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BEYOND THE CLICK
SlideShare as a Lead Generation Tool – a Case Study
© 2016 Equilibria, Inc. All Rights Reserved
Contents
Introduction
The Challenge
Data Mining – Six Sigma
Insights
Slide 03
Slide 12
Slide 19
Slide 58
 Will this Journey Lead Towards
the Light of More Sales…
Introductions
Image Credit: Elite Motor Performance (UK)
 …or Into a Bottomless, Time-Wasting Pit?
About
5 | INTRODUCTIONS
www.eqbsystems.com
The Journey Began With a Hunch
6 | INTRODUCTIONS
2009
● My Intro to SlideShare
● Began Uploading Content
● LinkedIn Acquired
SlideShare
2012 2013
● Received Congratulatory
Email from SlideShare
(content in top 1% viewed)
www.eqbsystems.com
So I launched an investigation…
7 | INTRODUCTIONS
www.eqbsystems.com
and was shocked by what I discovered!
8 | INTRODUCTIONS
www.eqbsystems.com
A New Metric…Outbound Click
9 | INTRODUCTIONS
www.eqbsystems.com
10 | INTRODUCTIONS
ImageCredit:mirror.co.uk
www.eqbsystems.com
Can an increase in
lead to an increase in online sales?
11 | INTRODUCTIONS
THE MILLION DOLLAR QUESTION
OUTBOUND CLICKS
www.eqbsystems.com
 Increase Outbound Clicks
from SlideShare to Website
The Challenge
Online Sales Process
13 | THE CHALLENGE
Find Content Content Engagement
VIEWER CONSUMER
www.eqbsystems.com
CUSTOMER
PURCHASE
Content
Engagement Options
Outbound Links
Call-to-Action
Inbound Links
1
2
3
4
5
14 | THE CHALLENGE
Screenshotcirca1stQtr2014
Anatomy of a SlideShare Post - Engagement
2
1 3
4
5
www.eqbsystems.com
Description
Viewer Comments
Total Page #s
Number of Views
Title
15 | THE CHALLENGE
Anatomy of a SlideShare Post - Stats
Screenshotcirca1stQtr2014
6
7 8
9
10
6
7
8
9
10
www.eqbsystems.com
16 | THE CHALLENGE
Anatomy of a SlideShare Post - Data
Screenshotcirca2ndQtr2014
www.eqbsystems.com
17 | THE CHALLENGE
Overcoming “The Challenge”
Consumer activity on SlideShare can help us
figure out which products & services to create.
Not a lot of data to work with
Increasing outbound click can be difficult
Investigate, but don’t spend a lot of time
Not convinced SlideShare is a viable lead generator
MY ARGUMENT
www.eqbsystems.com
18 | THE CHALLENGE
Moving Forward - a New Project
2010
● My Intro to SlideShare
● Began Uploading Content
● LinkedIn Acquired
SlideShare
2012 2013
● Received Congratulatory
Email from SlideShare
(content in top 1% viewed)
2014
www.eqbsystems.com
● Start project to
increase outbound
clicks
 Using the DMAIC
Methodology for Insights
DATA MINING – SIX SIGMA
6σ
20 | DATA MINING - SIX SIGMA
DEFINE1
MEASURE2
ANALYZE3
IMPROVE4
CONTROL5
21 | DATA MINING - SIX SIGMA
• Content
Developer
• SlideShare
• Scan Search
Results
• Email
• Comment
• Download
• Social Share
• Consumer to
Lead
conversion
?• Select Search
Result w/
Direct or
Indirect Link
• Keyword
Search
• Confirm
content
addresses
need
• Want more
info
PROCESS
View Content
on SlideShare
Search for
Content Online
Respond to
Content
Click to
EQBsystems.com
Defining the Path to Y – SIPOC (current state)
SUPPLIERS INPUTS OUTPUTS CONSUMERS
www.eqbsystems.com
DEFINE | MEASURE | ANALYZE | IMPROVE | CONTROL
22 | DATA MINING - SIX SIGMA
WHO
Is Our Consumer?
www.eqbsystems.com
DEFINE | MEASURE | ANALYZE | IMPROVE | CONTROL
23 | DATA MINING - SIX SIGMA
WHERE
Is Our Consumer?
www.eqbsystems.com
DEFINE | MEASURE | ANALYZE | IMPROVE | CONTROL
24 | DATA MINING - SIX SIGMA
WHAT MAKES
Our Consumer Respond?
www.eqbsystems.com
DEFINE | MEASURE | ANALYZE | IMPROVE | CONTROL
25 | DATA MINING - SIX SIGMA
HOW/WHY
Does Our Consumer Respond?
www.eqbsystems.com
DEFINE | MEASURE | ANALYZE | IMPROVE | CONTROL
26 | DATA MINING - SIX SIGMA
Voice of Customer – Extrapolation
FUNCTIONALRELEVANT SUPPORTIVE
• Use relevant
tags/keywords
• Content should
match my search
query
• Provide content that
meets my needs
• Make it easy for me
to share content
• Include content to
explain images
• Include links only
when they are
active
• Keep your
promises/guarantees
• Respond quickly to my
inquiries/comments
• Give me multiple
ways to contact you
www.eqbsystems.com
DEFINE | MEASURE | ANALYZE | IMPROVE | CONTROL
Incorrect/missing tags
Incorrect/missing keywords
27 | DATA MINING - SIX SIGMA
Error / Defect Identification
Defective Content has:
www.eqbsystems.com
DEFINE | MEASURE | ANALYZE | IMPROVE | CONTROL
Missing or sub-par description
Less than four pages in length
Punctuation & grammatical errors
Missing or sub-par call-to-action
Low views (not evergreen)
Non-searchable title
Inactive links
Incorrect information
28 | DATA MINING - SIX SIGMA
Defining Y – Outbound Click Response
-1 0 1 2
25
20
15
10
5
0
OUTBOUND CLICKS (Y)
FREQUENCY
HISTOGRAM OF OUTBOUND CLICKS (FEB.2014)
Mean 0.1724
StDev 0.5391
N 29
NORMAL
90%
content
with zero
outbound
clicks!
Examine content
with outbound
clicks.
What do they have
that others don’t?
www.eqbsystems.com
DEFINE | MEASURE | ANALYZE | IMPROVE | CONTROL
29 | DATA MINING - SIX SIGMA
Defining the Project Scope
Increase outbound clicks by 15% from our
accounting-related content on SlideShare
to our online store in 4 months.
GOAL
Specific Measurable Attainable Relevant Time
Based
www.eqbsystems.com
DEFINE | MEASURE | ANALYZE | IMPROVE | CONTROL
30 | DATA MINING - SIX SIGMA
iNSANiTY Check
I suspect that with an increase in the performance of each x it will lead
to an increase in Y, giving us more data to test.
Any increase in Y needs to be viewed as a success.
SPECIFIC
Yes, narrowed down
to accounting-related
account info
MEASURABLE
Quantitative, but
discrete data - can’t
guarantee accuracy and
precision of data
ATTAINABLE
A very difficult task with
an industry avg. of 3%
outbound click
RELEVANT
Yes, but may not see
great improvements
TIME-BASED
Yes, since the scale of
this is small
www.eqbsystems.com
DEFINE | MEASURE | ANALYZE | IMPROVE | CONTROL
6σ
31 | DATA MINING - SIX SIGMA
DEFINE1
MEASURE2
ANALYZE3
IMPROVE4
CONTROL5
Y = outbound click (count)
x = factors that contribute to outbound clicks
32 | DATA MINING - SIX SIGMA
Measuring Relationship Between Y and x
Y= f(x)
www.eqbsystems.com
DEFINE | MEASURE | ANALYZE | IMPROVE | CONTROL
Length
Download
Embed Call-to-Action
Email
Timing
Title
Description
Tags
Keywords
The past year
has only yielded
5 outbound
clicks to the
online store
from acct-
related content
on SlideShare.
33 | DATA MINING - SIX SIGMA
Determining the “x” Factors
www.eqbsystems.com
DEFINE | MEASURE | ANALYZE | IMPROVE | CONTROL
Discrete
Count
Digital
Measurement
34 | DATA MINING - SIX SIGMA
Download Data - Description
www.eqbsystems.com
DEFINE | MEASURE | ANALYZE | IMPROVE | CONTROL
1. Examine entire population of content
to determine number of downloads.
2. Calculate a weekly ratio of downloads
to total views per content.
3. Express as a % up to three decimal
places.
35 | DATA MINING - SIX SIGMA
Download Data - Collection
SAMPLE
POPULATION
sampling
www.eqbsystems.com
DEFINE | MEASURE | ANALYZE | IMPROVE | CONTROL
Process
appears to be
in control for
predicting the
download
response ratio.
36 | DATA MINING - SIX SIGMA
Download Data - Representation
www.eqbsystems.com
DEFINE | MEASURE | ANALYZE | IMPROVE | CONTROL
37 | DATA MINING - SIX SIGMA
iNSANiTY Check
Now that I think we can predict our download data (process is stable)...
In 6σ projects, goal is to have continuous
data to determine if a statistical correlation
between Y and x exists.
● Current process allows defective content to pass through
● Creates skewed data
● Outbound click data only available as of May 2013
www.eqbsystems.com
DEFINE | MEASURE | ANALYZE | IMPROVE | CONTROL
Is there a statistical correlation between
outbound click, Y and Download Data (xD)?
6σ
28 | DATA MINING - SIX SIGMA
DEFINE1
MEASURE2
ANALYZE3
IMPROVE4
CONTROL5
Y = outbound click (count)
xD = download response (ratio)
Is Y = f(xD) + f(x2) + f(x3) + f(x4) + f(x5) ?
Prove/disprove the effect of each x on Y through statistical testing.
39 | DATA MINING - SIX SIGMA
Analyzing Relationship Between Y and x
www.eqbsystems.com
DEFINE | MEASURE | ANALYZE | IMPROVE | CONTROL
STEPS
1. Define Ho and Ha
2. Set level of significance: α = 0.05
3. Select test based on type of data.
4. Calculate p-value from selected test.
Image: imgarcade.com
40 | DATA MINING - SIX SIGMA
Test Hypothesis
www.eqbsystems.com
DEFINE | MEASURE | ANALYZE | IMPROVE | CONTROL
41 | DATA MINING - SIX SIGMA
Hypothesis Theory or Fact?
p-value Ho Ha
< α
> α
CRITICAL X
www.eqbsystems.com
DEFINE | MEASURE | ANALYZE | IMPROVE | CONTROL
Ha Seeing number of downloads has an effect on Viewer outbound clicks.
Seeing number of downloads has no effect on Viewer outbound clicks.Ho
Accept Ho ?
42 | DATA MINING - SIX SIGMA
Test Results – Logistic Regression
www.eqbsystems.com
DEFINE | MEASURE | ANALYZE | IMPROVE | CONTROL
Reject Ha ?
NOT READY to affirmatively state that we have no critical x’s.
Continue collecting data until all 29 pieces of content
are optimized and tested against our new internal QA Checklist.
Y = f(xD) + f(x2) + f(x3) + f(x4) + f(x5)
? ? ? ? ?
43 | DATA MINING - SIX SIGMA
iNSANiTY Check
THEREFORE…
www.eqbsystems.com
DEFINE | MEASURE | ANALYZE | IMPROVE | CONTROL
6σ
44 | DATA MINING - SIX SIGMA
DEFINE1
MEASURE2
ANALYZE3
IMPROVE4
CONTROL5
New
Process
45 | DATA MINING - SIX SIGMA
+
New People
+
New Tools
www.eqbsystems.com
DEFINE | MEASURE | ANALYZE | IMPROVE | CONTROL
High Level Process Map: Lead Generation via SlideShare ContentSEOAnalystContentDeveloperViewer
Search for
Content
Solutions Online
Develop New/
Optimize
Existing Content
Provide
Feedback on
Content
Description
Upload/Re-
upload Content
to SlideShare
Analyze Search
Terms Used in
Google Analytics
Self-Identify
Business Pain
Point(s)
Analyze Content
Interaction Data
in SlideShare
PRO
Download
Content
Equilibria, Inc.
Alicia Butler Pierre
NOTE: there is not a separate swimlane for SlideShare PRO due to real estate constraints
View Content on
SlideShare
Add Content
Description with
Keywords
Send Draft of
Content
Description to
SEO Analyst
START
Respond to
Content?
Select Result
with Link to
Content?
Response(s)
Type?
Share Content
Email Content
Comment
Mark as Favorite
Click-Through to
Online Store
Share Data
Trends with
Content
Developer
Lead to Client
Conversion
Process
no
yes
Yes
2
3
START
END
no
(Lost Viewer Opportunity
possibly due to low
search ranking results)
yes
3
3
3
3
3
1
1
2
www.eqbsystems.com
(Current State)
www.eqbsystems.com
Not sure which x’s are critical, so:
1. Optimize accounting-related content first using
Error/Defect checklist
2. Monitor effect on download ratio, xD
3. Test effect on outbound click, Y
4. Confirm the critical x’s
5. Optimize remaining content
48 | DATA MINING - SIX SIGMA
Content Optimization Plan
www.eqbsystems.com
DEFINE | MEASURE | ANALYZE | IMPROVE | CONTROL
49 | DATA MINING - SIX SIGMA
Content Optimization Schedule
www.eqbsystems.com
DEFINE | MEASURE | ANALYZE | IMPROVE | CONTROL
50 | DATA MINING - SIX SIGMA
Content Optimization Example
BEFORE
www.eqbsystems.com
DEFINE | MEASURE | ANALYZE | IMPROVE | CONTROL
x2: Call-to-Action
x1: Content Length > 4pgs
x3: Corresponding
Blog/Video Post for
Embed Viewing
xD: Content can be
downloaded
x5: Content can be
emailed
51 | DATA MINING - SIX SIGMA
Content Optimization Example
AFTER
www.eqbsystems.com
DEFINE | MEASURE | ANALYZE | IMPROVE | CONTROL
52 | DATA MINING - SIX SIGMA
What
Happens?
How Bad?
What are
the
Causes?
How
Often?
Are We In
Control?
Murphy’s Law – Preparing for Failure
What Can
Go
Wrong?
What
Action Do
We Take?
www.eqbsystems.com
DEFINE | MEASURE | ANALYZE | IMPROVE | CONTROL
53 | DATA MINING - SIX SIGMA
iNSANiTY Check
We are heading in a positive direction
We should see an upward shift in the mean of each
control chart
● Outbound click rate increased from 5 to 23
● Hired four additional contractors to ensure a seamless process
● Developed a control plan and FMEA to manage risk
www.eqbsystems.com
DEFINE | MEASURE | ANALYZE | IMPROVE | CONTROL
6σ
54 | DATA MINING - SIX SIGMA
DEFINE1
MEASURE2
ANALYZE3
IMPROVE4
CONTROL5
BEFORE
Mean shifted up by 132.6%. Ignore error message.
55 | DATA MINING - SIX SIGMA
Process In Control, but Still No Critical x
AFTER
www.eqbsystems.com
DEFINE | MEASURE | ANALYZE | IMPROVE | CONTROL
2
0
2
1
4
0
12
14
0
3
6
9
12
15
APP ARP CTR VAS
Before After
Y: outbound click from SS
content to online store
By this point, only 2 out of
the 4 pieces of accounting-
related content were
optimized.
It makes sense that this is
also where we see the
greatest improvement in
outbound click.
56 | DATA MINING - SIX SIGMA
Total Before Total After % Increase
5 30 600%
Y: Before & After Content Optimization
www.eqbsystems.com
DEFINE | MEASURE | ANALYZE | IMPROVE | CONTROL
The following Control Planning tools ensure the process runs as smoothly as possible:
57 | DATA MINING - SIX SIGMA
Today’s Improvement Becomes
Tomorrow’s Standard
Process Maps Work Instructions Control Plan Job Aids FMEA
www.eqbsystems.com
DEFINE | MEASURE | ANALYZE | IMPROVE | CONTROL
 Flow in FluxTM
INSIGHTS
Accomplishments:
• Big Y vs. Little Y
(narrow)
• Big Y = ↑ online sales
• Little Y = ↑ outbound
• Defined project scope
• Project’s Y identification
• Key stakeholder
identification
• Internal and external
customer identification
Deliverables:
• Project Charter
• Gantt Chart
• SIPOC
• High Level Process Map
• VOC Matrix
• COPQ Matrix
Discoveries:
• Countries with highest
viewership
• Broken links in online
store
• SlideShare changed its
embedded link policy
Accomplishments:
• Defined process baseline
performance
• Identified CS process gaps
& bottlenecks
• Identified 5 potential x’s to
answer: is y=f(x) ?
• Identified Null & Alternative
Hypotheses
• Detailed Operational
Definitions for data
collection on each x
Deliverables:
• Value Stream Map (CS)
• Affinity Diagram
• Fishbone Diagram
• Data Collection Plan
• MSA
• Control Charts
• DPMO & Sigma Level
• Preliminary Analysis
Discoveries:
• Some data easier to
retrieve than others
Accomplishments:
• Ran statistical tests on each
x; α set to 0.05
Deliverables:
• Value Stream Map (IS)
• Hypothesis Testing
• Data Collection Plan
(completed)
Discoveries:
• Continuous data works best
for statistical testing
• All of our x and Y data is
discrete and considered an
integer/ratio for statistical
test selection
• More Y data needed in order
to “trust” initial results of
critical x determination
• SlideShare PRO’s analytical
tool should be tested against
Google Analytics through
use of tracking content URLs
Accomplishments:
• Conducted pilot test on 2 out
of 4 pieces of accounting-
related content (VAS & CTR)
• Created a J-I-T content
optimization schedule
Deliverables:
• Value Stream Map (FS)
• FMEA
• Content Optimization
Schedule
Discoveries:
• Outbound click rate
increased on the 2 pieces of
optimized content
• New FS process has more
steps and more people, yet
yields a shorter cycle time
• FMEA exposed process
vulnerabilities of working with
independent contractors
• Disaster Recovery planning
tantamount to process
success
Accomplishments:
• Identified corrective and
preventive actions for
technological breakdowns
and labor shortages
• Increased frequency for
quality assurance checks
• Traced first client’s journey
from SlideShare content!
Deliverables:
• Control Plan
• Visual Process Metrics
• Change Management Plan
• Work Instructions & Job Aids
• Project Transition Plan
Discoveries:
• The SlideShare app does not
have same functionality as
the website – outbound links
do not work regardless of
location
• Acquisition activity makes
SlideShare, as a company,
vulnerable to platform
changes
Summary of Activities & Deliverables
DEFINE MEASURE ANALYZE IMPROVE CONTROL
www.eqbsystems.com
60 | INSIGHTS
Bookkeepers ● Office Managers ● Call Center Employees ● Virtual/Offshored/Outsourced Employees ● D-I-Y Entrepreneurs
Customer Profile
www.eqbsystems.com
United States
India
Canada
Philippines
United Kingdom
Real-Life Success Story
www.eqbsystems.com
Noticed same
consumer
downloading
content.
1
Thanked
consumer and
offered to
give free
consultation.
2
Consumer
accepted offer
for free
consultation.
3
Consumer
became a
Customer!
4
61 | INSIGHTS
62 | THE CHALLENGE
From Special Project to Operations
2010
● My Intro to SlideShare
● Began Uploading Content
● LinkedIn Acquired
SlideShare
2012 2013
● Received Congratulatory
Email from SlideShare
(content in top 1% viewed)
2014
www.eqbsystems.com
● Start project to
increase outbound
clicks
TODAY
● Ongoing
optimization & new
content creation
Key Insights:
63 | INSIGHTS
© josephgiitterphotography.com/
Vigilance is Key
www.eqbsystems.com
1. Have sufficient data to apply Six Sigma testing
2. Perform Quality Assurance weekly (minimum)
3. Pay attention to social network acquisition activity
4. Approach social media data as a snapshot in time
The Single, Most Important Insight…
When It Comes to Working with Digital, Social Media Data
www.eqbsystems.com
© Copyright Netflix.
Stay on Top of Your Game
www.eqbsystems.com
SlideShare no longer reports outbound click data!
About Me
I AM…
Alicia Butler Pierre
@EfficiencyEngr
www.eqbsystems.com
● Founder – Equilibria, Inc.
● Engineer & Lean Six Sigma Practitioner
I AM NOT…
● A social media or Minitab guru
● A behavioral or social scientist
THANK YOU FOR VIEWING!
Contact Us for more questions.
We condensed a lot of information for this presentation.
www.eqbsystems.com
@EquilibriaInc@Equilibria, Inc @EQBsystems
©Copyright 2016. Equilibria, Inc.

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Beyond the Click: SlideShare as a Lead Generation Tool

  • 1. BEYOND THE CLICK SlideShare as a Lead Generation Tool – a Case Study © 2016 Equilibria, Inc. All Rights Reserved
  • 2. Contents Introduction The Challenge Data Mining – Six Sigma Insights Slide 03 Slide 12 Slide 19 Slide 58
  • 3.  Will this Journey Lead Towards the Light of More Sales… Introductions
  • 4. Image Credit: Elite Motor Performance (UK)  …or Into a Bottomless, Time-Wasting Pit?
  • 6. The Journey Began With a Hunch 6 | INTRODUCTIONS 2009 ● My Intro to SlideShare ● Began Uploading Content ● LinkedIn Acquired SlideShare 2012 2013 ● Received Congratulatory Email from SlideShare (content in top 1% viewed) www.eqbsystems.com
  • 7. So I launched an investigation… 7 | INTRODUCTIONS www.eqbsystems.com
  • 8. and was shocked by what I discovered! 8 | INTRODUCTIONS www.eqbsystems.com
  • 9. A New Metric…Outbound Click 9 | INTRODUCTIONS www.eqbsystems.com
  • 11. Can an increase in lead to an increase in online sales? 11 | INTRODUCTIONS THE MILLION DOLLAR QUESTION OUTBOUND CLICKS www.eqbsystems.com
  • 12.  Increase Outbound Clicks from SlideShare to Website The Challenge
  • 13. Online Sales Process 13 | THE CHALLENGE Find Content Content Engagement VIEWER CONSUMER www.eqbsystems.com CUSTOMER PURCHASE
  • 14. Content Engagement Options Outbound Links Call-to-Action Inbound Links 1 2 3 4 5 14 | THE CHALLENGE Screenshotcirca1stQtr2014 Anatomy of a SlideShare Post - Engagement 2 1 3 4 5 www.eqbsystems.com
  • 15. Description Viewer Comments Total Page #s Number of Views Title 15 | THE CHALLENGE Anatomy of a SlideShare Post - Stats Screenshotcirca1stQtr2014 6 7 8 9 10 6 7 8 9 10 www.eqbsystems.com
  • 16. 16 | THE CHALLENGE Anatomy of a SlideShare Post - Data Screenshotcirca2ndQtr2014 www.eqbsystems.com
  • 17. 17 | THE CHALLENGE Overcoming “The Challenge” Consumer activity on SlideShare can help us figure out which products & services to create. Not a lot of data to work with Increasing outbound click can be difficult Investigate, but don’t spend a lot of time Not convinced SlideShare is a viable lead generator MY ARGUMENT www.eqbsystems.com
  • 18. 18 | THE CHALLENGE Moving Forward - a New Project 2010 ● My Intro to SlideShare ● Began Uploading Content ● LinkedIn Acquired SlideShare 2012 2013 ● Received Congratulatory Email from SlideShare (content in top 1% viewed) 2014 www.eqbsystems.com ● Start project to increase outbound clicks
  • 19.  Using the DMAIC Methodology for Insights DATA MINING – SIX SIGMA
  • 20. 6σ 20 | DATA MINING - SIX SIGMA DEFINE1 MEASURE2 ANALYZE3 IMPROVE4 CONTROL5
  • 21. 21 | DATA MINING - SIX SIGMA • Content Developer • SlideShare • Scan Search Results • Email • Comment • Download • Social Share • Consumer to Lead conversion ?• Select Search Result w/ Direct or Indirect Link • Keyword Search • Confirm content addresses need • Want more info PROCESS View Content on SlideShare Search for Content Online Respond to Content Click to EQBsystems.com Defining the Path to Y – SIPOC (current state) SUPPLIERS INPUTS OUTPUTS CONSUMERS www.eqbsystems.com DEFINE | MEASURE | ANALYZE | IMPROVE | CONTROL
  • 22. 22 | DATA MINING - SIX SIGMA WHO Is Our Consumer? www.eqbsystems.com DEFINE | MEASURE | ANALYZE | IMPROVE | CONTROL
  • 23. 23 | DATA MINING - SIX SIGMA WHERE Is Our Consumer? www.eqbsystems.com DEFINE | MEASURE | ANALYZE | IMPROVE | CONTROL
  • 24. 24 | DATA MINING - SIX SIGMA WHAT MAKES Our Consumer Respond? www.eqbsystems.com DEFINE | MEASURE | ANALYZE | IMPROVE | CONTROL
  • 25. 25 | DATA MINING - SIX SIGMA HOW/WHY Does Our Consumer Respond? www.eqbsystems.com DEFINE | MEASURE | ANALYZE | IMPROVE | CONTROL
  • 26. 26 | DATA MINING - SIX SIGMA Voice of Customer – Extrapolation FUNCTIONALRELEVANT SUPPORTIVE • Use relevant tags/keywords • Content should match my search query • Provide content that meets my needs • Make it easy for me to share content • Include content to explain images • Include links only when they are active • Keep your promises/guarantees • Respond quickly to my inquiries/comments • Give me multiple ways to contact you www.eqbsystems.com DEFINE | MEASURE | ANALYZE | IMPROVE | CONTROL
  • 27. Incorrect/missing tags Incorrect/missing keywords 27 | DATA MINING - SIX SIGMA Error / Defect Identification Defective Content has: www.eqbsystems.com DEFINE | MEASURE | ANALYZE | IMPROVE | CONTROL Missing or sub-par description Less than four pages in length Punctuation & grammatical errors Missing or sub-par call-to-action Low views (not evergreen) Non-searchable title Inactive links Incorrect information
  • 28. 28 | DATA MINING - SIX SIGMA Defining Y – Outbound Click Response -1 0 1 2 25 20 15 10 5 0 OUTBOUND CLICKS (Y) FREQUENCY HISTOGRAM OF OUTBOUND CLICKS (FEB.2014) Mean 0.1724 StDev 0.5391 N 29 NORMAL 90% content with zero outbound clicks! Examine content with outbound clicks. What do they have that others don’t? www.eqbsystems.com DEFINE | MEASURE | ANALYZE | IMPROVE | CONTROL
  • 29. 29 | DATA MINING - SIX SIGMA Defining the Project Scope Increase outbound clicks by 15% from our accounting-related content on SlideShare to our online store in 4 months. GOAL Specific Measurable Attainable Relevant Time Based www.eqbsystems.com DEFINE | MEASURE | ANALYZE | IMPROVE | CONTROL
  • 30. 30 | DATA MINING - SIX SIGMA iNSANiTY Check I suspect that with an increase in the performance of each x it will lead to an increase in Y, giving us more data to test. Any increase in Y needs to be viewed as a success. SPECIFIC Yes, narrowed down to accounting-related account info MEASURABLE Quantitative, but discrete data - can’t guarantee accuracy and precision of data ATTAINABLE A very difficult task with an industry avg. of 3% outbound click RELEVANT Yes, but may not see great improvements TIME-BASED Yes, since the scale of this is small www.eqbsystems.com DEFINE | MEASURE | ANALYZE | IMPROVE | CONTROL
  • 31. 6σ 31 | DATA MINING - SIX SIGMA DEFINE1 MEASURE2 ANALYZE3 IMPROVE4 CONTROL5
  • 32. Y = outbound click (count) x = factors that contribute to outbound clicks 32 | DATA MINING - SIX SIGMA Measuring Relationship Between Y and x Y= f(x) www.eqbsystems.com DEFINE | MEASURE | ANALYZE | IMPROVE | CONTROL
  • 33. Length Download Embed Call-to-Action Email Timing Title Description Tags Keywords The past year has only yielded 5 outbound clicks to the online store from acct- related content on SlideShare. 33 | DATA MINING - SIX SIGMA Determining the “x” Factors www.eqbsystems.com DEFINE | MEASURE | ANALYZE | IMPROVE | CONTROL
  • 34. Discrete Count Digital Measurement 34 | DATA MINING - SIX SIGMA Download Data - Description www.eqbsystems.com DEFINE | MEASURE | ANALYZE | IMPROVE | CONTROL
  • 35. 1. Examine entire population of content to determine number of downloads. 2. Calculate a weekly ratio of downloads to total views per content. 3. Express as a % up to three decimal places. 35 | DATA MINING - SIX SIGMA Download Data - Collection SAMPLE POPULATION sampling www.eqbsystems.com DEFINE | MEASURE | ANALYZE | IMPROVE | CONTROL
  • 36. Process appears to be in control for predicting the download response ratio. 36 | DATA MINING - SIX SIGMA Download Data - Representation www.eqbsystems.com DEFINE | MEASURE | ANALYZE | IMPROVE | CONTROL
  • 37. 37 | DATA MINING - SIX SIGMA iNSANiTY Check Now that I think we can predict our download data (process is stable)... In 6σ projects, goal is to have continuous data to determine if a statistical correlation between Y and x exists. ● Current process allows defective content to pass through ● Creates skewed data ● Outbound click data only available as of May 2013 www.eqbsystems.com DEFINE | MEASURE | ANALYZE | IMPROVE | CONTROL Is there a statistical correlation between outbound click, Y and Download Data (xD)?
  • 38. 6σ 28 | DATA MINING - SIX SIGMA DEFINE1 MEASURE2 ANALYZE3 IMPROVE4 CONTROL5
  • 39. Y = outbound click (count) xD = download response (ratio) Is Y = f(xD) + f(x2) + f(x3) + f(x4) + f(x5) ? Prove/disprove the effect of each x on Y through statistical testing. 39 | DATA MINING - SIX SIGMA Analyzing Relationship Between Y and x www.eqbsystems.com DEFINE | MEASURE | ANALYZE | IMPROVE | CONTROL
  • 40. STEPS 1. Define Ho and Ha 2. Set level of significance: α = 0.05 3. Select test based on type of data. 4. Calculate p-value from selected test. Image: imgarcade.com 40 | DATA MINING - SIX SIGMA Test Hypothesis www.eqbsystems.com DEFINE | MEASURE | ANALYZE | IMPROVE | CONTROL
  • 41. 41 | DATA MINING - SIX SIGMA Hypothesis Theory or Fact? p-value Ho Ha < α > α CRITICAL X www.eqbsystems.com DEFINE | MEASURE | ANALYZE | IMPROVE | CONTROL Ha Seeing number of downloads has an effect on Viewer outbound clicks. Seeing number of downloads has no effect on Viewer outbound clicks.Ho
  • 42. Accept Ho ? 42 | DATA MINING - SIX SIGMA Test Results – Logistic Regression www.eqbsystems.com DEFINE | MEASURE | ANALYZE | IMPROVE | CONTROL Reject Ha ?
  • 43. NOT READY to affirmatively state that we have no critical x’s. Continue collecting data until all 29 pieces of content are optimized and tested against our new internal QA Checklist. Y = f(xD) + f(x2) + f(x3) + f(x4) + f(x5) ? ? ? ? ? 43 | DATA MINING - SIX SIGMA iNSANiTY Check THEREFORE… www.eqbsystems.com DEFINE | MEASURE | ANALYZE | IMPROVE | CONTROL
  • 44. 6σ 44 | DATA MINING - SIX SIGMA DEFINE1 MEASURE2 ANALYZE3 IMPROVE4 CONTROL5
  • 45. New Process 45 | DATA MINING - SIX SIGMA + New People + New Tools www.eqbsystems.com DEFINE | MEASURE | ANALYZE | IMPROVE | CONTROL
  • 46. High Level Process Map: Lead Generation via SlideShare ContentSEOAnalystContentDeveloperViewer Search for Content Solutions Online Develop New/ Optimize Existing Content Provide Feedback on Content Description Upload/Re- upload Content to SlideShare Analyze Search Terms Used in Google Analytics Self-Identify Business Pain Point(s) Analyze Content Interaction Data in SlideShare PRO Download Content Equilibria, Inc. Alicia Butler Pierre NOTE: there is not a separate swimlane for SlideShare PRO due to real estate constraints View Content on SlideShare Add Content Description with Keywords Send Draft of Content Description to SEO Analyst START Respond to Content? Select Result with Link to Content? Response(s) Type? Share Content Email Content Comment Mark as Favorite Click-Through to Online Store Share Data Trends with Content Developer Lead to Client Conversion Process no yes Yes 2 3 START END no (Lost Viewer Opportunity possibly due to low search ranking results) yes 3 3 3 3 3 1 1 2 www.eqbsystems.com (Current State)
  • 48. Not sure which x’s are critical, so: 1. Optimize accounting-related content first using Error/Defect checklist 2. Monitor effect on download ratio, xD 3. Test effect on outbound click, Y 4. Confirm the critical x’s 5. Optimize remaining content 48 | DATA MINING - SIX SIGMA Content Optimization Plan www.eqbsystems.com DEFINE | MEASURE | ANALYZE | IMPROVE | CONTROL
  • 49. 49 | DATA MINING - SIX SIGMA Content Optimization Schedule www.eqbsystems.com DEFINE | MEASURE | ANALYZE | IMPROVE | CONTROL
  • 50. 50 | DATA MINING - SIX SIGMA Content Optimization Example BEFORE www.eqbsystems.com DEFINE | MEASURE | ANALYZE | IMPROVE | CONTROL
  • 51. x2: Call-to-Action x1: Content Length > 4pgs x3: Corresponding Blog/Video Post for Embed Viewing xD: Content can be downloaded x5: Content can be emailed 51 | DATA MINING - SIX SIGMA Content Optimization Example AFTER www.eqbsystems.com DEFINE | MEASURE | ANALYZE | IMPROVE | CONTROL
  • 52. 52 | DATA MINING - SIX SIGMA What Happens? How Bad? What are the Causes? How Often? Are We In Control? Murphy’s Law – Preparing for Failure What Can Go Wrong? What Action Do We Take? www.eqbsystems.com DEFINE | MEASURE | ANALYZE | IMPROVE | CONTROL
  • 53. 53 | DATA MINING - SIX SIGMA iNSANiTY Check We are heading in a positive direction We should see an upward shift in the mean of each control chart ● Outbound click rate increased from 5 to 23 ● Hired four additional contractors to ensure a seamless process ● Developed a control plan and FMEA to manage risk www.eqbsystems.com DEFINE | MEASURE | ANALYZE | IMPROVE | CONTROL
  • 54. 6σ 54 | DATA MINING - SIX SIGMA DEFINE1 MEASURE2 ANALYZE3 IMPROVE4 CONTROL5
  • 55. BEFORE Mean shifted up by 132.6%. Ignore error message. 55 | DATA MINING - SIX SIGMA Process In Control, but Still No Critical x AFTER www.eqbsystems.com DEFINE | MEASURE | ANALYZE | IMPROVE | CONTROL
  • 56. 2 0 2 1 4 0 12 14 0 3 6 9 12 15 APP ARP CTR VAS Before After Y: outbound click from SS content to online store By this point, only 2 out of the 4 pieces of accounting- related content were optimized. It makes sense that this is also where we see the greatest improvement in outbound click. 56 | DATA MINING - SIX SIGMA Total Before Total After % Increase 5 30 600% Y: Before & After Content Optimization www.eqbsystems.com DEFINE | MEASURE | ANALYZE | IMPROVE | CONTROL
  • 57. The following Control Planning tools ensure the process runs as smoothly as possible: 57 | DATA MINING - SIX SIGMA Today’s Improvement Becomes Tomorrow’s Standard Process Maps Work Instructions Control Plan Job Aids FMEA www.eqbsystems.com DEFINE | MEASURE | ANALYZE | IMPROVE | CONTROL
  • 58.  Flow in FluxTM INSIGHTS
  • 59. Accomplishments: • Big Y vs. Little Y (narrow) • Big Y = ↑ online sales • Little Y = ↑ outbound • Defined project scope • Project’s Y identification • Key stakeholder identification • Internal and external customer identification Deliverables: • Project Charter • Gantt Chart • SIPOC • High Level Process Map • VOC Matrix • COPQ Matrix Discoveries: • Countries with highest viewership • Broken links in online store • SlideShare changed its embedded link policy Accomplishments: • Defined process baseline performance • Identified CS process gaps & bottlenecks • Identified 5 potential x’s to answer: is y=f(x) ? • Identified Null & Alternative Hypotheses • Detailed Operational Definitions for data collection on each x Deliverables: • Value Stream Map (CS) • Affinity Diagram • Fishbone Diagram • Data Collection Plan • MSA • Control Charts • DPMO & Sigma Level • Preliminary Analysis Discoveries: • Some data easier to retrieve than others Accomplishments: • Ran statistical tests on each x; α set to 0.05 Deliverables: • Value Stream Map (IS) • Hypothesis Testing • Data Collection Plan (completed) Discoveries: • Continuous data works best for statistical testing • All of our x and Y data is discrete and considered an integer/ratio for statistical test selection • More Y data needed in order to “trust” initial results of critical x determination • SlideShare PRO’s analytical tool should be tested against Google Analytics through use of tracking content URLs Accomplishments: • Conducted pilot test on 2 out of 4 pieces of accounting- related content (VAS & CTR) • Created a J-I-T content optimization schedule Deliverables: • Value Stream Map (FS) • FMEA • Content Optimization Schedule Discoveries: • Outbound click rate increased on the 2 pieces of optimized content • New FS process has more steps and more people, yet yields a shorter cycle time • FMEA exposed process vulnerabilities of working with independent contractors • Disaster Recovery planning tantamount to process success Accomplishments: • Identified corrective and preventive actions for technological breakdowns and labor shortages • Increased frequency for quality assurance checks • Traced first client’s journey from SlideShare content! Deliverables: • Control Plan • Visual Process Metrics • Change Management Plan • Work Instructions & Job Aids • Project Transition Plan Discoveries: • The SlideShare app does not have same functionality as the website – outbound links do not work regardless of location • Acquisition activity makes SlideShare, as a company, vulnerable to platform changes Summary of Activities & Deliverables DEFINE MEASURE ANALYZE IMPROVE CONTROL www.eqbsystems.com
  • 60. 60 | INSIGHTS Bookkeepers ● Office Managers ● Call Center Employees ● Virtual/Offshored/Outsourced Employees ● D-I-Y Entrepreneurs Customer Profile www.eqbsystems.com United States India Canada Philippines United Kingdom
  • 61. Real-Life Success Story www.eqbsystems.com Noticed same consumer downloading content. 1 Thanked consumer and offered to give free consultation. 2 Consumer accepted offer for free consultation. 3 Consumer became a Customer! 4 61 | INSIGHTS
  • 62. 62 | THE CHALLENGE From Special Project to Operations 2010 ● My Intro to SlideShare ● Began Uploading Content ● LinkedIn Acquired SlideShare 2012 2013 ● Received Congratulatory Email from SlideShare (content in top 1% viewed) 2014 www.eqbsystems.com ● Start project to increase outbound clicks TODAY ● Ongoing optimization & new content creation
  • 63. Key Insights: 63 | INSIGHTS © josephgiitterphotography.com/ Vigilance is Key www.eqbsystems.com 1. Have sufficient data to apply Six Sigma testing 2. Perform Quality Assurance weekly (minimum) 3. Pay attention to social network acquisition activity 4. Approach social media data as a snapshot in time
  • 64. The Single, Most Important Insight… When It Comes to Working with Digital, Social Media Data www.eqbsystems.com
  • 65. © Copyright Netflix. Stay on Top of Your Game www.eqbsystems.com SlideShare no longer reports outbound click data!
  • 66. About Me I AM… Alicia Butler Pierre @EfficiencyEngr www.eqbsystems.com ● Founder – Equilibria, Inc. ● Engineer & Lean Six Sigma Practitioner I AM NOT… ● A social media or Minitab guru ● A behavioral or social scientist
  • 67. THANK YOU FOR VIEWING! Contact Us for more questions. We condensed a lot of information for this presentation. www.eqbsystems.com @EquilibriaInc@Equilibria, Inc @EQBsystems ©Copyright 2016. Equilibria, Inc.