The 3 Key Barriers Keeping Companies from Deploying Data Products
-
Upload
dataiku -
Category
Presentations & Public Speaking
-
view
549 -
download
2
Transcript of The 3 Key Barriers Keeping Companies from Deploying Data Products
![Page 1: The 3 Key Barriers Keeping Companies from Deploying Data Products](https://reader031.fdocuments.net/reader031/viewer/2022030223/588368671a28ab536b8b5b7f/html5/thumbnails/1.jpg)
The 3 Key Barriers Keeping Companies from Acting Upon the Possibilities
That Big Data has to Offer
![Page 2: The 3 Key Barriers Keeping Companies from Deploying Data Products](https://reader031.fdocuments.net/reader031/viewer/2022030223/588368671a28ab536b8b5b7f/html5/thumbnails/2.jpg)
A little bit about me…
• Born & raised in Palo Alto, California • BA in European History From Columbia University • Masters in Marketing & Communication from Sciences
Po Paris • Director of Marketing at Dataiku • Currently living in Paris
![Page 3: The 3 Key Barriers Keeping Companies from Deploying Data Products](https://reader031.fdocuments.net/reader031/viewer/2022030223/588368671a28ab536b8b5b7f/html5/thumbnails/3.jpg)
Shift from Uomo Universale
« A man can do all things if he will. » -Leon Battista Alberti (1404-72)
Excel at all things: • Intellect • Mathematics • Science • Art • Social • Physical
![Page 4: The 3 Key Barriers Keeping Companies from Deploying Data Products](https://reader031.fdocuments.net/reader031/viewer/2022030223/588368671a28ab536b8b5b7f/html5/thumbnails/4.jpg)
Shift from Uomo Universale To Expert
![Page 5: The 3 Key Barriers Keeping Companies from Deploying Data Products](https://reader031.fdocuments.net/reader031/viewer/2022030223/588368671a28ab536b8b5b7f/html5/thumbnails/5.jpg)
Required Assets: • Hacker mindset • Logic • Statistics • Polyglot Programmer • Mathematics • Algorithmics • Engineering • Databases • Machine Learning • Strong creativity • Strategical thinker • Business understanding • Strong communication skills • Project management
Data Science Superstar
![Page 6: The 3 Key Barriers Keeping Companies from Deploying Data Products](https://reader031.fdocuments.net/reader031/viewer/2022030223/588368671a28ab536b8b5b7f/html5/thumbnails/6.jpg)
![Page 7: The 3 Key Barriers Keeping Companies from Deploying Data Products](https://reader031.fdocuments.net/reader031/viewer/2022030223/588368671a28ab536b8b5b7f/html5/thumbnails/7.jpg)
Are we in some sort of Renaissance Era of Big Data?
![Page 8: The 3 Key Barriers Keeping Companies from Deploying Data Products](https://reader031.fdocuments.net/reader031/viewer/2022030223/588368671a28ab536b8b5b7f/html5/thumbnails/8.jpg)
If so, what’s next?
![Page 9: The 3 Key Barriers Keeping Companies from Deploying Data Products](https://reader031.fdocuments.net/reader031/viewer/2022030223/588368671a28ab536b8b5b7f/html5/thumbnails/9.jpg)
Investigation Part 1: What is a Data Product?
![Page 10: The 3 Key Barriers Keeping Companies from Deploying Data Products](https://reader031.fdocuments.net/reader031/viewer/2022030223/588368671a28ab536b8b5b7f/html5/thumbnails/10.jpg)
Data Products
![Page 11: The 3 Key Barriers Keeping Companies from Deploying Data Products](https://reader031.fdocuments.net/reader031/viewer/2022030223/588368671a28ab536b8b5b7f/html5/thumbnails/11.jpg)
Data Products
![Page 12: The 3 Key Barriers Keeping Companies from Deploying Data Products](https://reader031.fdocuments.net/reader031/viewer/2022030223/588368671a28ab536b8b5b7f/html5/thumbnails/12.jpg)
Data Products
![Page 13: The 3 Key Barriers Keeping Companies from Deploying Data Products](https://reader031.fdocuments.net/reader031/viewer/2022030223/588368671a28ab536b8b5b7f/html5/thumbnails/13.jpg)
Data Products
![Page 14: The 3 Key Barriers Keeping Companies from Deploying Data Products](https://reader031.fdocuments.net/reader031/viewer/2022030223/588368671a28ab536b8b5b7f/html5/thumbnails/14.jpg)
Data Products
![Page 15: The 3 Key Barriers Keeping Companies from Deploying Data Products](https://reader031.fdocuments.net/reader031/viewer/2022030223/588368671a28ab536b8b5b7f/html5/thumbnails/15.jpg)
Data Products
![Page 16: The 3 Key Barriers Keeping Companies from Deploying Data Products](https://reader031.fdocuments.net/reader031/viewer/2022030223/588368671a28ab536b8b5b7f/html5/thumbnails/16.jpg)
Data Products
![Page 17: The 3 Key Barriers Keeping Companies from Deploying Data Products](https://reader031.fdocuments.net/reader031/viewer/2022030223/588368671a28ab536b8b5b7f/html5/thumbnails/17.jpg)
Data Products
![Page 18: The 3 Key Barriers Keeping Companies from Deploying Data Products](https://reader031.fdocuments.net/reader031/viewer/2022030223/588368671a28ab536b8b5b7f/html5/thumbnails/18.jpg)
Data Products
![Page 19: The 3 Key Barriers Keeping Companies from Deploying Data Products](https://reader031.fdocuments.net/reader031/viewer/2022030223/588368671a28ab536b8b5b7f/html5/thumbnails/19.jpg)
Data Products
![Page 20: The 3 Key Barriers Keeping Companies from Deploying Data Products](https://reader031.fdocuments.net/reader031/viewer/2022030223/588368671a28ab536b8b5b7f/html5/thumbnails/20.jpg)
Data Products
![Page 21: The 3 Key Barriers Keeping Companies from Deploying Data Products](https://reader031.fdocuments.net/reader031/viewer/2022030223/588368671a28ab536b8b5b7f/html5/thumbnails/21.jpg)
Data Products =
Data + Technology + Data Scientist? + End User
![Page 22: The 3 Key Barriers Keeping Companies from Deploying Data Products](https://reader031.fdocuments.net/reader031/viewer/2022030223/588368671a28ab536b8b5b7f/html5/thumbnails/22.jpg)
Investigation Part 2: What goes on behind the scenes?
![Page 23: The 3 Key Barriers Keeping Companies from Deploying Data Products](https://reader031.fdocuments.net/reader031/viewer/2022030223/588368671a28ab536b8b5b7f/html5/thumbnails/23.jpg)
Building a Data Product
User Interface Stream / Real-time Query Data Preprocessing
![Page 24: The 3 Key Barriers Keeping Companies from Deploying Data Products](https://reader031.fdocuments.net/reader031/viewer/2022030223/588368671a28ab536b8b5b7f/html5/thumbnails/24.jpg)
Building a (Predictive) Data Product
Predicted Data Historical Data Machine Learning Model Preprocessing
![Page 25: The 3 Key Barriers Keeping Companies from Deploying Data Products](https://reader031.fdocuments.net/reader031/viewer/2022030223/588368671a28ab536b8b5b7f/html5/thumbnails/25.jpg)
Building a (Predictive) Data Product
Predicted Data Historical Data Machine Learning Model Preprocessing
Pre-processing & cleaning data alone can take up to 80% of the time spent on a data project
![Page 26: The 3 Key Barriers Keeping Companies from Deploying Data Products](https://reader031.fdocuments.net/reader031/viewer/2022030223/588368671a28ab536b8b5b7f/html5/thumbnails/26.jpg)
Building a (Predictive) Data Product
Predicted Data Historical Data Machine Learning Model Preprocessing
![Page 27: The 3 Key Barriers Keeping Companies from Deploying Data Products](https://reader031.fdocuments.net/reader031/viewer/2022030223/588368671a28ab536b8b5b7f/html5/thumbnails/27.jpg)
Building a (Predictive) Data Product
Predicted Data Historical Data Machine Learning Model Preprocessing
![Page 28: The 3 Key Barriers Keeping Companies from Deploying Data Products](https://reader031.fdocuments.net/reader031/viewer/2022030223/588368671a28ab536b8b5b7f/html5/thumbnails/28.jpg)
Running a (Predictive) Data Product
Deployment
Real-time / Stream
Model
Preprocessing
Predicted Data
![Page 29: The 3 Key Barriers Keeping Companies from Deploying Data Products](https://reader031.fdocuments.net/reader031/viewer/2022030223/588368671a28ab536b8b5b7f/html5/thumbnails/29.jpg)
Investigation Part 3: Who does what?
![Page 30: The 3 Key Barriers Keeping Companies from Deploying Data Products](https://reader031.fdocuments.net/reader031/viewer/2022030223/588368671a28ab536b8b5b7f/html5/thumbnails/30.jpg)
Customer Data!
Machine Data!
System Data!Graph Data!
Structured Data!
Unstructured Data!
Transactional Data!
Catalogue Data!
Web Log Data!
RAW DATA
![Page 31: The 3 Key Barriers Keeping Companies from Deploying Data Products](https://reader031.fdocuments.net/reader031/viewer/2022030223/588368671a28ab536b8b5b7f/html5/thumbnails/31.jpg)
System Architect / IT Team / Data Engineer
RAW
DAT
A Data Product
= Business Incentive
![Page 32: The 3 Key Barriers Keeping Companies from Deploying Data Products](https://reader031.fdocuments.net/reader031/viewer/2022030223/588368671a28ab536b8b5b7f/html5/thumbnails/32.jpg)
Mathematics / statistics
Data Product =
Business Incentive
![Page 33: The 3 Key Barriers Keeping Companies from Deploying Data Products](https://reader031.fdocuments.net/reader031/viewer/2022030223/588368671a28ab536b8b5b7f/html5/thumbnails/33.jpg)
Data Product =
Business Incentive
Mathematics / statistics / Business
![Page 34: The 3 Key Barriers Keeping Companies from Deploying Data Products](https://reader031.fdocuments.net/reader031/viewer/2022030223/588368671a28ab536b8b5b7f/html5/thumbnails/34.jpg)
« Data Scientist »
Data Product =
Business Incentive
![Page 35: The 3 Key Barriers Keeping Companies from Deploying Data Products](https://reader031.fdocuments.net/reader031/viewer/2022030223/588368671a28ab536b8b5b7f/html5/thumbnails/35.jpg)
« Data Scientist »?
![Page 36: The 3 Key Barriers Keeping Companies from Deploying Data Products](https://reader031.fdocuments.net/reader031/viewer/2022030223/588368671a28ab536b8b5b7f/html5/thumbnails/36.jpg)
Data Engineers « Data Scientist »
![Page 37: The 3 Key Barriers Keeping Companies from Deploying Data Products](https://reader031.fdocuments.net/reader031/viewer/2022030223/588368671a28ab536b8b5b7f/html5/thumbnails/37.jpg)
What I’ve Learned
![Page 38: The 3 Key Barriers Keeping Companies from Deploying Data Products](https://reader031.fdocuments.net/reader031/viewer/2022030223/588368671a28ab536b8b5b7f/html5/thumbnails/38.jpg)
Fact 1: The Skill Sets Exist
Business Statistics Math Data Engineering
Build Maintain
![Page 39: The 3 Key Barriers Keeping Companies from Deploying Data Products](https://reader031.fdocuments.net/reader031/viewer/2022030223/588368671a28ab536b8b5b7f/html5/thumbnails/39.jpg)
Fact 1: The Skill Sets Exist (& your company probably already has them)
Business Analyst Data Engineer
Build Maintain
Mathematician / Statistician
![Page 40: The 3 Key Barriers Keeping Companies from Deploying Data Products](https://reader031.fdocuments.net/reader031/viewer/2022030223/588368671a28ab536b8b5b7f/html5/thumbnails/40.jpg)
Fact 2: The Technologies Exist (and some are free!)
![Page 41: The 3 Key Barriers Keeping Companies from Deploying Data Products](https://reader031.fdocuments.net/reader031/viewer/2022030223/588368671a28ab536b8b5b7f/html5/thumbnails/41.jpg)
Fact 3: The Data Exists
![Page 42: The 3 Key Barriers Keeping Companies from Deploying Data Products](https://reader031.fdocuments.net/reader031/viewer/2022030223/588368671a28ab536b8b5b7f/html5/thumbnails/42.jpg)
Why is Production & Industrialisation of (Predictive) Data Products Important?
![Page 43: The 3 Key Barriers Keeping Companies from Deploying Data Products](https://reader031.fdocuments.net/reader031/viewer/2022030223/588368671a28ab536b8b5b7f/html5/thumbnails/43.jpg)
Those who win are those who deliver new data products continuously
![Page 44: The 3 Key Barriers Keeping Companies from Deploying Data Products](https://reader031.fdocuments.net/reader031/viewer/2022030223/588368671a28ab536b8b5b7f/html5/thumbnails/44.jpg)
Those who win are those who deliver data products
Data products are supposed to deliver business value… if you don’t deploy them,
where’s the long term value?
![Page 45: The 3 Key Barriers Keeping Companies from Deploying Data Products](https://reader031.fdocuments.net/reader031/viewer/2022030223/588368671a28ab536b8b5b7f/html5/thumbnails/45.jpg)
No Industrialisation = Limited ROI
Those who win are those who deliver data products
It’s like building your dream house but never moving in.
![Page 46: The 3 Key Barriers Keeping Companies from Deploying Data Products](https://reader031.fdocuments.net/reader031/viewer/2022030223/588368671a28ab536b8b5b7f/html5/thumbnails/46.jpg)
No Industrialisation = Limited ROI
Those who win are those who deliver data products
It’s like building your dream house but never moving in. Absurd!
![Page 47: The 3 Key Barriers Keeping Companies from Deploying Data Products](https://reader031.fdocuments.net/reader031/viewer/2022030223/588368671a28ab536b8b5b7f/html5/thumbnails/47.jpg)
So Why Aren’t More Companies Deploying (Predictive) Data Products?
![Page 48: The 3 Key Barriers Keeping Companies from Deploying Data Products](https://reader031.fdocuments.net/reader031/viewer/2022030223/588368671a28ab536b8b5b7f/html5/thumbnails/48.jpg)
A Data Product must be business focused (ROI) & mathematically accurate (RELIABLE)
![Page 49: The 3 Key Barriers Keeping Companies from Deploying Data Products](https://reader031.fdocuments.net/reader031/viewer/2022030223/588368671a28ab536b8b5b7f/html5/thumbnails/49.jpg)
1° Business Analytic & Algorithmic Minds Are Different…
![Page 50: The 3 Key Barriers Keeping Companies from Deploying Data Products](https://reader031.fdocuments.net/reader031/viewer/2022030223/588368671a28ab536b8b5b7f/html5/thumbnails/50.jpg)
1° Business Analytic & Algorithmic Minds Are Different…
The Business Analysts Brain
Patterns. Patterns. Patterns.
![Page 51: The 3 Key Barriers Keeping Companies from Deploying Data Products](https://reader031.fdocuments.net/reader031/viewer/2022030223/588368671a28ab536b8b5b7f/html5/thumbnails/51.jpg)
The Algorithmic Brain
Performance. Truth. Anomaly.
1° Business Analytic & Algorithmic Minds Are Different…
![Page 52: The 3 Key Barriers Keeping Companies from Deploying Data Products](https://reader031.fdocuments.net/reader031/viewer/2022030223/588368671a28ab536b8b5b7f/html5/thumbnails/52.jpg)
…But Your Data Product Needs Both
Patterns, patterns, patterns Performance, Truth, Anomaly
BUSINESS KNOWLEDGE
MATHEMATICAL ACCURACY
1° Business Analytic & Algorithmic Minds Are Different…
![Page 53: The 3 Key Barriers Keeping Companies from Deploying Data Products](https://reader031.fdocuments.net/reader031/viewer/2022030223/588368671a28ab536b8b5b7f/html5/thumbnails/53.jpg)
MINDSET • Project alignment from conception to execution – install team mindset with
common goal – even if the paths to get there are different FRAMEWORK • One common platform with enough flexibility for both mindsets to fully
exercise their individual skill and expertise on a common project
Resolving the Skill Gap
![Page 54: The 3 Key Barriers Keeping Companies from Deploying Data Products](https://reader031.fdocuments.net/reader031/viewer/2022030223/588368671a28ab536b8b5b7f/html5/thumbnails/54.jpg)
2° So Many Technologies, Languages, and Needs
![Page 55: The 3 Key Barriers Keeping Companies from Deploying Data Products](https://reader031.fdocuments.net/reader031/viewer/2022030223/588368671a28ab536b8b5b7f/html5/thumbnails/55.jpg)
2° So Many Technologies, Languages, and Needs
R / Python
![Page 56: The 3 Key Barriers Keeping Companies from Deploying Data Products](https://reader031.fdocuments.net/reader031/viewer/2022030223/588368671a28ab536b8b5b7f/html5/thumbnails/56.jpg)
2° So Many Technologies, Languages, and Needs
Code-‐free R / Python
![Page 57: The 3 Key Barriers Keeping Companies from Deploying Data Products](https://reader031.fdocuments.net/reader031/viewer/2022030223/588368671a28ab536b8b5b7f/html5/thumbnails/57.jpg)
2° So Many Technologies, Languages, and Needs
Code-‐free
SQL
R / Python
![Page 58: The 3 Key Barriers Keeping Companies from Deploying Data Products](https://reader031.fdocuments.net/reader031/viewer/2022030223/588368671a28ab536b8b5b7f/html5/thumbnails/58.jpg)
2° So Many Technologies, Languages, and Needs
Code-‐free R / Python
Hadoop
SQL
![Page 59: The 3 Key Barriers Keeping Companies from Deploying Data Products](https://reader031.fdocuments.net/reader031/viewer/2022030223/588368671a28ab536b8b5b7f/html5/thumbnails/59.jpg)
…Or As My Boss Calls It: Technoslavia
Florian Douetteau Dataiku CEO
![Page 60: The 3 Key Barriers Keeping Companies from Deploying Data Products](https://reader031.fdocuments.net/reader031/viewer/2022030223/588368671a28ab536b8b5b7f/html5/thumbnails/60.jpg)
…Or As My Boss Calls It: Technoslavia
Florian Douetteau Dataiku CEO
![Page 61: The 3 Key Barriers Keeping Companies from Deploying Data Products](https://reader031.fdocuments.net/reader031/viewer/2022030223/588368671a28ab536b8b5b7f/html5/thumbnails/61.jpg)
…Or As My Boss Calls It: Technoslavia
Florian Douetteau Dataiku CEO
![Page 62: The 3 Key Barriers Keeping Companies from Deploying Data Products](https://reader031.fdocuments.net/reader031/viewer/2022030223/588368671a28ab536b8b5b7f/html5/thumbnails/62.jpg)
…Or As My Boss Calls It: Technoslavia
Florian Douetteau Dataiku CEO
![Page 63: The 3 Key Barriers Keeping Companies from Deploying Data Products](https://reader031.fdocuments.net/reader031/viewer/2022030223/588368671a28ab536b8b5b7f/html5/thumbnails/63.jpg)
OPTION 1: Enterprise dictatorship
Living in Harmony with Technoslavia
![Page 64: The 3 Key Barriers Keeping Companies from Deploying Data Products](https://reader031.fdocuments.net/reader031/viewer/2022030223/588368671a28ab536b8b5b7f/html5/thumbnails/64.jpg)
OPTION 2 (my personal favorite): Accept a polyglot approach
Living in Harmony with Technoslavia
![Page 65: The 3 Key Barriers Keeping Companies from Deploying Data Products](https://reader031.fdocuments.net/reader031/viewer/2022030223/588368671a28ab536b8b5b7f/html5/thumbnails/65.jpg)
3° Production and Industrialisation is Complex
![Page 66: The 3 Key Barriers Keeping Companies from Deploying Data Products](https://reader031.fdocuments.net/reader031/viewer/2022030223/588368671a28ab536b8b5b7f/html5/thumbnails/66.jpg)
Data reliability is hard to guarantee
Technological Complexity 3° Production and Industrialisation is Complex
![Page 67: The 3 Key Barriers Keeping Companies from Deploying Data Products](https://reader031.fdocuments.net/reader031/viewer/2022030223/588368671a28ab536b8b5b7f/html5/thumbnails/67.jpg)
Technological Complexity
The assumption that production will identically reproduce the analysis phase is a hard promise to make
3° Production and Industrialisation is Complex
![Page 68: The 3 Key Barriers Keeping Companies from Deploying Data Products](https://reader031.fdocuments.net/reader031/viewer/2022030223/588368671a28ab536b8b5b7f/html5/thumbnails/68.jpg)
Technological Complexity
Monitoring a predictive model’s life cycle is a tedious and continuous task
3° Production and Industrialisation is Complex
![Page 69: The 3 Key Barriers Keeping Companies from Deploying Data Products](https://reader031.fdocuments.net/reader031/viewer/2022030223/588368671a28ab536b8b5b7f/html5/thumbnails/69.jpg)
Human & Organisational Complexity
BUILDING MAINTAINING
3° Production and Industrialisation is Complex
![Page 70: The 3 Key Barriers Keeping Companies from Deploying Data Products](https://reader031.fdocuments.net/reader031/viewer/2022030223/588368671a28ab536b8b5b7f/html5/thumbnails/70.jpg)
Human & Organisational Complexity
BUILDING MAINTAINING
Business Analyst • patterns
3° Production and Industrialisation is Complex
![Page 71: The 3 Key Barriers Keeping Companies from Deploying Data Products](https://reader031.fdocuments.net/reader031/viewer/2022030223/588368671a28ab536b8b5b7f/html5/thumbnails/71.jpg)
Human & Organisational Complexity
BUILDING MAINTAINING
Business Analyst / Algorithmic • patterns • performance • truth
3° Production and Industrialisation is Complex
![Page 72: The 3 Key Barriers Keeping Companies from Deploying Data Products](https://reader031.fdocuments.net/reader031/viewer/2022030223/588368671a28ab536b8b5b7f/html5/thumbnails/72.jpg)
Business Analyst / Algorithmic • patterns • performance • truth
Data engineers • stability • reliability • cost of ownership
Human & Organisational Complexity
BUILDING MAINTAINING
3° Production and Industrialisation is Complex
![Page 73: The 3 Key Barriers Keeping Companies from Deploying Data Products](https://reader031.fdocuments.net/reader031/viewer/2022030223/588368671a28ab536b8b5b7f/html5/thumbnails/73.jpg)
Business Analyst / Algorithmic • patterns • performance • truth
Data engineers • stability • reliability • cost of ownership
Human & Organisational Complexity
BUILDING MAINTAINING
3° Production and Industrialisation is Complex
![Page 74: The 3 Key Barriers Keeping Companies from Deploying Data Products](https://reader031.fdocuments.net/reader031/viewer/2022030223/588368671a28ab536b8b5b7f/html5/thumbnails/74.jpg)
TIP #1: Invest in a platform where development and production are the same
DEVELOPMENT TEST PRODUCTION
Making Complexity Work for You
![Page 75: The 3 Key Barriers Keeping Companies from Deploying Data Products](https://reader031.fdocuments.net/reader031/viewer/2022030223/588368671a28ab536b8b5b7f/html5/thumbnails/75.jpg)
TIP #2: Invest in monitoring capabilities & strategies
Making Complexity Work for You
![Page 76: The 3 Key Barriers Keeping Companies from Deploying Data Products](https://reader031.fdocuments.net/reader031/viewer/2022030223/588368671a28ab536b8b5b7f/html5/thumbnails/76.jpg)
Data Engineers must have visibility and understanding of the key business metrics
TIP #3: Name your Data Engineer(s) Wisely & Define Responsibilities
Making Complexity Work for You
![Page 77: The 3 Key Barriers Keeping Companies from Deploying Data Products](https://reader031.fdocuments.net/reader031/viewer/2022030223/588368671a28ab536b8b5b7f/html5/thumbnails/77.jpg)
Data Engineers must know if (and when) a model is diverging
TIP #3: Name your Data Engineer(s) Wisely & Define Responsibilities
Making Complexity Work for You
![Page 78: The 3 Key Barriers Keeping Companies from Deploying Data Products](https://reader031.fdocuments.net/reader031/viewer/2022030223/588368671a28ab536b8b5b7f/html5/thumbnails/78.jpg)
Data Engineer must be responsible for quality of service
TIP #3: Name your Data Engineer(s) Wisely & Define Responsibilities
Making Complexity Work for You
![Page 79: The 3 Key Barriers Keeping Companies from Deploying Data Products](https://reader031.fdocuments.net/reader031/viewer/2022030223/588368671a28ab536b8b5b7f/html5/thumbnails/79.jpg)
Differentiate builders of new data products from those that maintain them.
TIP #4: It’s Not a One Man Show
Making Complexity Work for You
![Page 80: The 3 Key Barriers Keeping Companies from Deploying Data Products](https://reader031.fdocuments.net/reader031/viewer/2022030223/588368671a28ab536b8b5b7f/html5/thumbnails/80.jpg)
What To Expect?
![Page 81: The 3 Key Barriers Keeping Companies from Deploying Data Products](https://reader031.fdocuments.net/reader031/viewer/2022030223/588368671a28ab536b8b5b7f/html5/thumbnails/81.jpg)
From the Renaissance of Big Data… Where the Data Science Superstar is one person that excels at all skill sets…
…and where actual data products are rarely deployed and maintained
![Page 82: The 3 Key Barriers Keeping Companies from Deploying Data Products](https://reader031.fdocuments.net/reader031/viewer/2022030223/588368671a28ab536b8b5b7f/html5/thumbnails/82.jpg)
To the Enlightenment of (Big) Data Where the Data Science Superstar is a team of complimentary skill sets…
… and where data products are designed, built, tested, and deployed by a team of skilled individuals that each have a distinct role.
TEAM
![Page 83: The 3 Key Barriers Keeping Companies from Deploying Data Products](https://reader031.fdocuments.net/reader031/viewer/2022030223/588368671a28ab536b8b5b7f/html5/thumbnails/83.jpg)
SPOTLIGHT on the Data Science Team Manager
![Page 84: The 3 Key Barriers Keeping Companies from Deploying Data Products](https://reader031.fdocuments.net/reader031/viewer/2022030223/588368671a28ab536b8b5b7f/html5/thumbnails/84.jpg)
The Rise of the Data Science Team Manager
The Data Science Team Manager must understand the stakeholders’ needs, translate them into a business need that can be answered with a data
product…
![Page 85: The 3 Key Barriers Keeping Companies from Deploying Data Products](https://reader031.fdocuments.net/reader031/viewer/2022030223/588368671a28ab536b8b5b7f/html5/thumbnails/85.jpg)
The Rise of the Data Science Team Manager
The Data Science Team Manager must permit and enable collaboration between business analysts, statisticians, & engineers…
Collaboratively design, build, & deploy
Data Products
![Page 86: The 3 Key Barriers Keeping Companies from Deploying Data Products](https://reader031.fdocuments.net/reader031/viewer/2022030223/588368671a28ab536b8b5b7f/html5/thumbnails/86.jpg)
The Rise of the Collaborative Data Science Team
…all the while maintaining the distinction between each individual role and each individual skill set.
Business Mathematics Data
Engineering
![Page 87: The 3 Key Barriers Keeping Companies from Deploying Data Products](https://reader031.fdocuments.net/reader031/viewer/2022030223/588368671a28ab536b8b5b7f/html5/thumbnails/87.jpg)
The Secret to Building and Industrializing Data Products is Collaboration.
Today, collaboration between different
skill sets, technologies, and data is finally possible.
![Page 88: The 3 Key Barriers Keeping Companies from Deploying Data Products](https://reader031.fdocuments.net/reader031/viewer/2022030223/588368671a28ab536b8b5b7f/html5/thumbnails/88.jpg)
Data Science Studio: One Platform for Development and Industrialization
![Page 89: The 3 Key Barriers Keeping Companies from Deploying Data Products](https://reader031.fdocuments.net/reader031/viewer/2022030223/588368671a28ab536b8b5b7f/html5/thumbnails/89.jpg)
Thank You!
Pauline Brown Dataiku, Director of Marketing [email protected] @pauline8brown www.dataiku.com
![Page 90: The 3 Key Barriers Keeping Companies from Deploying Data Products](https://reader031.fdocuments.net/reader031/viewer/2022030223/588368671a28ab536b8b5b7f/html5/thumbnails/90.jpg)