time to disrupt the disconnect - data innovation summit · devops . java, php, c++, ruby....
TRANSCRIPT
Presented by: Shaan Mistry
Time to Disrupt the Disconnect
2
WALLS
Keep people outKeep people in
TODAY’S REALITY
3
DATA DATASCIENTISTIT ANALYST
WHAT ARE REAL NEEDS
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COLLABORATION
CONNECTIVITY TO DATA
AUTOMATION
TODAY’S REALITYDATA CHAOS & ANALYTICS OBSCURITY
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H I D D E ND ATA
M U LT I P L EI N P U T S
M O D E L I N GI N E F F I C I E N C I E S
W A S T E DE F F O R T S
of analyst time spentsearching for data
of data science modelsare only partially deployed
models have five or more different data sources
per year on repetitive manual spreadsheet work
37% 87%60%+ $60B
IDC, The State of Data Discovery and Cataloging HBR, Data Blending: A Powerful Method for Faster, Easier Decisions IDC, The State of Self-Service Data Preparation and Analysis Using SpreadsheetsRexer Analytics Data Science Survey, 2017
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PERSONA INTERACTIONS
REMOVE THE FRICTION
ANALYST
IT DATA SCIENTIST
ANALYST VS IT
• Project driven mentality - budgeted project• Prefer to set up once & serve many - relying on
“enterprise standards” to develop industrial strength solution & architecture.
• Already introduced first phase of self-service analytics for her dept but wants more automation to scale out to other teams
• Frustrated she’s not getting more help from IT
I’m not asking for much. I want to share my work with other teams but I can’t get IT to help me…
This isn’t part of our scoped projects. We will get there but we need to make sure it’s the “right” solution.
IT VS DATA SCIENTISTS
• Frustrated with the time it takes to get new or revised predictive models into production
• Deploying new models must contend with the current list of prioritized projects (backlog)
• Re-coding a model introduces a lot of effort & time for IT (Apps Dev/DevOps)
We have more important things like, I don’t know cybersecurity. We don’t have time to re-code your “life-altering” model (eye
roll)
It takes so long to get my models deployed - by the time it gets into production it
will be out-of-date!!
ANALYST VS DATA SCIENTIST
• Backlog of predictive models to manage • Coach vs Player conflict (balancing act)
• Can’t do advanced analytics alone • Frustrated to wait in data science queue • Speak different languages, WTF is “Python”
We hired these data scientists to build more predictive models, but they aren’t making their way into our business operations…
I have a ton of work to do BUT if you can
help me get my models into the line-of-business apps, I’ll
help you.
ALTER YOUR ANALYTICS LIFECYCLE
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BEFORE
Production and Output
N E W I N S I G H T SB E T T E R D E C I S I O N S
M O R E V A L U E
Find the right data asset
DataCleansing
Prep and Blending
SpatialData
Predictive and Prescriptive
ALTERYX SELF-SERVICE
Analyst
Data Cleansing Scripts and Tools
Prep and Blending Scripts and Tools Data Sources
IT
Informatica, Talend, Paxata, Trifacta
Spatial Tools
GIS Specialists
ESRI, Pitney Bowes
Predictive and Prescriptive Scripts and Models
Data Scientists
SPSS, SAS, R, Python
Production and Output Development
IT and DevOps
Java, PHP, C++, Ruby
Visualizations & Reports
Business Analysts
Microsoft, Tableau, Qlik
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DISCOVER, CATALOG AND SHAREYOUR ANALYTIC ASSETS
Accelerate Discovery of Disparate & Distributed Assets
Enrich with a Business Glossary and Relationships
Collaborate across Teams to Optimize and Innovate
I N S I G H T S
CONTROL MEETS FREEDOMSHARE, SCALE AND GOVERN
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• Collaborate and schedule workflows across multiple teams and lines-of-businesses
• Scale on-premises or in the cloud –deployment options include AWS and Azure
• Secure data and analytic assets with built-in user management and role-based access controls
SELF-SERVICE MEETS REAL-TIMEMANAGE & DEPLOY
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DYNAMIC PRICING
Suggest prices through a website or app
REAL-TIME CREDIT SCORING
Determine the credit approval via embedded app
FRAUD DETECTION
Automatically determine if transactions are fraudulent
RECOMMENDER SYSTEMS
Use predictive models to forecast consumer behavior
• Deploy R & Python models into production without recoding
• Embed machine learning models into business processes
• Manage and monitor models, version control and iterate
MODERN END-TO-END ANALYTICS PLATFORM
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D I S C O V E R + C O L L A B O R A T E
P R E P +A N A L Y Z E / M O D E L
S H A R E + S C A L E / G O V E R N
D E P L O Y +M A N A G E
D A T A S C I E N C E & A N A L Y T I C S C U L T U R E
C O M M U N I T Y
See what Alteryx can do for you!
Download a free trial of Alteryx alteryx.com/trial
THANK YOU