Data and Analytics are all the rage these days and the appeal to use data to inform comms strategy is coming from all sides. You're collecting data everywhere. In your CRM, in your offline database, from your direct mail programs, from your social media, your events, etc. Perhaps you're even doing data appends from outside sources. You’re swimming in data! However, data in and of itself is useless. How do you get to a place where you’re able to transform your data into something meaningful?
Machine Learning Software Engineering Patterns and Their Engineering
Frakture 4 fold webinar presentation 2015-04_23
1. Smart Data NewSQL Predictive Analysis Data Moneyball Flow Import
Marketing Consultants Node.js Touch Mobile Cloud Marketing Math
Regression Analyze Testing Message Production Actionable Insight Analytics 2.0
Data Scientists Customer Cohorts Multiple Channels ROI Quants CMO
Segments BI Competitive Advantage Strategy Simplify Ease of Use Speed
Smart Data NewSQL Predictive Analysis Data Moneyball Flow Import
Marketing Consultants Node.js Touch Mobile Cloud Marketing Math
Regression Analyze Testing Message Production Actionable Insight Analytics 2.0
Data Scientists Customer Cohorts Multiple Channels ROI Quants CMO
Segments BI Competitive Advantage Strategy Simplify Ease of Use Speed
7. Agenda
* Intro/logistics/waiting for slackers
* Uhh….. why data?
* How donors and consumers think (short version)
* Exactly how screwed are we?
* The Four-fold path to Data Nirvana
8. Agenda
* Intro/logistics/waiting for slackers
* Uhh….. why data?
* How donors and consumers think (short version)
* Exactly how screwed are we?
* The Four-fold path to Data Nirvana
* Oh, and Bots
18. Knowing what a person thinks and
believes should drive how you
engage them.
Consumer Decision Cycle
19. Knowing what a person thinks and
believes should drive how you
engage them.
Consumer Decision Cycle
Unaware
20. Knowing what a person thinks and
believes should drive how you
engage them.
Consumer Decision Cycle
Unaware
Aware
21. Knowing what a person thinks and
believes should drive how you
engage them.
Consumer Decision Cycle
Unaware
Aware
Considering
22. Knowing what a person thinks and
believes should drive how you
engage them.
Consumer Decision Cycle
Unaware
Aware
Considering
Decision
23. How Do We Know … DATA!ObjectivePsychological
General Class Behavior Specific
24. How Do We Know … DATA!
Gender
Income
Ethnicity
Life Cycle
Social Class
Geo Cluster
ObjectivePsychological
General Class Behavior Specific
25. How Do We Know … DATA!
Gender
Income
Ethnicity
Life Cycle
Social Class
Geo Cluster
Personality Type
Lifestyle
Psychographic Category
Value Category
ObjectivePsychological
General Class Behavior Specific
26. How Do We Know … DATA!
Gender
Income
Ethnicity
Life Cycle
Social Class
Geo Cluster
Donates
Attends
Acts
Refers
Shares / Comments
Opens
Personality Type
Lifestyle
Psychographic Category
Value Category
ObjectivePsychological
General Class Behavior Specific
27. How Do We Know … DATA!
Gender
Income
Ethnicity
Life Cycle
Social Class
Geo Cluster
Donates
Attends
Acts
Refers
Shares / Comments
Opens
Personality Type
Lifestyle
Psychographic Category
Value Category
Survey Opinions
Attitudes
Beliefs
Change of Life Stage
Decision Stage
ObjectivePsychological
General Class Behavior Specific
28. 65% of Organizations say that integrating
multiple data sources is a challenge
Why can’t we do it (well) now?
DATA
TOO many technologies,
not enough TIME
Ever increasing
number of channels
of communication
#1
29. Source: http://blog.neolane.com/conversational-marketing/big-data/
Data Integration and Analytics are Manual and Expensive
Turning insight into action
Once you HAVE good data, getting it
to your organizers is HARD.
2018 Data Analyst Shortage
#2
#3
Tools that do all three of these things well and make it simple do not exist
Good Data Analysts and Engineers
are rare, and their time is
EXPENSIVE
Why can’t we do it (well) now?
33. Sound familiar?
“Our database of record can’t do that?”
“It’s going to cost HOW MUCH to integrate?”
“We need to hire more people”
34. Sound familiar?
“Our database of record can’t do that?”
“It’s going to cost HOW MUCH to integrate?”
“We need to hire more people”
“I wish we could target …..”
35. Sound familiar?
“Our database of record can’t do that?”
“It’s going to cost HOW MUCH to integrate?”
“We need to hire more people”
“I wish we could target …..”
Other?
44. The result? Better engagement >
When smart Bots work with smart people to solve the hard
problems, you’re freed up to do creatively engage your audience in
a way that robots can’t… Authentically.
Turn your IT and
Marketing teams from a
team of 5 to a team of 50
Use the time-savings to
make your data
actionable
Close the loop between
analytics, campaign
production and delivery
49. Data management >
Tip #6: Be a source code fanatic.
Attribute. Attribute. Attribute.
To order and understanding
15DM1XXLV
15ONGXXLO
15DM3XXLV
….
….
….
50. Once your data is integrated >
Retargeting
Email
+ Google Ads
Facebook
240k Impressions/
$1.5k
243.2k Impressions/
$3k
30k Impressions/
$2k
72k Impressions/
$.5k
ENGAGEMENT ROI REPORT Sept 1 - 31, 2014
585.2k Impressions /
$7k Spent400
IMPRESSIONS / COST BY CHANNEL INTERACTIONS / COST BY CHANNEL
0
60k
120k
180k
240k
$1K $2K $3K
IMPRESSIONS / DOLLAR
ACTIONS / DOLLAR
INTERACTIONS / DOLLAR
REVENUE / DOLLAR
IMPRESSIONS
DOLLARS SPENT
Retargeting FacebookGoogle AdsEmail
INTERACTIONS
DOLLARS SPENT
160
81
15
144
761 Actions /
$7k Spent.39
2.3k Interactions/
$7k Spent2.8
$25.9k Revenue /
$7k Spent$12.51
Retargeting
Email
+ Google Ads
Facebook
200 Interactions/
$1.5k
523 Interactions/
$3k
423 Interactions/
$2k
1132 Interactions/
$.5k
.13
.17
.21
2.3
Retargeting
Email
+ Google Ads
Facebook
103 Actions/
$1.5k
451 Actions/
$3k
157 Actions/
$2k
50 Actions/
$.5k
.07
.15
.08
.1
Retargeting
Email
+ Google Ads
Facebook
$8.5k Revenue/
$1.5k
$12.4k Revenue/
$3k
$5k Revenue/
$2k
$100 Revenue/
$.5k
$5.69
$4.12
$2.50
$ .20
Retargeting FacebookGoogle AdsEmail
0
300
600
900
1200
$1K $2K $3K
Get the reporting you need.
54. And data where you need it
Raw Data Feed
Get nightly dumps of all transactions across
all channels: cleaned; id’d, and attributed.
Multiple Formats
Export all statistics and messages to
spreadsheets, for your own projects
Targeting Groups
Create segments in your CRM, email
system, online ad system, etc. based on
cross-channel information.
Unique ID’s
Establish unique ID’s across all your
different databases