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Moving Beyond the Spreadsheet for Analytics
Fern Halper
TDWI Research Director for Advanced Analytics
August 14, 2014
3
Speakers
Fern Halper
Research Director,
Advanced Analytics,
TDWI
Matt Madden
Senior Product
Marketing Manager,
Alteryx
Agenda
• The analytics continuum
• Limitations of the spreadsheet
• Trends in analytics
• The analytics life cycle
• Getting started with analytics
The Analytics Spectrum
5
Excel
Dashboards and reports
Other BI
Visualization
Advanced Analytics
Often becomes more algorithmic
Limitations of the spreadsheet
• Error prone
• Data limitations
• Analysis limitations
• Management limitations
7
pros
cons
The Analytics Spectrum
8
Excel
Dashboards and reports
Other BI
Visualization
Advanced Analytics
A lot of value to be gained!
Analytics trends worth noting
1. Ease of use
2. The emergence of the business analyst as
model builder
3. Data blending
4. Analytic platforms
11
1. Ease of Use
• Drag and drop interfaces- no scripting
• Iterative analysis
• More advanced analytics supported
12
2. The emergence of the business analyst
Traditional Predictive User:
• Statistician/Modeler
Moving towards:
• Critical thinker with
knowledge of the business
• e.g. business analysts
The Business Analyst Rules
14
(source: TDWI Best Practices Report Predictive Analytics for Business Advantage, 2014)
3. Data Blending
Combining data from multiple sources without
integrating it into a data warehouse or other
system of record
16
Predictive analytics process
17
Problem Identification
•Framing problem
• Identifying data elements
Data Access
• Integration
•Blending
Data preparation
•Cleansing
•Transformation
Data analysis
•Exploration
•Collaboration
•Validation
Deployment
•Sharing
•Scoring
•Operationalizing
Model Management
•Evaluation/Monitoring
•Actual Management
Framing the problem
• Ability to formulate a question
• Comfortable creatively thinking in numbers
and attributes
18
© 2014 Alteryx, Inc. |
Confidential
Data Blending &
Advanced Analytics
Matt Madden- Sr. Product Marketing Manager, Alteryx
© 2014 Alteryx, Inc. |
Confidential
Analytics Solution Must Deliver
Business Insight Through Those Who Know the Business
26
Rise of Analysts in Line of Business
• Understands business requirements
• Analytic thinker
• Accesses data, blends
and analyzes
Expansion of Data
• Bigger datasets & more sources
• More Responsibility, ad-hoc analysis
& reporting
Relying on Spreadsheets
• Right Skillset – do more with less
• Not built for heavy
processing/analysis
Data Analyst
© 2014 Alteryx, Inc. |
Confidential
Intuitive
workflow for
data blending
and advanced
analytics leading
to deeper
insights in hours,
not weeks
Through Intuitive Workflow
Deeper Business Insight
In Hours Not Weeks
27
© 2014 Alteryx, Inc. |
Confidential
Report
The Alteryx Solution For Analyst Enablement
28
All Relevant Data
Access, cleanse, and
blend data with unique
packaged data options
Rapid design of
predictive analytics
with unique spatial
understanding
Packaged Market &
Customer Data
Consumerize the use
of sophisticated
analytics
Enrich
Analy
ze
Ble
nd
T
ex
t
© 2014 Alteryx, Inc. |
Confidential
Data Preparation/Cleansing
• 60-80% analysts time
• Typically need IT, Data Specialist, or
SQL to ensure the quality of data
• Restructure, reformat, re-condition
• Missing data or erroneous
data/manual entry
• Full dataset vs. Sample
• Preparing data for further analysis
• Reporting, database,
visualization
• Traditional analyst tools limited
capabilities
29
© 2014 Alteryx, Inc. |
Confidential
Data Preparation/Cleansing in Alteryx
• Drag and drop icons to manipulate
and alter formats of the data
• Transformations to help summarize
and aggregate your data
• Deal with missing data
• Incorporate spatial aspects in data
• Create formulas for if/then
statements
• Filter on records that pertain to
your analysis
• Automatically set the field types
you need
• And much more
30
© 2014 Alteryx, Inc. |
Confidential
Joining Data– Most approaches
• Multiple spreadsheets
• Vlookups, formulas or manual
processes
• Require writing SQL
• Traditional IT focused Data
Integration tools
• Slow processes
• Other tools may do simple joins that
focus on one field
• Good, but what happens if you
have 3-4 data sources
• Joining spatial data may require even
another tool
31
© 2014 Alteryx, Inc. |
Confidential
Joining Data in Alteryx
• Drag and Drop Tools
• Join data of any type and any
level
• Record and Row level
• Multiple key fields
• Spatial matching- based on
spatial characteristics-
customer points, find nearest
• Non-identical data
• Fuzzy matching (match two
datasets based on non-
matching data-names, address,
etc.)
32
© 2014 Alteryx, Inc. |
Confidential
Usefulness of Spreadsheets
• Data Entry, Reporting
• Basic analysis
Where organizations/analysts
struggle
• Sales Forecasting
• Geo-spatial analysis
• Predictive Analytics
Advanced Analytics makes data
more manageable
Advanced Analytics
60+ built-in tools for spatial and R-
based predictive analytics
© 2014 Alteryx, Inc. |
Confidential
© 2014 Alteryx, Inc. |
Confidential
34
Demo Data Blending, Processing
and Data Cleansing
© 2014 Alteryx, Inc. |
Confidential
Deeper Insights Hours vs. Weeks Intuitive Workflow
Major US Healthcare Provider uses Alteryx to pull data from
various sources, integrate, clean, and deploy reports
Medicare administrators
Now able to improve
Regulatory
Compliance Issues Through data they
previously were not able
to access
Preparing and blending
client data from
12 data files
3.5M records
Entire report now runs in
37 Minutes vs.
2 days For one section
35
36
Alteryx blue and tints
for headings and main
graphics
Secondary palette:
For support in charts,
graphics, and callouts
Accent colors (use
sparingly)
© 2013 Alteryx, Inc. Confidential.
Try it for yourself..
36
Download the Alteryx Trial today to begin
creating your own analysis
www.alteryx.com/download
38
Contact Information
If you have further questions or comments: Fern Halper, TDWI [email protected]
Matthew Madden, Alteryx [email protected]