SlideShare a Scribd company logo
1 of 22
Download to read offline
Pandemics, CAPM, and Factor Alpha
Jessica Stauth,Phd
Fidelity Labs
QWAFAFEW
Oct 17,2020
Boston, MA
ANNOUNCEMENTS
Hugh Crowther
Announcements
■ December 8 Adapting to the New Normal: A Playbook for Virtual Leadership
■ December 9 Career Chat: Fintech
■ December 14 Investment Portfolio Risk for Insurance Companies – The CIO
Perspective
■ December 15 The Current Fintech Landscape, its Evolution and Future
QU Fall
school
■ Theme: AI and
ML Enablement
– Data Science with Python
– AI & Machine Learning for
Financial Professionals
– Model Risk & Governance
■ https://qufallschool.spla
shthat.com/
Slides and Code
■ QuAcademy:
www.qu.academy
Jessica Stauth is a Managing Director in
Fidelity Labs, an internal startup
incubator with a mission to create new
fintech businesses that drive growth for
the firm. Dr. Stauth previously held roles
as Managing Director of Portfolio
Management, Research, and Trading at
Quantopian, a crowd-sourced systematic
hedge fund based in Boston, Director of
Quant Product Strategy for Thomson
Reuters (now Refinitiv), and as a Senior
Quant Researcher at the StarMine
Corporation, where she built global stock
selection models including the design and
implementation of the StarMine Short
Interest model. Dr. Stauth holds a PhD in
Biophysics from UC Berkeley, where her
research focused on computational
neuroscience.
Start with why
Jessica Stauth, PhD Managing Director, Fidelity Labs
Why ask why?
Why ask why?
Basic and applied
sciences have
different WHY
statements
The goal of basic science is to advance
fundamental knowledge about the world.
Insights generated may or may not have
readily observable applications.
The goal of applied data science is to
generate insights which analysts and
business users can translate into tangible
business value.
In my experience
the reality is
becoming much
more iterative and
overlapping.
LEARN SOMETHING NEW
APPLY IT!
Business value is why.
Investment Returns Sales Customer Happiness
Business value is …
Business value is …
Operating efficiency Speed to market Engagement
Insights to drive value…
Can my business users understand and
capitalize on the insights generated by
my model?
Apply the
principles
and skills you
learned in
basic
science!
• Extraordinary Claims
• Falsifiability
• Occam's Razor
• Replicability
• Ruling Out Rival Hypotheses
• Correlation vs. Causation
Thank you. Questions?
Jessica.Stauth@fmr.com
@jstauth
References
• Start with Why TED Talk – Simon Sinek
• Delivering Happiness – Tony Hsieh
Thanks for joining!
Questions

More Related Content

What's hot

Machine Learning in Finance: 10 Things You Need to Know in 2021
Machine Learning in Finance: 10 Things You Need to Know in 2021Machine Learning in Finance: 10 Things You Need to Know in 2021
Machine Learning in Finance: 10 Things You Need to Know in 2021QuantUniversity
 
Ml master class cfa poland
Ml master class   cfa polandMl master class   cfa poland
Ml master class cfa polandQuantUniversity
 
Algorithmic auditing 1.0
Algorithmic auditing 1.0Algorithmic auditing 1.0
Algorithmic auditing 1.0QuantUniversity
 
Machine learning for factor investing
Machine learning for factor investingMachine learning for factor investing
Machine learning for factor investingQuantUniversity
 
Qu for India - QuantUniversity FundRaiser
Qu for India  - QuantUniversity FundRaiserQu for India  - QuantUniversity FundRaiser
Qu for India - QuantUniversity FundRaiserQuantUniversity
 
Machine Learning and AI in Risk Management
Machine Learning and AI in Risk ManagementMachine Learning and AI in Risk Management
Machine Learning and AI in Risk ManagementQuantUniversity
 
An introduction to ML, AI and Analytics
An introduction to ML, AI and AnalyticsAn introduction to ML, AI and Analytics
An introduction to ML, AI and AnalyticsSpotle.ai
 
AI Explainability and Model Risk Management
AI Explainability and Model Risk ManagementAI Explainability and Model Risk Management
AI Explainability and Model Risk ManagementQuantUniversity
 
Machine Learning and AI: An Intuitive Introduction - CFA Institute Masterclass
Machine Learning and AI: An Intuitive Introduction - CFA Institute MasterclassMachine Learning and AI: An Intuitive Introduction - CFA Institute Masterclass
Machine Learning and AI: An Intuitive Introduction - CFA Institute MasterclassQuantUniversity
 
Rapid prototyping quant research ml models using the qu sandbox
Rapid prototyping quant research ml models using the qu sandboxRapid prototyping quant research ml models using the qu sandbox
Rapid prototyping quant research ml models using the qu sandboxQuantUniversity
 
CFA-NY Workshop - Final slides
CFA-NY Workshop - Final slidesCFA-NY Workshop - Final slides
CFA-NY Workshop - Final slidesQuantUniversity
 
Blockchain workshop Intro
Blockchain workshop IntroBlockchain workshop Intro
Blockchain workshop IntroQuantUniversity
 
Ml and AI for financial professionals
Ml and AI for financial professionalsMl and AI for financial professionals
Ml and AI for financial professionalsQuantUniversity
 
Bayesian Portfolio Allocation
Bayesian Portfolio AllocationBayesian Portfolio Allocation
Bayesian Portfolio AllocationQuantUniversity
 
10 Key Considerations for AI/ML Model Governance
10 Key Considerations for AI/ML Model Governance10 Key Considerations for AI/ML Model Governance
10 Key Considerations for AI/ML Model GovernanceQuantUniversity
 
achine Learning and Model Risk
achine Learning and Model Riskachine Learning and Model Risk
achine Learning and Model RiskQuantUniversity
 

What's hot (20)

Projects
ProjectsProjects
Projects
 
Machine Learning in Finance: 10 Things You Need to Know in 2021
Machine Learning in Finance: 10 Things You Need to Know in 2021Machine Learning in Finance: 10 Things You Need to Know in 2021
Machine Learning in Finance: 10 Things You Need to Know in 2021
 
Ml master class
Ml master classMl master class
Ml master class
 
Ml master class cfa poland
Ml master class   cfa polandMl master class   cfa poland
Ml master class cfa poland
 
Algorithmic auditing 1.0
Algorithmic auditing 1.0Algorithmic auditing 1.0
Algorithmic auditing 1.0
 
Machine learning for factor investing
Machine learning for factor investingMachine learning for factor investing
Machine learning for factor investing
 
NLP in Finance
NLP in FinanceNLP in Finance
NLP in Finance
 
Qu for India - QuantUniversity FundRaiser
Qu for India  - QuantUniversity FundRaiserQu for India  - QuantUniversity FundRaiser
Qu for India - QuantUniversity FundRaiser
 
Machine Learning and AI in Risk Management
Machine Learning and AI in Risk ManagementMachine Learning and AI in Risk Management
Machine Learning and AI in Risk Management
 
An introduction to ML, AI and Analytics
An introduction to ML, AI and AnalyticsAn introduction to ML, AI and Analytics
An introduction to ML, AI and Analytics
 
AI Explainability and Model Risk Management
AI Explainability and Model Risk ManagementAI Explainability and Model Risk Management
AI Explainability and Model Risk Management
 
Machine Learning and AI: An Intuitive Introduction - CFA Institute Masterclass
Machine Learning and AI: An Intuitive Introduction - CFA Institute MasterclassMachine Learning and AI: An Intuitive Introduction - CFA Institute Masterclass
Machine Learning and AI: An Intuitive Introduction - CFA Institute Masterclass
 
Rapid prototyping quant research ml models using the qu sandbox
Rapid prototyping quant research ml models using the qu sandboxRapid prototyping quant research ml models using the qu sandbox
Rapid prototyping quant research ml models using the qu sandbox
 
CFA-NY Workshop - Final slides
CFA-NY Workshop - Final slidesCFA-NY Workshop - Final slides
CFA-NY Workshop - Final slides
 
Blockchain workshop Intro
Blockchain workshop IntroBlockchain workshop Intro
Blockchain workshop Intro
 
Ml and AI for financial professionals
Ml and AI for financial professionalsMl and AI for financial professionals
Ml and AI for financial professionals
 
Python for Data science
Python for Data sciencePython for Data science
Python for Data science
 
Bayesian Portfolio Allocation
Bayesian Portfolio AllocationBayesian Portfolio Allocation
Bayesian Portfolio Allocation
 
10 Key Considerations for AI/ML Model Governance
10 Key Considerations for AI/ML Model Governance10 Key Considerations for AI/ML Model Governance
10 Key Considerations for AI/ML Model Governance
 
achine Learning and Model Risk
achine Learning and Model Riskachine Learning and Model Risk
achine Learning and Model Risk
 

Similar to Qwafafew meeting 5

Demystifying Entrepreneurship for Mature Organizations (Germany)
Demystifying Entrepreneurship for Mature Organizations (Germany)Demystifying Entrepreneurship for Mature Organizations (Germany)
Demystifying Entrepreneurship for Mature Organizations (Germany)Ikhlaq Sidhu
 
How Competitive Intelligence Supports SMB Business Opportunities with Actiona...
How Competitive Intelligence Supports SMB Business Opportunities with Actiona...How Competitive Intelligence Supports SMB Business Opportunities with Actiona...
How Competitive Intelligence Supports SMB Business Opportunities with Actiona...IntelCollab.com
 
Innovation and Breakthrough Forum-Leap to Success.
Innovation and Breakthrough Forum-Leap to Success.Innovation and Breakthrough Forum-Leap to Success.
Innovation and Breakthrough Forum-Leap to Success.KMIRC PolyU
 
RESOURCESRequired ResourcesText· Drown, E., & Sole, K. (20.docx
RESOURCESRequired ResourcesText· Drown, E., & Sole, K. (20.docxRESOURCESRequired ResourcesText· Drown, E., & Sole, K. (20.docx
RESOURCESRequired ResourcesText· Drown, E., & Sole, K. (20.docxronak56
 
Big Data Innovation
Big Data InnovationBig Data Innovation
Big Data Innovationpaul.hawking
 
Idea To Funding & The Valuation Game--Journey of Sparsha Learning Technologies
Idea To Funding & The Valuation Game--Journey of Sparsha Learning Technologies Idea To Funding & The Valuation Game--Journey of Sparsha Learning Technologies
Idea To Funding & The Valuation Game--Journey of Sparsha Learning Technologies Dr. Shivananda Koteshwar
 
Robert Brooks, PwC
Robert Brooks, PwCRobert Brooks, PwC
Robert Brooks, PwCCSSaunders
 
Lean ITP 1.10.2016 Class 1
Lean ITP 1.10.2016 Class 1Lean ITP 1.10.2016 Class 1
Lean ITP 1.10.2016 Class 1Jen van der Meer
 
Insight white paper_2014
Insight white paper_2014Insight white paper_2014
Insight white paper_2014Lin Todd
 
40 Methods every Innovation Manager Must Know
40 Methods every Innovation Manager Must Know40 Methods every Innovation Manager Must Know
40 Methods every Innovation Manager Must KnowDr. Stefan Schaper
 
Creating a Data-Driven Organization, Data Day Texas, January 2016
Creating a Data-Driven Organization, Data Day Texas, January 2016Creating a Data-Driven Organization, Data Day Texas, January 2016
Creating a Data-Driven Organization, Data Day Texas, January 2016Carl Anderson
 
Sponsored Research And Regional Economic Development Ncura Nov 6 9 2011
Sponsored Research And Regional Economic Development  Ncura Nov 6 9 2011Sponsored Research And Regional Economic Development  Ncura Nov 6 9 2011
Sponsored Research And Regional Economic Development Ncura Nov 6 9 2011egiegerich
 
Creating a Data-Driven Organization, Crunchconf, October 2015
Creating a Data-Driven Organization, Crunchconf, October 2015Creating a Data-Driven Organization, Crunchconf, October 2015
Creating a Data-Driven Organization, Crunchconf, October 2015Carl Anderson
 
Creating a Data-Driven Organization -- thisismetis meetup
Creating a Data-Driven Organization -- thisismetis meetupCreating a Data-Driven Organization -- thisismetis meetup
Creating a Data-Driven Organization -- thisismetis meetupCarl Anderson
 
Curiosity: the blessing and the curse of the PhD entrepreneur
Curiosity: the blessing and the curse of the PhD entrepreneurCuriosity: the blessing and the curse of the PhD entrepreneur
Curiosity: the blessing and the curse of the PhD entrepreneurCristina Escoda
 
ONE POINT OF VIEWPaul N. Friga and Richard B. ChapasMA.docx
ONE POINT OF VIEWPaul N. Friga and Richard B. ChapasMA.docxONE POINT OF VIEWPaul N. Friga and Richard B. ChapasMA.docx
ONE POINT OF VIEWPaul N. Friga and Richard B. ChapasMA.docxhopeaustin33688
 
Open innovation presentation austech 2013
Open innovation presentation austech 2013Open innovation presentation austech 2013
Open innovation presentation austech 2013Frank Wyatt
 

Similar to Qwafafew meeting 5 (20)

Designing Deals Between Biotech Companies and University TTOs – Opportunities...
Designing Deals Between Biotech Companies and University TTOs – Opportunities...Designing Deals Between Biotech Companies and University TTOs – Opportunities...
Designing Deals Between Biotech Companies and University TTOs – Opportunities...
 
Demystifying Entrepreneurship for Mature Organizations (Germany)
Demystifying Entrepreneurship for Mature Organizations (Germany)Demystifying Entrepreneurship for Mature Organizations (Germany)
Demystifying Entrepreneurship for Mature Organizations (Germany)
 
How Competitive Intelligence Supports SMB Business Opportunities with Actiona...
How Competitive Intelligence Supports SMB Business Opportunities with Actiona...How Competitive Intelligence Supports SMB Business Opportunities with Actiona...
How Competitive Intelligence Supports SMB Business Opportunities with Actiona...
 
Innovation and Breakthrough Forum-Leap to Success.
Innovation and Breakthrough Forum-Leap to Success.Innovation and Breakthrough Forum-Leap to Success.
Innovation and Breakthrough Forum-Leap to Success.
 
Hashaam_Masood
Hashaam_MasoodHashaam_Masood
Hashaam_Masood
 
RESOURCESRequired ResourcesText· Drown, E., & Sole, K. (20.docx
RESOURCESRequired ResourcesText· Drown, E., & Sole, K. (20.docxRESOURCESRequired ResourcesText· Drown, E., & Sole, K. (20.docx
RESOURCESRequired ResourcesText· Drown, E., & Sole, K. (20.docx
 
Big Data Innovation
Big Data InnovationBig Data Innovation
Big Data Innovation
 
Idea To Funding & The Valuation Game--Journey of Sparsha Learning Technologies
Idea To Funding & The Valuation Game--Journey of Sparsha Learning Technologies Idea To Funding & The Valuation Game--Journey of Sparsha Learning Technologies
Idea To Funding & The Valuation Game--Journey of Sparsha Learning Technologies
 
Robert Brooks, PwC
Robert Brooks, PwCRobert Brooks, PwC
Robert Brooks, PwC
 
Lean ITP 1.10.2016 Class 1
Lean ITP 1.10.2016 Class 1Lean ITP 1.10.2016 Class 1
Lean ITP 1.10.2016 Class 1
 
Insight white paper_2014
Insight white paper_2014Insight white paper_2014
Insight white paper_2014
 
40 Methods every Innovation Manager Must Know
40 Methods every Innovation Manager Must Know40 Methods every Innovation Manager Must Know
40 Methods every Innovation Manager Must Know
 
The Evidence-Based Organization: A Platform for Innovation
The Evidence-Based Organization: A Platform for InnovationThe Evidence-Based Organization: A Platform for Innovation
The Evidence-Based Organization: A Platform for Innovation
 
Creating a Data-Driven Organization, Data Day Texas, January 2016
Creating a Data-Driven Organization, Data Day Texas, January 2016Creating a Data-Driven Organization, Data Day Texas, January 2016
Creating a Data-Driven Organization, Data Day Texas, January 2016
 
Sponsored Research And Regional Economic Development Ncura Nov 6 9 2011
Sponsored Research And Regional Economic Development  Ncura Nov 6 9 2011Sponsored Research And Regional Economic Development  Ncura Nov 6 9 2011
Sponsored Research And Regional Economic Development Ncura Nov 6 9 2011
 
Creating a Data-Driven Organization, Crunchconf, October 2015
Creating a Data-Driven Organization, Crunchconf, October 2015Creating a Data-Driven Organization, Crunchconf, October 2015
Creating a Data-Driven Organization, Crunchconf, October 2015
 
Creating a Data-Driven Organization -- thisismetis meetup
Creating a Data-Driven Organization -- thisismetis meetupCreating a Data-Driven Organization -- thisismetis meetup
Creating a Data-Driven Organization -- thisismetis meetup
 
Curiosity: the blessing and the curse of the PhD entrepreneur
Curiosity: the blessing and the curse of the PhD entrepreneurCuriosity: the blessing and the curse of the PhD entrepreneur
Curiosity: the blessing and the curse of the PhD entrepreneur
 
ONE POINT OF VIEWPaul N. Friga and Richard B. ChapasMA.docx
ONE POINT OF VIEWPaul N. Friga and Richard B. ChapasMA.docxONE POINT OF VIEWPaul N. Friga and Richard B. ChapasMA.docx
ONE POINT OF VIEWPaul N. Friga and Richard B. ChapasMA.docx
 
Open innovation presentation austech 2013
Open innovation presentation austech 2013Open innovation presentation austech 2013
Open innovation presentation austech 2013
 

More from QuantUniversity

EU Artificial Intelligence Act 2024 passed !
EU Artificial Intelligence Act 2024 passed !EU Artificial Intelligence Act 2024 passed !
EU Artificial Intelligence Act 2024 passed !QuantUniversity
 
Managing-the-Risks-of-LLMs-in-FS-Industry-Roundtable-TruEra-QuantU.pdf
Managing-the-Risks-of-LLMs-in-FS-Industry-Roundtable-TruEra-QuantU.pdfManaging-the-Risks-of-LLMs-in-FS-Industry-Roundtable-TruEra-QuantU.pdf
Managing-the-Risks-of-LLMs-in-FS-Industry-Roundtable-TruEra-QuantU.pdfQuantUniversity
 
PYTHON AND DATA SCIENCE FOR INVESTMENT PROFESSIONALS
PYTHON AND DATA SCIENCE FOR INVESTMENT PROFESSIONALSPYTHON AND DATA SCIENCE FOR INVESTMENT PROFESSIONALS
PYTHON AND DATA SCIENCE FOR INVESTMENT PROFESSIONALSQuantUniversity
 
Ml master class for CFA Dallas
Ml master class for CFA DallasMl master class for CFA Dallas
Ml master class for CFA DallasQuantUniversity
 
Algorithmic auditing 1.0
Algorithmic auditing 1.0Algorithmic auditing 1.0
Algorithmic auditing 1.0QuantUniversity
 
Towards Fairer Datasets: Filtering and Balancing the Distribution of the Peop...
Towards Fairer Datasets: Filtering and Balancing the Distribution of the Peop...Towards Fairer Datasets: Filtering and Balancing the Distribution of the Peop...
Towards Fairer Datasets: Filtering and Balancing the Distribution of the Peop...QuantUniversity
 
Seeing what a gan cannot generate: paper review
Seeing what a gan cannot generate: paper reviewSeeing what a gan cannot generate: paper review
Seeing what a gan cannot generate: paper reviewQuantUniversity
 
Constructing Private Asset Benchmarks
Constructing Private Asset BenchmarksConstructing Private Asset Benchmarks
Constructing Private Asset BenchmarksQuantUniversity
 
Machine Learning Interpretability
Machine Learning InterpretabilityMachine Learning Interpretability
Machine Learning InterpretabilityQuantUniversity
 
Responsible AI in Action
Responsible AI in ActionResponsible AI in Action
Responsible AI in ActionQuantUniversity
 
Master Class: GANS with Applications in Synthetic Data Generation
Master Class:   GANS with  Applications in  Synthetic Data GenerationMaster Class:   GANS with  Applications in  Synthetic Data Generation
Master Class: GANS with Applications in Synthetic Data GenerationQuantUniversity
 
Synthetic data in finance
Synthetic data in financeSynthetic data in finance
Synthetic data in financeQuantUniversity
 
Frontiers in Alternative Data : Techniques and Use Cases
Frontiers in Alternative Data : Techniques and Use CasesFrontiers in Alternative Data : Techniques and Use Cases
Frontiers in Alternative Data : Techniques and Use CasesQuantUniversity
 
Qwafafew meeting: A Sector Rotation Strategy that Beats the Market Handily Es...
Qwafafew meeting: A Sector Rotation Strategy that Beats the Market Handily Es...Qwafafew meeting: A Sector Rotation Strategy that Beats the Market Handily Es...
Qwafafew meeting: A Sector Rotation Strategy that Beats the Market Handily Es...QuantUniversity
 
ML and AI in Finance: Master Class
ML and AI in Finance: Master ClassML and AI in Finance: Master Class
ML and AI in Finance: Master ClassQuantUniversity
 

More from QuantUniversity (18)

EU Artificial Intelligence Act 2024 passed !
EU Artificial Intelligence Act 2024 passed !EU Artificial Intelligence Act 2024 passed !
EU Artificial Intelligence Act 2024 passed !
 
Managing-the-Risks-of-LLMs-in-FS-Industry-Roundtable-TruEra-QuantU.pdf
Managing-the-Risks-of-LLMs-in-FS-Industry-Roundtable-TruEra-QuantU.pdfManaging-the-Risks-of-LLMs-in-FS-Industry-Roundtable-TruEra-QuantU.pdf
Managing-the-Risks-of-LLMs-in-FS-Industry-Roundtable-TruEra-QuantU.pdf
 
PYTHON AND DATA SCIENCE FOR INVESTMENT PROFESSIONALS
PYTHON AND DATA SCIENCE FOR INVESTMENT PROFESSIONALSPYTHON AND DATA SCIENCE FOR INVESTMENT PROFESSIONALS
PYTHON AND DATA SCIENCE FOR INVESTMENT PROFESSIONALS
 
Ml master class for CFA Dallas
Ml master class for CFA DallasMl master class for CFA Dallas
Ml master class for CFA Dallas
 
Algorithmic auditing 1.0
Algorithmic auditing 1.0Algorithmic auditing 1.0
Algorithmic auditing 1.0
 
Towards Fairer Datasets: Filtering and Balancing the Distribution of the Peop...
Towards Fairer Datasets: Filtering and Balancing the Distribution of the Peop...Towards Fairer Datasets: Filtering and Balancing the Distribution of the Peop...
Towards Fairer Datasets: Filtering and Balancing the Distribution of the Peop...
 
Seeing what a gan cannot generate: paper review
Seeing what a gan cannot generate: paper reviewSeeing what a gan cannot generate: paper review
Seeing what a gan cannot generate: paper review
 
The API Jungle
The API JungleThe API Jungle
The API Jungle
 
Explainable AI Workshop
Explainable AI WorkshopExplainable AI Workshop
Explainable AI Workshop
 
Constructing Private Asset Benchmarks
Constructing Private Asset BenchmarksConstructing Private Asset Benchmarks
Constructing Private Asset Benchmarks
 
Machine Learning Interpretability
Machine Learning InterpretabilityMachine Learning Interpretability
Machine Learning Interpretability
 
Responsible AI in Action
Responsible AI in ActionResponsible AI in Action
Responsible AI in Action
 
Master Class: GANS with Applications in Synthetic Data Generation
Master Class:   GANS with  Applications in  Synthetic Data GenerationMaster Class:   GANS with  Applications in  Synthetic Data Generation
Master Class: GANS with Applications in Synthetic Data Generation
 
Qwafafew meeting 4
Qwafafew meeting 4Qwafafew meeting 4
Qwafafew meeting 4
 
Synthetic data in finance
Synthetic data in financeSynthetic data in finance
Synthetic data in finance
 
Frontiers in Alternative Data : Techniques and Use Cases
Frontiers in Alternative Data : Techniques and Use CasesFrontiers in Alternative Data : Techniques and Use Cases
Frontiers in Alternative Data : Techniques and Use Cases
 
Qwafafew meeting: A Sector Rotation Strategy that Beats the Market Handily Es...
Qwafafew meeting: A Sector Rotation Strategy that Beats the Market Handily Es...Qwafafew meeting: A Sector Rotation Strategy that Beats the Market Handily Es...
Qwafafew meeting: A Sector Rotation Strategy that Beats the Market Handily Es...
 
ML and AI in Finance: Master Class
ML and AI in Finance: Master ClassML and AI in Finance: Master Class
ML and AI in Finance: Master Class
 

Recently uploaded

BabyOno dropshipping via API with DroFx.pptx
BabyOno dropshipping via API with DroFx.pptxBabyOno dropshipping via API with DroFx.pptx
BabyOno dropshipping via API with DroFx.pptxolyaivanovalion
 
100-Concepts-of-AI by Anupama Kate .pptx
100-Concepts-of-AI by Anupama Kate .pptx100-Concepts-of-AI by Anupama Kate .pptx
100-Concepts-of-AI by Anupama Kate .pptxAnupama Kate
 
VIP High Profile Call Girls Amravati Aarushi 8250192130 Independent Escort Se...
VIP High Profile Call Girls Amravati Aarushi 8250192130 Independent Escort Se...VIP High Profile Call Girls Amravati Aarushi 8250192130 Independent Escort Se...
VIP High Profile Call Girls Amravati Aarushi 8250192130 Independent Escort Se...Suhani Kapoor
 
Mature dropshipping via API with DroFx.pptx
Mature dropshipping via API with DroFx.pptxMature dropshipping via API with DroFx.pptx
Mature dropshipping via API with DroFx.pptxolyaivanovalion
 
dokumen.tips_chapter-4-transient-heat-conduction-mehmet-kanoglu.ppt
dokumen.tips_chapter-4-transient-heat-conduction-mehmet-kanoglu.pptdokumen.tips_chapter-4-transient-heat-conduction-mehmet-kanoglu.ppt
dokumen.tips_chapter-4-transient-heat-conduction-mehmet-kanoglu.pptSonatrach
 
Midocean dropshipping via API with DroFx
Midocean dropshipping via API with DroFxMidocean dropshipping via API with DroFx
Midocean dropshipping via API with DroFxolyaivanovalion
 
Brighton SEO | April 2024 | Data Storytelling
Brighton SEO | April 2024 | Data StorytellingBrighton SEO | April 2024 | Data Storytelling
Brighton SEO | April 2024 | Data StorytellingNeil Barnes
 
CebaBaby dropshipping via API with DroFX.pptx
CebaBaby dropshipping via API with DroFX.pptxCebaBaby dropshipping via API with DroFX.pptx
CebaBaby dropshipping via API with DroFX.pptxolyaivanovalion
 
Ravak dropshipping via API with DroFx.pptx
Ravak dropshipping via API with DroFx.pptxRavak dropshipping via API with DroFx.pptx
Ravak dropshipping via API with DroFx.pptxolyaivanovalion
 
Dubai Call Girls Wifey O52&786472 Call Girls Dubai
Dubai Call Girls Wifey O52&786472 Call Girls DubaiDubai Call Girls Wifey O52&786472 Call Girls Dubai
Dubai Call Girls Wifey O52&786472 Call Girls Dubaihf8803863
 
Ukraine War presentation: KNOW THE BASICS
Ukraine War presentation: KNOW THE BASICSUkraine War presentation: KNOW THE BASICS
Ukraine War presentation: KNOW THE BASICSAishani27
 
Halmar dropshipping via API with DroFx
Halmar  dropshipping  via API with DroFxHalmar  dropshipping  via API with DroFx
Halmar dropshipping via API with DroFxolyaivanovalion
 
VIP Call Girls in Amravati Aarohi 8250192130 Independent Escort Service Amravati
VIP Call Girls in Amravati Aarohi 8250192130 Independent Escort Service AmravatiVIP Call Girls in Amravati Aarohi 8250192130 Independent Escort Service Amravati
VIP Call Girls in Amravati Aarohi 8250192130 Independent Escort Service AmravatiSuhani Kapoor
 
Introduction-to-Machine-Learning (1).pptx
Introduction-to-Machine-Learning (1).pptxIntroduction-to-Machine-Learning (1).pptx
Introduction-to-Machine-Learning (1).pptxfirstjob4
 
Unveiling Insights: The Role of a Data Analyst
Unveiling Insights: The Role of a Data AnalystUnveiling Insights: The Role of a Data Analyst
Unveiling Insights: The Role of a Data AnalystSamantha Rae Coolbeth
 
Customer Service Analytics - Make Sense of All Your Data.pptx
Customer Service Analytics - Make Sense of All Your Data.pptxCustomer Service Analytics - Make Sense of All Your Data.pptx
Customer Service Analytics - Make Sense of All Your Data.pptxEmmanuel Dauda
 
Carero dropshipping via API with DroFx.pptx
Carero dropshipping via API with DroFx.pptxCarero dropshipping via API with DroFx.pptx
Carero dropshipping via API with DroFx.pptxolyaivanovalion
 
Market Analysis in the 5 Largest Economic Countries in Southeast Asia.pdf
Market Analysis in the 5 Largest Economic Countries in Southeast Asia.pdfMarket Analysis in the 5 Largest Economic Countries in Southeast Asia.pdf
Market Analysis in the 5 Largest Economic Countries in Southeast Asia.pdfRachmat Ramadhan H
 
VidaXL dropshipping via API with DroFx.pptx
VidaXL dropshipping via API with DroFx.pptxVidaXL dropshipping via API with DroFx.pptx
VidaXL dropshipping via API with DroFx.pptxolyaivanovalion
 

Recently uploaded (20)

BabyOno dropshipping via API with DroFx.pptx
BabyOno dropshipping via API with DroFx.pptxBabyOno dropshipping via API with DroFx.pptx
BabyOno dropshipping via API with DroFx.pptx
 
100-Concepts-of-AI by Anupama Kate .pptx
100-Concepts-of-AI by Anupama Kate .pptx100-Concepts-of-AI by Anupama Kate .pptx
100-Concepts-of-AI by Anupama Kate .pptx
 
VIP High Profile Call Girls Amravati Aarushi 8250192130 Independent Escort Se...
VIP High Profile Call Girls Amravati Aarushi 8250192130 Independent Escort Se...VIP High Profile Call Girls Amravati Aarushi 8250192130 Independent Escort Se...
VIP High Profile Call Girls Amravati Aarushi 8250192130 Independent Escort Se...
 
Mature dropshipping via API with DroFx.pptx
Mature dropshipping via API with DroFx.pptxMature dropshipping via API with DroFx.pptx
Mature dropshipping via API with DroFx.pptx
 
dokumen.tips_chapter-4-transient-heat-conduction-mehmet-kanoglu.ppt
dokumen.tips_chapter-4-transient-heat-conduction-mehmet-kanoglu.pptdokumen.tips_chapter-4-transient-heat-conduction-mehmet-kanoglu.ppt
dokumen.tips_chapter-4-transient-heat-conduction-mehmet-kanoglu.ppt
 
Midocean dropshipping via API with DroFx
Midocean dropshipping via API with DroFxMidocean dropshipping via API with DroFx
Midocean dropshipping via API with DroFx
 
Brighton SEO | April 2024 | Data Storytelling
Brighton SEO | April 2024 | Data StorytellingBrighton SEO | April 2024 | Data Storytelling
Brighton SEO | April 2024 | Data Storytelling
 
CebaBaby dropshipping via API with DroFX.pptx
CebaBaby dropshipping via API with DroFX.pptxCebaBaby dropshipping via API with DroFX.pptx
CebaBaby dropshipping via API with DroFX.pptx
 
Ravak dropshipping via API with DroFx.pptx
Ravak dropshipping via API with DroFx.pptxRavak dropshipping via API with DroFx.pptx
Ravak dropshipping via API with DroFx.pptx
 
Dubai Call Girls Wifey O52&786472 Call Girls Dubai
Dubai Call Girls Wifey O52&786472 Call Girls DubaiDubai Call Girls Wifey O52&786472 Call Girls Dubai
Dubai Call Girls Wifey O52&786472 Call Girls Dubai
 
Ukraine War presentation: KNOW THE BASICS
Ukraine War presentation: KNOW THE BASICSUkraine War presentation: KNOW THE BASICS
Ukraine War presentation: KNOW THE BASICS
 
Halmar dropshipping via API with DroFx
Halmar  dropshipping  via API with DroFxHalmar  dropshipping  via API with DroFx
Halmar dropshipping via API with DroFx
 
꧁❤ Aerocity Call Girls Service Aerocity Delhi ❤꧂ 9999965857 ☎️ Hard And Sexy ...
꧁❤ Aerocity Call Girls Service Aerocity Delhi ❤꧂ 9999965857 ☎️ Hard And Sexy ...꧁❤ Aerocity Call Girls Service Aerocity Delhi ❤꧂ 9999965857 ☎️ Hard And Sexy ...
꧁❤ Aerocity Call Girls Service Aerocity Delhi ❤꧂ 9999965857 ☎️ Hard And Sexy ...
 
VIP Call Girls in Amravati Aarohi 8250192130 Independent Escort Service Amravati
VIP Call Girls in Amravati Aarohi 8250192130 Independent Escort Service AmravatiVIP Call Girls in Amravati Aarohi 8250192130 Independent Escort Service Amravati
VIP Call Girls in Amravati Aarohi 8250192130 Independent Escort Service Amravati
 
Introduction-to-Machine-Learning (1).pptx
Introduction-to-Machine-Learning (1).pptxIntroduction-to-Machine-Learning (1).pptx
Introduction-to-Machine-Learning (1).pptx
 
Unveiling Insights: The Role of a Data Analyst
Unveiling Insights: The Role of a Data AnalystUnveiling Insights: The Role of a Data Analyst
Unveiling Insights: The Role of a Data Analyst
 
Customer Service Analytics - Make Sense of All Your Data.pptx
Customer Service Analytics - Make Sense of All Your Data.pptxCustomer Service Analytics - Make Sense of All Your Data.pptx
Customer Service Analytics - Make Sense of All Your Data.pptx
 
Carero dropshipping via API with DroFx.pptx
Carero dropshipping via API with DroFx.pptxCarero dropshipping via API with DroFx.pptx
Carero dropshipping via API with DroFx.pptx
 
Market Analysis in the 5 Largest Economic Countries in Southeast Asia.pdf
Market Analysis in the 5 Largest Economic Countries in Southeast Asia.pdfMarket Analysis in the 5 Largest Economic Countries in Southeast Asia.pdf
Market Analysis in the 5 Largest Economic Countries in Southeast Asia.pdf
 
VidaXL dropshipping via API with DroFx.pptx
VidaXL dropshipping via API with DroFx.pptxVidaXL dropshipping via API with DroFx.pptx
VidaXL dropshipping via API with DroFx.pptx
 

Qwafafew meeting 5

  • 1. Pandemics, CAPM, and Factor Alpha Jessica Stauth,Phd Fidelity Labs QWAFAFEW Oct 17,2020 Boston, MA
  • 3. Announcements ■ December 8 Adapting to the New Normal: A Playbook for Virtual Leadership ■ December 9 Career Chat: Fintech ■ December 14 Investment Portfolio Risk for Insurance Companies – The CIO Perspective ■ December 15 The Current Fintech Landscape, its Evolution and Future
  • 4. QU Fall school ■ Theme: AI and ML Enablement – Data Science with Python – AI & Machine Learning for Financial Professionals – Model Risk & Governance ■ https://qufallschool.spla shthat.com/
  • 5. Slides and Code ■ QuAcademy: www.qu.academy
  • 6. Jessica Stauth is a Managing Director in Fidelity Labs, an internal startup incubator with a mission to create new fintech businesses that drive growth for the firm. Dr. Stauth previously held roles as Managing Director of Portfolio Management, Research, and Trading at Quantopian, a crowd-sourced systematic hedge fund based in Boston, Director of Quant Product Strategy for Thomson Reuters (now Refinitiv), and as a Senior Quant Researcher at the StarMine Corporation, where she built global stock selection models including the design and implementation of the StarMine Short Interest model. Dr. Stauth holds a PhD in Biophysics from UC Berkeley, where her research focused on computational neuroscience.
  • 7. Start with why Jessica Stauth, PhD Managing Director, Fidelity Labs
  • 10.
  • 11. Basic and applied sciences have different WHY statements The goal of basic science is to advance fundamental knowledge about the world. Insights generated may or may not have readily observable applications. The goal of applied data science is to generate insights which analysts and business users can translate into tangible business value.
  • 12. In my experience the reality is becoming much more iterative and overlapping. LEARN SOMETHING NEW APPLY IT!
  • 14. Investment Returns Sales Customer Happiness Business value is …
  • 15. Business value is … Operating efficiency Speed to market Engagement
  • 16. Insights to drive value…
  • 17. Can my business users understand and capitalize on the insights generated by my model?
  • 18.
  • 19. Apply the principles and skills you learned in basic science! • Extraordinary Claims • Falsifiability • Occam's Razor • Replicability • Ruling Out Rival Hypotheses • Correlation vs. Causation
  • 21. References • Start with Why TED Talk – Simon Sinek • Delivering Happiness – Tony Hsieh