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Time to Disrupt the Disconnect - Data Innovation Summit · DevOps . Java, PHP, C++, Ruby....

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Page 1: Time to Disrupt the Disconnect - Data Innovation Summit · DevOps . Java, PHP, C++, Ruby. Visualizations & Reports . Business Analysts. ... Collaborate across Teams to Optimize and

Presented by: Shaan Mistry

Time to Disrupt the Disconnect

Page 2: Time to Disrupt the Disconnect - Data Innovation Summit · DevOps . Java, PHP, C++, Ruby. Visualizations & Reports . Business Analysts. ... Collaborate across Teams to Optimize and

2

WALLS

Keep people outKeep people in

Page 3: Time to Disrupt the Disconnect - Data Innovation Summit · DevOps . Java, PHP, C++, Ruby. Visualizations & Reports . Business Analysts. ... Collaborate across Teams to Optimize and

TODAY’S REALITY

3

DATA DATASCIENTISTIT ANALYST

Page 4: Time to Disrupt the Disconnect - Data Innovation Summit · DevOps . Java, PHP, C++, Ruby. Visualizations & Reports . Business Analysts. ... Collaborate across Teams to Optimize and

WHAT ARE REAL NEEDS

4

COLLABORATION

CONNECTIVITY TO DATA

AUTOMATION

Page 5: Time to Disrupt the Disconnect - Data Innovation Summit · DevOps . Java, PHP, C++, Ruby. Visualizations & Reports . Business Analysts. ... Collaborate across Teams to Optimize and

TODAY’S REALITYDATA CHAOS & ANALYTICS OBSCURITY

5

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

Page 6: Time to Disrupt the Disconnect - Data Innovation Summit · DevOps . Java, PHP, C++, Ruby. Visualizations & Reports . Business Analysts. ... Collaborate across Teams to Optimize and

6

PERSONA INTERACTIONS

REMOVE THE FRICTION

ANALYST

IT DATA SCIENTIST

Page 7: Time to Disrupt the Disconnect - Data Innovation Summit · DevOps . Java, PHP, C++, Ruby. Visualizations & Reports . Business Analysts. ... Collaborate across Teams to Optimize and

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.

Page 8: Time to Disrupt the Disconnect - Data Innovation Summit · DevOps . Java, PHP, C++, Ruby. Visualizations & Reports . Business Analysts. ... Collaborate across Teams to Optimize and

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!!

Page 9: Time to Disrupt the Disconnect - Data Innovation Summit · DevOps . Java, PHP, C++, Ruby. Visualizations & Reports . Business Analysts. ... Collaborate across Teams to Optimize and

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.

Page 10: Time to Disrupt the Disconnect - Data Innovation Summit · DevOps . Java, PHP, C++, Ruby. Visualizations & Reports . Business Analysts. ... Collaborate across Teams to Optimize and

ALTER YOUR ANALYTICS LIFECYCLE

11

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

Page 11: Time to Disrupt the Disconnect - Data Innovation Summit · DevOps . Java, PHP, C++, Ruby. Visualizations & Reports . Business Analysts. ... Collaborate across Teams to Optimize and

12

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

Page 12: Time to Disrupt the Disconnect - Data Innovation Summit · DevOps . Java, PHP, C++, Ruby. Visualizations & Reports . Business Analysts. ... Collaborate across Teams to Optimize and

CONTROL MEETS FREEDOMSHARE, SCALE AND GOVERN

13

• 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

Page 13: Time to Disrupt the Disconnect - Data Innovation Summit · DevOps . Java, PHP, C++, Ruby. Visualizations & Reports . Business Analysts. ... Collaborate across Teams to Optimize and

SELF-SERVICE MEETS REAL-TIMEMANAGE & DEPLOY

14

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

Page 14: Time to Disrupt the Disconnect - Data Innovation Summit · DevOps . Java, PHP, C++, Ruby. Visualizations & Reports . Business Analysts. ... Collaborate across Teams to Optimize and

MODERN END-TO-END ANALYTICS PLATFORM

15

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

Page 15: Time to Disrupt the Disconnect - Data Innovation Summit · DevOps . Java, PHP, C++, Ruby. Visualizations & Reports . Business Analysts. ... Collaborate across Teams to Optimize and

See what Alteryx can do for you!

Download a free trial of Alteryx alteryx.com/trial

THANK YOU

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