Industry httpsazuremicrosoftcomen-usservicesopen-datasetscatalogus-producer-price-index-industry
US Producer Price Index -- Commodities httpsazuremicrosoftcomen-usservicesopen-datasetscatalogus-producer-price-index-commodities
US Consumer Price Index httpsazuremicrosoftcomen-usservicesopen-datasetscatalogus-consumer-price-index
US Employment Hours Earnings -- National httpsazuremicrosoftcomen-usservicesopen-datasetscatalogus-employment-hours-earnings-national
US Employment Hours Earnings -- State httpsazuremicrosoftcomen-usservicesopen-datasetscatalogus-employment-hours-earnings-state
US Labor Force Statistics httpsazuremicrosoftcomen-usservicesopen-datasetscatalogus-labor-force-statistics
UK Met Global Weather Data httpsazuremicrosoftcomen-usservicesopen-datasetscataloguk-met-global-weather-data
NYC Taxi and Limousine Commision -- For Hire Vehicle Trip Records httpsazuremicrosoftcomen-usservicesopen-datasetscatalognyc-taxi-limousine-commission-for-hire-vehicle-trip-records
NYC Taxi and Limousine Commission ndash Yellow Taxi Trip Records httpsazuremicrosoftcomen-usservicesopen-datasetscatalognyc-taxi-limousine-commission-yellow-taxi-trip-records
NYC Taxi and Limousine Commission -- Green Taxi Trip Records httpsazuremicrosoftcomen-usservicesopen-datasetscatalognyc-taxi-limousine-commission-green-taxi-trip-records
copy2020 Fintova LLC 17
Datasets In the Cloud AWS
Title Link
COVID-19 Data Lake httpsregistryopendataawsaws-covid19-lake
US Census ACS PUMS httpsregistryopendataawscensus-dataworld-pums
NAIP on AWS httpsregistryopendataawsnaip
OpenAQ httpsregistryopendataawsopenaq
GEOS ndash Chem Input Data httpsregistryopendataawsgeoschem-input-data
Deutsche Boumlrse Public Dataset httpsregistryopendataawsdeutsche-boerse-pds
SILAM Air Quality httpsregistryopendataawssilam
Safecast httpsregistryopendataawssafecast
copy2020 Fintova LLC 18
Datasets In the Cloud Google
Title LinkKaggle Database httpswwwkagglecomdatasetsutm_medium=paidamputm_source=
googlecomamputm_campaign=datasets+houseadsampgclid=EAIaIQobChMI-Lab_bCB2gIVk4hpCh1MUgZuEAAYASAAEgKA4vD_BwEampdclid=CPXkqf-wgdoCFYzOZAodPnoJZQ
Realestate10k httpsgooglegithubiorealestate10k
YouTube Tech Talk Channel httppeoplecsailmiteduludwigsdatayoutube_speakers_2013txt
GitHub httpsgithubcomgooglecluster-datablobmasterClusterData2011_2md
copy2020 Fintova LLC
Client Experience is the New Alpha
bull Performance amongst most managers is usually comparable across similar strategies
bull Client acquisition servicing and retention increasingly relies on digital channels
bull Client expectations were already trending towards rich interactive digital experienceshellipbefore COVID-19
bull If nothing else COVID-19 will elevate those expectations and serve as a catalyst for managers to accelerate their adoption of robust contemporary and self-service digital capabilities
bull These capabilities will drive client loyalty and attract new clients
bull Bilateral data not only enhances the client experience but informs the product shelf and manufacturing
bull Ultimately this is ALL enabled by an enterprise data strategy and architecture
copy2020 Fintova LLC
copy2020 Fintova LLC
Risk Management
bull High market volatility accompanied by substantial losses margin calls and bankruptcies
bull Increased redemptions due to cashflow needs will introduce additional asset pricing pressure
bull Government stimulus along with creditor accommodations and forbearance will provide some relief but not enough
bull Ability to view portfolio issuer and counterparty risks ideally in near-real time is critical
bull Need for increased transparency in alternative assets requires improved data architectures sourcing lineage and governance
bull Firms that have invested in a robust enterprise data platform are in much better shape
copy2020 Fintova LLC
copy2020 Fintova LLC
Public Cloud as Digital Enabler for Data Analytics and Modeling
bull Pre-trade analytics and modeling represent low-risk use-case for public cloud limitedno NPPI exposure
bull Just-in-time procurement to scale upscale down including GPUshellipno need to spend huge CapEx to provision for a momentary peak
bull Drive innovation and allow for failure without significant up-front costs
bull Application of new technologies including AIML BlockchainDLT Graph Databases etc
bull Prefer Data Virtualization (Denodo Presto JBoss etc) to Data Lakes and Data Warehouses
bull Utilize serverless computing (AWS Lambda AzureGoogle Functions) for event-driven processing at reduced cost
bull All major CSPs offer secure VPCs but configuration ease-of-use and maturity may vary
bull Increase agility and reduce time-to-market
bull Attract and retain contemporary technology talent copy2020 Fintova LLC
copy2020 Fintova LLC
The Virtuous Data Feedback LooptradeData is the lifeblood of any efficient supplier whether within financial services or any other industry
A strategic data architecture enables data to be shared across functional boundaries enabling new bilateral insights that enhance both manufacturing and distribution This creates a virtuous feedback loop where one function informs the other
The model also delivers
bull Reduced costsbull Enhanced client experiencebull Reduced operational market and credit risksbull Improved price transparencybull Greater agilitybull Faster time-to-marketbull An innovation pipeline
Dist
ribut
ion
Man
ufac
turin
g
copy2020 Fintova LLC
copy2020 Fintova LLC 12
Legacy Models amp Analyticsbull Infrastructure and
Platform as a Service
bull Run existing process -on the cloud
Cloud Native Applications bull Scales on the
cloudbull Has APIsbull Manages costsbull Securebull True SaaS
Serverless Access bull Ad-hoc analysisbull Open source toolsbull Several
commercial toolsbull Scales like SaaSbull Jupyter
Notebooksbull Rbull Publish Appsbull Needs governance
Analytics on the Cloud
copy2020 Fintova LLC 13
User controlled and dynamic scaling for computation and data storage
Compute and Data separation plugin models and data sources
Microservices not a monolithic platform use what you need
APIs for Interaction and Collaboration not subject to UI and pre-defined use cases
Open Source Access
Automated test deployment and versioning
Cloud Native SoftwareWhat to look for in SaaS Analytics Provider
copy2020 Fintova LLC 14
Experiments are cheaper no initial investments
Pay what you use when you use month end and quarter end valuation use case
Surge capacity Covid-19 risk analysis no need to wait no permanent investment
Save time on training models several pre-trained models ndash for NLP
Cloud is cheap but not free manage granular invoicing
Consider storage and data upload costs and approaches
Cloud Economics
copy2020 Fintova LLC 15
On popular cloud platforms
Data and Analytics Tools
Database RedShift SQL Server Big Query
MLAI ML Platform Azure AI AI Hub +TensorFlow
ImageVideo Rekognition Computer Vision Vision
Text Textract TextAnalytics Google NLP
GoogleAzureaws
copy2020 Fintova LLC 16
Datasets In the Cloud AzureTitle Link
US Producer Price Index -- Industry httpsazuremicrosoftcomen-usservicesopen-datasetscatalogus-producer-price-index-industry
US Producer Price Index -- Commodities httpsazuremicrosoftcomen-usservicesopen-datasetscatalogus-producer-price-index-commodities
US Consumer Price Index httpsazuremicrosoftcomen-usservicesopen-datasetscatalogus-consumer-price-index
US Employment Hours Earnings -- National httpsazuremicrosoftcomen-usservicesopen-datasetscatalogus-employment-hours-earnings-national
US Employment Hours Earnings -- State httpsazuremicrosoftcomen-usservicesopen-datasetscatalogus-employment-hours-earnings-state
US Labor Force Statistics httpsazuremicrosoftcomen-usservicesopen-datasetscatalogus-labor-force-statistics
UK Met Global Weather Data httpsazuremicrosoftcomen-usservicesopen-datasetscataloguk-met-global-weather-data
NYC Taxi and Limousine Commision -- For Hire Vehicle Trip Records httpsazuremicrosoftcomen-usservicesopen-datasetscatalognyc-taxi-limousine-commission-for-hire-vehicle-trip-records
NYC Taxi and Limousine Commission ndash Yellow Taxi Trip Records httpsazuremicrosoftcomen-usservicesopen-datasetscatalognyc-taxi-limousine-commission-yellow-taxi-trip-records
NYC Taxi and Limousine Commission -- Green Taxi Trip Records httpsazuremicrosoftcomen-usservicesopen-datasetscatalognyc-taxi-limousine-commission-green-taxi-trip-records
copy2020 Fintova LLC 17
Datasets In the Cloud AWS
Title Link
COVID-19 Data Lake httpsregistryopendataawsaws-covid19-lake
US Census ACS PUMS httpsregistryopendataawscensus-dataworld-pums
NAIP on AWS httpsregistryopendataawsnaip
OpenAQ httpsregistryopendataawsopenaq
GEOS ndash Chem Input Data httpsregistryopendataawsgeoschem-input-data
Deutsche Boumlrse Public Dataset httpsregistryopendataawsdeutsche-boerse-pds
SILAM Air Quality httpsregistryopendataawssilam
Safecast httpsregistryopendataawssafecast
copy2020 Fintova LLC 18
Datasets In the Cloud Google
Title LinkKaggle Database httpswwwkagglecomdatasetsutm_medium=paidamputm_source=
googlecomamputm_campaign=datasets+houseadsampgclid=EAIaIQobChMI-Lab_bCB2gIVk4hpCh1MUgZuEAAYASAAEgKA4vD_BwEampdclid=CPXkqf-wgdoCFYzOZAodPnoJZQ
Realestate10k httpsgooglegithubiorealestate10k
YouTube Tech Talk Channel httppeoplecsailmiteduludwigsdatayoutube_speakers_2013txt
GitHub httpsgithubcomgooglecluster-datablobmasterClusterData2011_2md
copy2020 Fintova LLC
Risk Management
bull High market volatility accompanied by substantial losses margin calls and bankruptcies
bull Increased redemptions due to cashflow needs will introduce additional asset pricing pressure
bull Government stimulus along with creditor accommodations and forbearance will provide some relief but not enough
bull Ability to view portfolio issuer and counterparty risks ideally in near-real time is critical
bull Need for increased transparency in alternative assets requires improved data architectures sourcing lineage and governance
bull Firms that have invested in a robust enterprise data platform are in much better shape
copy2020 Fintova LLC
copy2020 Fintova LLC
Public Cloud as Digital Enabler for Data Analytics and Modeling
bull Pre-trade analytics and modeling represent low-risk use-case for public cloud limitedno NPPI exposure
bull Just-in-time procurement to scale upscale down including GPUshellipno need to spend huge CapEx to provision for a momentary peak
bull Drive innovation and allow for failure without significant up-front costs
bull Application of new technologies including AIML BlockchainDLT Graph Databases etc
bull Prefer Data Virtualization (Denodo Presto JBoss etc) to Data Lakes and Data Warehouses
bull Utilize serverless computing (AWS Lambda AzureGoogle Functions) for event-driven processing at reduced cost
bull All major CSPs offer secure VPCs but configuration ease-of-use and maturity may vary
bull Increase agility and reduce time-to-market
bull Attract and retain contemporary technology talent copy2020 Fintova LLC
copy2020 Fintova LLC
The Virtuous Data Feedback LooptradeData is the lifeblood of any efficient supplier whether within financial services or any other industry
A strategic data architecture enables data to be shared across functional boundaries enabling new bilateral insights that enhance both manufacturing and distribution This creates a virtuous feedback loop where one function informs the other
The model also delivers
bull Reduced costsbull Enhanced client experiencebull Reduced operational market and credit risksbull Improved price transparencybull Greater agilitybull Faster time-to-marketbull An innovation pipeline
Dist
ribut
ion
Man
ufac
turin
g
copy2020 Fintova LLC
copy2020 Fintova LLC 12
Legacy Models amp Analyticsbull Infrastructure and
Platform as a Service
bull Run existing process -on the cloud
Cloud Native Applications bull Scales on the
cloudbull Has APIsbull Manages costsbull Securebull True SaaS
Serverless Access bull Ad-hoc analysisbull Open source toolsbull Several
commercial toolsbull Scales like SaaSbull Jupyter
Notebooksbull Rbull Publish Appsbull Needs governance
Analytics on the Cloud
copy2020 Fintova LLC 13
User controlled and dynamic scaling for computation and data storage
Compute and Data separation plugin models and data sources
Microservices not a monolithic platform use what you need
APIs for Interaction and Collaboration not subject to UI and pre-defined use cases
Open Source Access
Automated test deployment and versioning
Cloud Native SoftwareWhat to look for in SaaS Analytics Provider
copy2020 Fintova LLC 14
Experiments are cheaper no initial investments
Pay what you use when you use month end and quarter end valuation use case
Surge capacity Covid-19 risk analysis no need to wait no permanent investment
Save time on training models several pre-trained models ndash for NLP
Cloud is cheap but not free manage granular invoicing
Consider storage and data upload costs and approaches
Cloud Economics
copy2020 Fintova LLC 15
On popular cloud platforms
Data and Analytics Tools
Database RedShift SQL Server Big Query
MLAI ML Platform Azure AI AI Hub +TensorFlow
ImageVideo Rekognition Computer Vision Vision
Text Textract TextAnalytics Google NLP
GoogleAzureaws
copy2020 Fintova LLC 16
Datasets In the Cloud AzureTitle Link
US Producer Price Index -- Industry httpsazuremicrosoftcomen-usservicesopen-datasetscatalogus-producer-price-index-industry
US Producer Price Index -- Commodities httpsazuremicrosoftcomen-usservicesopen-datasetscatalogus-producer-price-index-commodities
US Consumer Price Index httpsazuremicrosoftcomen-usservicesopen-datasetscatalogus-consumer-price-index
US Employment Hours Earnings -- National httpsazuremicrosoftcomen-usservicesopen-datasetscatalogus-employment-hours-earnings-national
US Employment Hours Earnings -- State httpsazuremicrosoftcomen-usservicesopen-datasetscatalogus-employment-hours-earnings-state
US Labor Force Statistics httpsazuremicrosoftcomen-usservicesopen-datasetscatalogus-labor-force-statistics
UK Met Global Weather Data httpsazuremicrosoftcomen-usservicesopen-datasetscataloguk-met-global-weather-data
NYC Taxi and Limousine Commision -- For Hire Vehicle Trip Records httpsazuremicrosoftcomen-usservicesopen-datasetscatalognyc-taxi-limousine-commission-for-hire-vehicle-trip-records
NYC Taxi and Limousine Commission ndash Yellow Taxi Trip Records httpsazuremicrosoftcomen-usservicesopen-datasetscatalognyc-taxi-limousine-commission-yellow-taxi-trip-records
NYC Taxi and Limousine Commission -- Green Taxi Trip Records httpsazuremicrosoftcomen-usservicesopen-datasetscatalognyc-taxi-limousine-commission-green-taxi-trip-records
copy2020 Fintova LLC 17
Datasets In the Cloud AWS
Title Link
COVID-19 Data Lake httpsregistryopendataawsaws-covid19-lake
US Census ACS PUMS httpsregistryopendataawscensus-dataworld-pums
NAIP on AWS httpsregistryopendataawsnaip
OpenAQ httpsregistryopendataawsopenaq
GEOS ndash Chem Input Data httpsregistryopendataawsgeoschem-input-data
Deutsche Boumlrse Public Dataset httpsregistryopendataawsdeutsche-boerse-pds
SILAM Air Quality httpsregistryopendataawssilam
Safecast httpsregistryopendataawssafecast
copy2020 Fintova LLC 18
Datasets In the Cloud Google
Title LinkKaggle Database httpswwwkagglecomdatasetsutm_medium=paidamputm_source=
googlecomamputm_campaign=datasets+houseadsampgclid=EAIaIQobChMI-Lab_bCB2gIVk4hpCh1MUgZuEAAYASAAEgKA4vD_BwEampdclid=CPXkqf-wgdoCFYzOZAodPnoJZQ
Realestate10k httpsgooglegithubiorealestate10k
YouTube Tech Talk Channel httppeoplecsailmiteduludwigsdatayoutube_speakers_2013txt
GitHub httpsgithubcomgooglecluster-datablobmasterClusterData2011_2md
copy2020 Fintova LLC
Public Cloud as Digital Enabler for Data Analytics and Modeling
bull Pre-trade analytics and modeling represent low-risk use-case for public cloud limitedno NPPI exposure
bull Just-in-time procurement to scale upscale down including GPUshellipno need to spend huge CapEx to provision for a momentary peak
bull Drive innovation and allow for failure without significant up-front costs
bull Application of new technologies including AIML BlockchainDLT Graph Databases etc
bull Prefer Data Virtualization (Denodo Presto JBoss etc) to Data Lakes and Data Warehouses
bull Utilize serverless computing (AWS Lambda AzureGoogle Functions) for event-driven processing at reduced cost
bull All major CSPs offer secure VPCs but configuration ease-of-use and maturity may vary
bull Increase agility and reduce time-to-market
bull Attract and retain contemporary technology talent copy2020 Fintova LLC
copy2020 Fintova LLC
The Virtuous Data Feedback LooptradeData is the lifeblood of any efficient supplier whether within financial services or any other industry
A strategic data architecture enables data to be shared across functional boundaries enabling new bilateral insights that enhance both manufacturing and distribution This creates a virtuous feedback loop where one function informs the other
The model also delivers
bull Reduced costsbull Enhanced client experiencebull Reduced operational market and credit risksbull Improved price transparencybull Greater agilitybull Faster time-to-marketbull An innovation pipeline
Dist
ribut
ion
Man
ufac
turin
g
copy2020 Fintova LLC
copy2020 Fintova LLC 12
Legacy Models amp Analyticsbull Infrastructure and
Platform as a Service
bull Run existing process -on the cloud
Cloud Native Applications bull Scales on the
cloudbull Has APIsbull Manages costsbull Securebull True SaaS
Serverless Access bull Ad-hoc analysisbull Open source toolsbull Several
commercial toolsbull Scales like SaaSbull Jupyter
Notebooksbull Rbull Publish Appsbull Needs governance
Analytics on the Cloud
copy2020 Fintova LLC 13
User controlled and dynamic scaling for computation and data storage
Compute and Data separation plugin models and data sources
Microservices not a monolithic platform use what you need
APIs for Interaction and Collaboration not subject to UI and pre-defined use cases
Open Source Access
Automated test deployment and versioning
Cloud Native SoftwareWhat to look for in SaaS Analytics Provider
copy2020 Fintova LLC 14
Experiments are cheaper no initial investments
Pay what you use when you use month end and quarter end valuation use case
Surge capacity Covid-19 risk analysis no need to wait no permanent investment
Save time on training models several pre-trained models ndash for NLP
Cloud is cheap but not free manage granular invoicing
Consider storage and data upload costs and approaches
Cloud Economics
copy2020 Fintova LLC 15
On popular cloud platforms
Data and Analytics Tools
Database RedShift SQL Server Big Query
MLAI ML Platform Azure AI AI Hub +TensorFlow
ImageVideo Rekognition Computer Vision Vision
Text Textract TextAnalytics Google NLP
GoogleAzureaws
copy2020 Fintova LLC 16
Datasets In the Cloud AzureTitle Link
US Producer Price Index -- Industry httpsazuremicrosoftcomen-usservicesopen-datasetscatalogus-producer-price-index-industry
US Producer Price Index -- Commodities httpsazuremicrosoftcomen-usservicesopen-datasetscatalogus-producer-price-index-commodities
US Consumer Price Index httpsazuremicrosoftcomen-usservicesopen-datasetscatalogus-consumer-price-index
US Employment Hours Earnings -- National httpsazuremicrosoftcomen-usservicesopen-datasetscatalogus-employment-hours-earnings-national
US Employment Hours Earnings -- State httpsazuremicrosoftcomen-usservicesopen-datasetscatalogus-employment-hours-earnings-state
US Labor Force Statistics httpsazuremicrosoftcomen-usservicesopen-datasetscatalogus-labor-force-statistics
UK Met Global Weather Data httpsazuremicrosoftcomen-usservicesopen-datasetscataloguk-met-global-weather-data
NYC Taxi and Limousine Commision -- For Hire Vehicle Trip Records httpsazuremicrosoftcomen-usservicesopen-datasetscatalognyc-taxi-limousine-commission-for-hire-vehicle-trip-records
NYC Taxi and Limousine Commission ndash Yellow Taxi Trip Records httpsazuremicrosoftcomen-usservicesopen-datasetscatalognyc-taxi-limousine-commission-yellow-taxi-trip-records
NYC Taxi and Limousine Commission -- Green Taxi Trip Records httpsazuremicrosoftcomen-usservicesopen-datasetscatalognyc-taxi-limousine-commission-green-taxi-trip-records
copy2020 Fintova LLC 17
Datasets In the Cloud AWS
Title Link
COVID-19 Data Lake httpsregistryopendataawsaws-covid19-lake
US Census ACS PUMS httpsregistryopendataawscensus-dataworld-pums
NAIP on AWS httpsregistryopendataawsnaip
OpenAQ httpsregistryopendataawsopenaq
GEOS ndash Chem Input Data httpsregistryopendataawsgeoschem-input-data
Deutsche Boumlrse Public Dataset httpsregistryopendataawsdeutsche-boerse-pds
SILAM Air Quality httpsregistryopendataawssilam
Safecast httpsregistryopendataawssafecast
copy2020 Fintova LLC 18
Datasets In the Cloud Google
Title LinkKaggle Database httpswwwkagglecomdatasetsutm_medium=paidamputm_source=
googlecomamputm_campaign=datasets+houseadsampgclid=EAIaIQobChMI-Lab_bCB2gIVk4hpCh1MUgZuEAAYASAAEgKA4vD_BwEampdclid=CPXkqf-wgdoCFYzOZAodPnoJZQ
Realestate10k httpsgooglegithubiorealestate10k
YouTube Tech Talk Channel httppeoplecsailmiteduludwigsdatayoutube_speakers_2013txt
GitHub httpsgithubcomgooglecluster-datablobmasterClusterData2011_2md
copy2020 Fintova LLC
The Virtuous Data Feedback LooptradeData is the lifeblood of any efficient supplier whether within financial services or any other industry
A strategic data architecture enables data to be shared across functional boundaries enabling new bilateral insights that enhance both manufacturing and distribution This creates a virtuous feedback loop where one function informs the other
The model also delivers
bull Reduced costsbull Enhanced client experiencebull Reduced operational market and credit risksbull Improved price transparencybull Greater agilitybull Faster time-to-marketbull An innovation pipeline
Dist
ribut
ion
Man
ufac
turin
g
copy2020 Fintova LLC
copy2020 Fintova LLC 12
Legacy Models amp Analyticsbull Infrastructure and
Platform as a Service
bull Run existing process -on the cloud
Cloud Native Applications bull Scales on the
cloudbull Has APIsbull Manages costsbull Securebull True SaaS
Serverless Access bull Ad-hoc analysisbull Open source toolsbull Several
commercial toolsbull Scales like SaaSbull Jupyter
Notebooksbull Rbull Publish Appsbull Needs governance
Analytics on the Cloud
copy2020 Fintova LLC 13
User controlled and dynamic scaling for computation and data storage
Compute and Data separation plugin models and data sources
Microservices not a monolithic platform use what you need
APIs for Interaction and Collaboration not subject to UI and pre-defined use cases
Open Source Access
Automated test deployment and versioning
Cloud Native SoftwareWhat to look for in SaaS Analytics Provider
copy2020 Fintova LLC 14
Experiments are cheaper no initial investments
Pay what you use when you use month end and quarter end valuation use case
Surge capacity Covid-19 risk analysis no need to wait no permanent investment
Save time on training models several pre-trained models ndash for NLP
Cloud is cheap but not free manage granular invoicing
Consider storage and data upload costs and approaches
Cloud Economics
copy2020 Fintova LLC 15
On popular cloud platforms
Data and Analytics Tools
Database RedShift SQL Server Big Query
MLAI ML Platform Azure AI AI Hub +TensorFlow
ImageVideo Rekognition Computer Vision Vision
Text Textract TextAnalytics Google NLP
GoogleAzureaws
copy2020 Fintova LLC 16
Datasets In the Cloud AzureTitle Link
US Producer Price Index -- Industry httpsazuremicrosoftcomen-usservicesopen-datasetscatalogus-producer-price-index-industry
US Producer Price Index -- Commodities httpsazuremicrosoftcomen-usservicesopen-datasetscatalogus-producer-price-index-commodities
US Consumer Price Index httpsazuremicrosoftcomen-usservicesopen-datasetscatalogus-consumer-price-index
US Employment Hours Earnings -- National httpsazuremicrosoftcomen-usservicesopen-datasetscatalogus-employment-hours-earnings-national
US Employment Hours Earnings -- State httpsazuremicrosoftcomen-usservicesopen-datasetscatalogus-employment-hours-earnings-state
US Labor Force Statistics httpsazuremicrosoftcomen-usservicesopen-datasetscatalogus-labor-force-statistics
UK Met Global Weather Data httpsazuremicrosoftcomen-usservicesopen-datasetscataloguk-met-global-weather-data
NYC Taxi and Limousine Commision -- For Hire Vehicle Trip Records httpsazuremicrosoftcomen-usservicesopen-datasetscatalognyc-taxi-limousine-commission-for-hire-vehicle-trip-records
NYC Taxi and Limousine Commission ndash Yellow Taxi Trip Records httpsazuremicrosoftcomen-usservicesopen-datasetscatalognyc-taxi-limousine-commission-yellow-taxi-trip-records
NYC Taxi and Limousine Commission -- Green Taxi Trip Records httpsazuremicrosoftcomen-usservicesopen-datasetscatalognyc-taxi-limousine-commission-green-taxi-trip-records
copy2020 Fintova LLC 17
Datasets In the Cloud AWS
Title Link
COVID-19 Data Lake httpsregistryopendataawsaws-covid19-lake
US Census ACS PUMS httpsregistryopendataawscensus-dataworld-pums
NAIP on AWS httpsregistryopendataawsnaip
OpenAQ httpsregistryopendataawsopenaq
GEOS ndash Chem Input Data httpsregistryopendataawsgeoschem-input-data
Deutsche Boumlrse Public Dataset httpsregistryopendataawsdeutsche-boerse-pds
SILAM Air Quality httpsregistryopendataawssilam
Safecast httpsregistryopendataawssafecast
copy2020 Fintova LLC 18
Datasets In the Cloud Google
Title LinkKaggle Database httpswwwkagglecomdatasetsutm_medium=paidamputm_source=
googlecomamputm_campaign=datasets+houseadsampgclid=EAIaIQobChMI-Lab_bCB2gIVk4hpCh1MUgZuEAAYASAAEgKA4vD_BwEampdclid=CPXkqf-wgdoCFYzOZAodPnoJZQ
Realestate10k httpsgooglegithubiorealestate10k
YouTube Tech Talk Channel httppeoplecsailmiteduludwigsdatayoutube_speakers_2013txt
GitHub httpsgithubcomgooglecluster-datablobmasterClusterData2011_2md
copy2020 Fintova LLC 12
Legacy Models amp Analyticsbull Infrastructure and
Platform as a Service
bull Run existing process -on the cloud
Cloud Native Applications bull Scales on the
cloudbull Has APIsbull Manages costsbull Securebull True SaaS
Serverless Access bull Ad-hoc analysisbull Open source toolsbull Several
commercial toolsbull Scales like SaaSbull Jupyter
Notebooksbull Rbull Publish Appsbull Needs governance
Analytics on the Cloud
copy2020 Fintova LLC 13
User controlled and dynamic scaling for computation and data storage
Compute and Data separation plugin models and data sources
Microservices not a monolithic platform use what you need
APIs for Interaction and Collaboration not subject to UI and pre-defined use cases
Open Source Access
Automated test deployment and versioning
Cloud Native SoftwareWhat to look for in SaaS Analytics Provider
copy2020 Fintova LLC 14
Experiments are cheaper no initial investments
Pay what you use when you use month end and quarter end valuation use case
Surge capacity Covid-19 risk analysis no need to wait no permanent investment
Save time on training models several pre-trained models ndash for NLP
Cloud is cheap but not free manage granular invoicing
Consider storage and data upload costs and approaches
Cloud Economics
copy2020 Fintova LLC 15
On popular cloud platforms
Data and Analytics Tools
Database RedShift SQL Server Big Query
MLAI ML Platform Azure AI AI Hub +TensorFlow
ImageVideo Rekognition Computer Vision Vision
Text Textract TextAnalytics Google NLP
GoogleAzureaws
copy2020 Fintova LLC 16
Datasets In the Cloud AzureTitle Link
US Producer Price Index -- Industry httpsazuremicrosoftcomen-usservicesopen-datasetscatalogus-producer-price-index-industry
US Producer Price Index -- Commodities httpsazuremicrosoftcomen-usservicesopen-datasetscatalogus-producer-price-index-commodities
US Consumer Price Index httpsazuremicrosoftcomen-usservicesopen-datasetscatalogus-consumer-price-index
US Employment Hours Earnings -- National httpsazuremicrosoftcomen-usservicesopen-datasetscatalogus-employment-hours-earnings-national
US Employment Hours Earnings -- State httpsazuremicrosoftcomen-usservicesopen-datasetscatalogus-employment-hours-earnings-state
US Labor Force Statistics httpsazuremicrosoftcomen-usservicesopen-datasetscatalogus-labor-force-statistics
UK Met Global Weather Data httpsazuremicrosoftcomen-usservicesopen-datasetscataloguk-met-global-weather-data
NYC Taxi and Limousine Commision -- For Hire Vehicle Trip Records httpsazuremicrosoftcomen-usservicesopen-datasetscatalognyc-taxi-limousine-commission-for-hire-vehicle-trip-records
NYC Taxi and Limousine Commission ndash Yellow Taxi Trip Records httpsazuremicrosoftcomen-usservicesopen-datasetscatalognyc-taxi-limousine-commission-yellow-taxi-trip-records
NYC Taxi and Limousine Commission -- Green Taxi Trip Records httpsazuremicrosoftcomen-usservicesopen-datasetscatalognyc-taxi-limousine-commission-green-taxi-trip-records
copy2020 Fintova LLC 17
Datasets In the Cloud AWS
Title Link
COVID-19 Data Lake httpsregistryopendataawsaws-covid19-lake
US Census ACS PUMS httpsregistryopendataawscensus-dataworld-pums
NAIP on AWS httpsregistryopendataawsnaip
OpenAQ httpsregistryopendataawsopenaq
GEOS ndash Chem Input Data httpsregistryopendataawsgeoschem-input-data
Deutsche Boumlrse Public Dataset httpsregistryopendataawsdeutsche-boerse-pds
SILAM Air Quality httpsregistryopendataawssilam
Safecast httpsregistryopendataawssafecast
copy2020 Fintova LLC 18
Datasets In the Cloud Google
Title LinkKaggle Database httpswwwkagglecomdatasetsutm_medium=paidamputm_source=
googlecomamputm_campaign=datasets+houseadsampgclid=EAIaIQobChMI-Lab_bCB2gIVk4hpCh1MUgZuEAAYASAAEgKA4vD_BwEampdclid=CPXkqf-wgdoCFYzOZAodPnoJZQ
Realestate10k httpsgooglegithubiorealestate10k
YouTube Tech Talk Channel httppeoplecsailmiteduludwigsdatayoutube_speakers_2013txt
GitHub httpsgithubcomgooglecluster-datablobmasterClusterData2011_2md
copy2020 Fintova LLC 13
User controlled and dynamic scaling for computation and data storage
Compute and Data separation plugin models and data sources
Microservices not a monolithic platform use what you need
APIs for Interaction and Collaboration not subject to UI and pre-defined use cases
Open Source Access
Automated test deployment and versioning
Cloud Native SoftwareWhat to look for in SaaS Analytics Provider
copy2020 Fintova LLC 14
Experiments are cheaper no initial investments
Pay what you use when you use month end and quarter end valuation use case
Surge capacity Covid-19 risk analysis no need to wait no permanent investment
Save time on training models several pre-trained models ndash for NLP
Cloud is cheap but not free manage granular invoicing
Consider storage and data upload costs and approaches
Cloud Economics
copy2020 Fintova LLC 15
On popular cloud platforms
Data and Analytics Tools
Database RedShift SQL Server Big Query
MLAI ML Platform Azure AI AI Hub +TensorFlow
ImageVideo Rekognition Computer Vision Vision
Text Textract TextAnalytics Google NLP
GoogleAzureaws
copy2020 Fintova LLC 16
Datasets In the Cloud AzureTitle Link
US Producer Price Index -- Industry httpsazuremicrosoftcomen-usservicesopen-datasetscatalogus-producer-price-index-industry
US Producer Price Index -- Commodities httpsazuremicrosoftcomen-usservicesopen-datasetscatalogus-producer-price-index-commodities
US Consumer Price Index httpsazuremicrosoftcomen-usservicesopen-datasetscatalogus-consumer-price-index
US Employment Hours Earnings -- National httpsazuremicrosoftcomen-usservicesopen-datasetscatalogus-employment-hours-earnings-national
US Employment Hours Earnings -- State httpsazuremicrosoftcomen-usservicesopen-datasetscatalogus-employment-hours-earnings-state
US Labor Force Statistics httpsazuremicrosoftcomen-usservicesopen-datasetscatalogus-labor-force-statistics
UK Met Global Weather Data httpsazuremicrosoftcomen-usservicesopen-datasetscataloguk-met-global-weather-data
NYC Taxi and Limousine Commision -- For Hire Vehicle Trip Records httpsazuremicrosoftcomen-usservicesopen-datasetscatalognyc-taxi-limousine-commission-for-hire-vehicle-trip-records
NYC Taxi and Limousine Commission ndash Yellow Taxi Trip Records httpsazuremicrosoftcomen-usservicesopen-datasetscatalognyc-taxi-limousine-commission-yellow-taxi-trip-records
NYC Taxi and Limousine Commission -- Green Taxi Trip Records httpsazuremicrosoftcomen-usservicesopen-datasetscatalognyc-taxi-limousine-commission-green-taxi-trip-records
copy2020 Fintova LLC 17
Datasets In the Cloud AWS
Title Link
COVID-19 Data Lake httpsregistryopendataawsaws-covid19-lake
US Census ACS PUMS httpsregistryopendataawscensus-dataworld-pums
NAIP on AWS httpsregistryopendataawsnaip
OpenAQ httpsregistryopendataawsopenaq
GEOS ndash Chem Input Data httpsregistryopendataawsgeoschem-input-data
Deutsche Boumlrse Public Dataset httpsregistryopendataawsdeutsche-boerse-pds
SILAM Air Quality httpsregistryopendataawssilam
Safecast httpsregistryopendataawssafecast
copy2020 Fintova LLC 18
Datasets In the Cloud Google
Title LinkKaggle Database httpswwwkagglecomdatasetsutm_medium=paidamputm_source=
googlecomamputm_campaign=datasets+houseadsampgclid=EAIaIQobChMI-Lab_bCB2gIVk4hpCh1MUgZuEAAYASAAEgKA4vD_BwEampdclid=CPXkqf-wgdoCFYzOZAodPnoJZQ
Realestate10k httpsgooglegithubiorealestate10k
YouTube Tech Talk Channel httppeoplecsailmiteduludwigsdatayoutube_speakers_2013txt
GitHub httpsgithubcomgooglecluster-datablobmasterClusterData2011_2md
copy2020 Fintova LLC 14
Experiments are cheaper no initial investments
Pay what you use when you use month end and quarter end valuation use case
Surge capacity Covid-19 risk analysis no need to wait no permanent investment
Save time on training models several pre-trained models ndash for NLP
Cloud is cheap but not free manage granular invoicing
Consider storage and data upload costs and approaches
Cloud Economics
copy2020 Fintova LLC 15
On popular cloud platforms
Data and Analytics Tools
Database RedShift SQL Server Big Query
MLAI ML Platform Azure AI AI Hub +TensorFlow
ImageVideo Rekognition Computer Vision Vision
Text Textract TextAnalytics Google NLP
GoogleAzureaws
copy2020 Fintova LLC 16
Datasets In the Cloud AzureTitle Link
US Producer Price Index -- Industry httpsazuremicrosoftcomen-usservicesopen-datasetscatalogus-producer-price-index-industry
US Producer Price Index -- Commodities httpsazuremicrosoftcomen-usservicesopen-datasetscatalogus-producer-price-index-commodities
US Consumer Price Index httpsazuremicrosoftcomen-usservicesopen-datasetscatalogus-consumer-price-index
US Employment Hours Earnings -- National httpsazuremicrosoftcomen-usservicesopen-datasetscatalogus-employment-hours-earnings-national
US Employment Hours Earnings -- State httpsazuremicrosoftcomen-usservicesopen-datasetscatalogus-employment-hours-earnings-state
US Labor Force Statistics httpsazuremicrosoftcomen-usservicesopen-datasetscatalogus-labor-force-statistics
UK Met Global Weather Data httpsazuremicrosoftcomen-usservicesopen-datasetscataloguk-met-global-weather-data
NYC Taxi and Limousine Commision -- For Hire Vehicle Trip Records httpsazuremicrosoftcomen-usservicesopen-datasetscatalognyc-taxi-limousine-commission-for-hire-vehicle-trip-records
NYC Taxi and Limousine Commission ndash Yellow Taxi Trip Records httpsazuremicrosoftcomen-usservicesopen-datasetscatalognyc-taxi-limousine-commission-yellow-taxi-trip-records
NYC Taxi and Limousine Commission -- Green Taxi Trip Records httpsazuremicrosoftcomen-usservicesopen-datasetscatalognyc-taxi-limousine-commission-green-taxi-trip-records
copy2020 Fintova LLC 17
Datasets In the Cloud AWS
Title Link
COVID-19 Data Lake httpsregistryopendataawsaws-covid19-lake
US Census ACS PUMS httpsregistryopendataawscensus-dataworld-pums
NAIP on AWS httpsregistryopendataawsnaip
OpenAQ httpsregistryopendataawsopenaq
GEOS ndash Chem Input Data httpsregistryopendataawsgeoschem-input-data
Deutsche Boumlrse Public Dataset httpsregistryopendataawsdeutsche-boerse-pds
SILAM Air Quality httpsregistryopendataawssilam
Safecast httpsregistryopendataawssafecast
copy2020 Fintova LLC 18
Datasets In the Cloud Google
Title LinkKaggle Database httpswwwkagglecomdatasetsutm_medium=paidamputm_source=
googlecomamputm_campaign=datasets+houseadsampgclid=EAIaIQobChMI-Lab_bCB2gIVk4hpCh1MUgZuEAAYASAAEgKA4vD_BwEampdclid=CPXkqf-wgdoCFYzOZAodPnoJZQ
Realestate10k httpsgooglegithubiorealestate10k
YouTube Tech Talk Channel httppeoplecsailmiteduludwigsdatayoutube_speakers_2013txt
GitHub httpsgithubcomgooglecluster-datablobmasterClusterData2011_2md
copy2020 Fintova LLC 15
On popular cloud platforms
Data and Analytics Tools
Database RedShift SQL Server Big Query
MLAI ML Platform Azure AI AI Hub +TensorFlow
ImageVideo Rekognition Computer Vision Vision
Text Textract TextAnalytics Google NLP
GoogleAzureaws
copy2020 Fintova LLC 16
Datasets In the Cloud AzureTitle Link
US Producer Price Index -- Industry httpsazuremicrosoftcomen-usservicesopen-datasetscatalogus-producer-price-index-industry
US Producer Price Index -- Commodities httpsazuremicrosoftcomen-usservicesopen-datasetscatalogus-producer-price-index-commodities
US Consumer Price Index httpsazuremicrosoftcomen-usservicesopen-datasetscatalogus-consumer-price-index
US Employment Hours Earnings -- National httpsazuremicrosoftcomen-usservicesopen-datasetscatalogus-employment-hours-earnings-national
US Employment Hours Earnings -- State httpsazuremicrosoftcomen-usservicesopen-datasetscatalogus-employment-hours-earnings-state
US Labor Force Statistics httpsazuremicrosoftcomen-usservicesopen-datasetscatalogus-labor-force-statistics
UK Met Global Weather Data httpsazuremicrosoftcomen-usservicesopen-datasetscataloguk-met-global-weather-data
NYC Taxi and Limousine Commision -- For Hire Vehicle Trip Records httpsazuremicrosoftcomen-usservicesopen-datasetscatalognyc-taxi-limousine-commission-for-hire-vehicle-trip-records
NYC Taxi and Limousine Commission ndash Yellow Taxi Trip Records httpsazuremicrosoftcomen-usservicesopen-datasetscatalognyc-taxi-limousine-commission-yellow-taxi-trip-records
NYC Taxi and Limousine Commission -- Green Taxi Trip Records httpsazuremicrosoftcomen-usservicesopen-datasetscatalognyc-taxi-limousine-commission-green-taxi-trip-records
copy2020 Fintova LLC 17
Datasets In the Cloud AWS
Title Link
COVID-19 Data Lake httpsregistryopendataawsaws-covid19-lake
US Census ACS PUMS httpsregistryopendataawscensus-dataworld-pums
NAIP on AWS httpsregistryopendataawsnaip
OpenAQ httpsregistryopendataawsopenaq
GEOS ndash Chem Input Data httpsregistryopendataawsgeoschem-input-data
Deutsche Boumlrse Public Dataset httpsregistryopendataawsdeutsche-boerse-pds
SILAM Air Quality httpsregistryopendataawssilam
Safecast httpsregistryopendataawssafecast
copy2020 Fintova LLC 18
Datasets In the Cloud Google
Title LinkKaggle Database httpswwwkagglecomdatasetsutm_medium=paidamputm_source=
googlecomamputm_campaign=datasets+houseadsampgclid=EAIaIQobChMI-Lab_bCB2gIVk4hpCh1MUgZuEAAYASAAEgKA4vD_BwEampdclid=CPXkqf-wgdoCFYzOZAodPnoJZQ
Realestate10k httpsgooglegithubiorealestate10k
YouTube Tech Talk Channel httppeoplecsailmiteduludwigsdatayoutube_speakers_2013txt
GitHub httpsgithubcomgooglecluster-datablobmasterClusterData2011_2md
copy2020 Fintova LLC 16
Datasets In the Cloud AzureTitle Link
US Producer Price Index -- Industry httpsazuremicrosoftcomen-usservicesopen-datasetscatalogus-producer-price-index-industry
US Producer Price Index -- Commodities httpsazuremicrosoftcomen-usservicesopen-datasetscatalogus-producer-price-index-commodities
US Consumer Price Index httpsazuremicrosoftcomen-usservicesopen-datasetscatalogus-consumer-price-index
US Employment Hours Earnings -- National httpsazuremicrosoftcomen-usservicesopen-datasetscatalogus-employment-hours-earnings-national
US Employment Hours Earnings -- State httpsazuremicrosoftcomen-usservicesopen-datasetscatalogus-employment-hours-earnings-state
US Labor Force Statistics httpsazuremicrosoftcomen-usservicesopen-datasetscatalogus-labor-force-statistics
UK Met Global Weather Data httpsazuremicrosoftcomen-usservicesopen-datasetscataloguk-met-global-weather-data
NYC Taxi and Limousine Commision -- For Hire Vehicle Trip Records httpsazuremicrosoftcomen-usservicesopen-datasetscatalognyc-taxi-limousine-commission-for-hire-vehicle-trip-records
NYC Taxi and Limousine Commission ndash Yellow Taxi Trip Records httpsazuremicrosoftcomen-usservicesopen-datasetscatalognyc-taxi-limousine-commission-yellow-taxi-trip-records
NYC Taxi and Limousine Commission -- Green Taxi Trip Records httpsazuremicrosoftcomen-usservicesopen-datasetscatalognyc-taxi-limousine-commission-green-taxi-trip-records
copy2020 Fintova LLC 17
Datasets In the Cloud AWS
Title Link
COVID-19 Data Lake httpsregistryopendataawsaws-covid19-lake
US Census ACS PUMS httpsregistryopendataawscensus-dataworld-pums
NAIP on AWS httpsregistryopendataawsnaip
OpenAQ httpsregistryopendataawsopenaq
GEOS ndash Chem Input Data httpsregistryopendataawsgeoschem-input-data
Deutsche Boumlrse Public Dataset httpsregistryopendataawsdeutsche-boerse-pds
SILAM Air Quality httpsregistryopendataawssilam
Safecast httpsregistryopendataawssafecast
copy2020 Fintova LLC 18
Datasets In the Cloud Google
Title LinkKaggle Database httpswwwkagglecomdatasetsutm_medium=paidamputm_source=
googlecomamputm_campaign=datasets+houseadsampgclid=EAIaIQobChMI-Lab_bCB2gIVk4hpCh1MUgZuEAAYASAAEgKA4vD_BwEampdclid=CPXkqf-wgdoCFYzOZAodPnoJZQ
Realestate10k httpsgooglegithubiorealestate10k
YouTube Tech Talk Channel httppeoplecsailmiteduludwigsdatayoutube_speakers_2013txt
GitHub httpsgithubcomgooglecluster-datablobmasterClusterData2011_2md
copy2020 Fintova LLC 17
Datasets In the Cloud AWS
Title Link
COVID-19 Data Lake httpsregistryopendataawsaws-covid19-lake
US Census ACS PUMS httpsregistryopendataawscensus-dataworld-pums
NAIP on AWS httpsregistryopendataawsnaip
OpenAQ httpsregistryopendataawsopenaq
GEOS ndash Chem Input Data httpsregistryopendataawsgeoschem-input-data
Deutsche Boumlrse Public Dataset httpsregistryopendataawsdeutsche-boerse-pds
SILAM Air Quality httpsregistryopendataawssilam
Safecast httpsregistryopendataawssafecast
copy2020 Fintova LLC 18
Datasets In the Cloud Google
Title LinkKaggle Database httpswwwkagglecomdatasetsutm_medium=paidamputm_source=
googlecomamputm_campaign=datasets+houseadsampgclid=EAIaIQobChMI-Lab_bCB2gIVk4hpCh1MUgZuEAAYASAAEgKA4vD_BwEampdclid=CPXkqf-wgdoCFYzOZAodPnoJZQ
Realestate10k httpsgooglegithubiorealestate10k
YouTube Tech Talk Channel httppeoplecsailmiteduludwigsdatayoutube_speakers_2013txt
GitHub httpsgithubcomgooglecluster-datablobmasterClusterData2011_2md
copy2020 Fintova LLC 18
Datasets In the Cloud Google
Title LinkKaggle Database httpswwwkagglecomdatasetsutm_medium=paidamputm_source=
googlecomamputm_campaign=datasets+houseadsampgclid=EAIaIQobChMI-Lab_bCB2gIVk4hpCh1MUgZuEAAYASAAEgKA4vD_BwEampdclid=CPXkqf-wgdoCFYzOZAodPnoJZQ
Realestate10k httpsgooglegithubiorealestate10k
YouTube Tech Talk Channel httppeoplecsailmiteduludwigsdatayoutube_speakers_2013txt
GitHub httpsgithubcomgooglecluster-datablobmasterClusterData2011_2md