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#Datafabric
The New Frontier: How to Gain Insight with
Interwoven Quality Data
Webinar with Jake Dolezal, Mike Franko & Donato Diorio
Data as a Story
✤ Data is an asset
✤ Data tells stories
✤ Humans have used
stories as our principle
means of communication
for thousands of years
#Datafabric
Each system
tells a story
✤ CRM tells customer
stories
✤ ERP tells enterprise
stories
✤ Point-of-sale transactions
are vignettes of customer
purchases
#Datafabric
Quality matters
Tell the…
✤ Most complete
✤ Most accurate
✤ Most consistent
Story possible
#Datafabric
I have great quality data, so now what?
✤ Even with data of the highest quality, it still only tells a small isolated
story.
✤ An eye-witness account is biased by its limited point-of-view.
✤ It may be correct, but it is only one perspective
✤ But what about the other interactions that lead to that purchase? What
happened? Who did they talk to? What did they see or hear? What
influenced them?
✤ Don’t be shortsighted and only see part of the story
#Datafabric
Bringing data together…the old way
#Datafabric
Conventional integration cannot keep up!
#Datafabric
Introducing the Data Fabric…
#Datafabric
Single point of entry for all data
#Datafabric
Data Practice Evolution
#Datafabric
#Datafabric
• Companies	
  solve	
  the	
  problems	
  themselves	
  	
  
• Focus	
  on	
  symptoms	
  vs.	
  cause	
  	
  
• Every	
  project	
  starts	
  anew	
  
• Very	
  little	
  automation	
  
• Service	
  costs	
  are	
  astronomical	
  
• Over	
  time	
  &	
  budget	
  
The	
  first	
  rule	
  of	
  any	
  technology	
  used	
  in	
  a	
  business	
  is	
  that	
  automation	
  applied	
  to	
  
an	
  efficient	
  operation	
  will	
  magnify	
  the	
  efficiency.	
  The	
  second	
  is	
  that	
  automation	
  
applied	
  to	
  an	
  inefficient	
  operation	
  will	
  magnify	
  the	
  inefficiency.	
  	
  -­‐Bill	
  Gates
Data Evolution: Do-it-yourself era
#Datafabric
• Focus	
  is	
  still	
  symptom	
  vs.	
  cause	
  
• Product	
  is	
  reviewed	
  more	
  than	
  the	
  
problem	
  	
  (whether	
  is	
  it	
  dedupe,	
  data	
  fill,	
  etc	
  )	
  
• Product	
  fit	
  is	
  the	
  focus	
  
• Gaps	
  in	
  the	
  product-­‐solution	
  are	
  
ignored	
  
• Leads	
  to	
  partial	
  solutions	
  
• Less	
  consultative	
  sales	
  process
The	
  problem	
  always	
  looks	
  like	
  a	
  nail	
  when	
  you	
  only	
  have	
  a	
  hammer.
Data Evolution: Product era
Data Evolution: Consultant era
• Consultants	
  are	
  product	
  specialists,	
  process	
  
generalists	
  
• Learning	
  on	
  client’s	
  time	
  
• Abundance	
  of	
  “try	
  and	
  fix”	
  iterations	
  
• Longer	
  process,	
  most	
  expensive	
  	
  
• More	
  expensive	
  than	
  doing	
  it	
  in-­‐house	
  
• Gaps	
  in	
  the	
  product-­‐solution	
  are	
  ignored	
  
• Failure	
  rate	
  is	
  similar	
  to	
  early	
  CRM	
  
implementations
#Datafabric
Data Evolution: Expert era
#Datafabric
• Experts	
  in	
  product	
  and	
  process	
  	
  
• Quicker	
  process	
  
• Less	
  expensive	
  than	
  doing	
  it	
  in-­‐house	
  
• “Try	
  &	
  fix”	
  iterations	
  much	
  less	
  
common	
  
• Success	
  is	
  common,	
  break	
  downs	
  
happen	
  when	
  advice	
  is	
  ignored
Data Evolution: Assessment era
#Datafabric
• Data	
  assessment	
  starts	
  the	
  process	
  
• Decisions	
  based	
  on	
  data	
  facts	
  vs.	
  
expert	
  hunches	
  
• Fewer	
  “try	
  and	
  fix”	
  iterations	
  
• Assessment	
  provides	
  better	
  visibility	
  
into	
  solution	
  set	
  required	
  
• Fastest	
  time	
  to	
  start	
  and	
  complete	
  
project	
  
• Once	
  you	
  assess,	
  ready	
  for	
  expert!	
  
9 lost secrets of Clean Data
#Datafabric
What is Clean Data?
Minimalist:	
  	
  Only	
  what	
  you	
  need,	
  uncluttered	
  
Integrated	
  :	
  Supportive	
  of	
  your	
  CRM	
  
Complete	
  :	
  URL,	
  emails,	
  address,	
  points	
  of	
  contact	
  
Expandable	
  :	
  	
  Data	
  catalysts,	
  URL	
  &	
  social	
  links	
  
#Datafabric
Based	
  on	
  total	
  record	
  count	
  across	
  all	
  silos,	
  choose	
  an	
  
appropriate	
  number	
  of	
  random	
  records	
  from	
  silos	
  to	
  perform	
  
a	
  data	
  test.	
  	
  What	
  is	
  the	
  state	
  of	
  the	
  data?
Company	
  record	
  completeness	
  

(url,	
  address,	
  city,	
  etc)	
  
Contact	
  record	
  completeness	
  

(name,	
  email,	
  phone,	
  bio,	
  etc)	
  
Contact	
  record	
  depth/company	
  

(number	
  of	
  contacts	
  per	
  company)
Secret 1: DataTest
#Datafabric
A	
  look	
  at	
  CRM,	
  Email	
  systems,	
  lead	
  databases	
  and	
  any	
  silos	
  
of	
  information	
  which	
  drives	
  the	
  business.	
  	
  The	
  end	
  goal	
  is	
  to	
  
have	
  a	
  solid	
  understanding	
  of:
Business	
  process	
  
Vendors	
  used	
  
Data	
  flow	
  
Known	
  problems	
  	
  
Process	
  gaps	
  	
  
Silo	
  interconnectivity	
  
Silo	
  latency/data	
  age	
  
Silo	
  normalization	
  
Silo	
  record	
  count	
  
Potential	
  problems
Secret 2: Silo Review (not just CRM)
#Datafabric
Develop	
  a	
  CRM	
  Data	
  Plan	
  which	
  is	
  crucial	
  to	
  the	
  
entire	
  project.	
  	
  The	
  CRM	
  Data	
  Plan	
  is	
  used	
  for	
  
cleaning,	
  enhancing,	
  de-­‐duping,	
  and	
  eventually	
  
protecting	
  the	
  CRM	
  from	
  additional	
  duplicates.	
  	
  
(Data	
  ShieldTM	
  )
Secret 3: CRM Data Plan
#Datafabric
Websites	
  are	
  the	
  future	
  backbone	
  of	
  company	
  data.	
  
Fill	
  in	
  URLs	
  for	
  company	
  records.	
  	
  Some	
  companies	
  
have	
  multiple	
  brands	
  and	
  multiple	
  websites.	
  	
  This	
  step	
  
is	
  critical	
  to	
  keeping	
  company	
  and	
  contact	
  information	
  
fresh.	
  URL	
  fill	
  is	
  critical	
  to	
  resolve	
  ambiguous	
  company	
  
names	
  for	
  later	
  deduping.
Secret 4: URL fill
#Datafabric
Secret 5: Email Capture
A	
  large,	
  untapped	
  source	
  of	
  contact	
  
information	
  and	
  connection	
  strength	
  lies	
  
buried	
  in	
  email	
  archives.	
  	
  Select	
  email	
  
contacts	
  based	
  on	
  email	
  counts,	
  names,	
  
companies	
  or	
  connection	
  strength.	
  	
  Selected	
  
contacts	
  and	
  companies	
  are	
  held	
  for	
  final	
  data	
  
reintegration.
#Datafabric
Secret 6: Normalize your Data
Using	
  the	
  CRM	
  Data	
  Plan,	
  	
  all	
  extracted	
  data	
  
silos	
  are	
  normalized.	
  	
  Normalized	
  data	
  is	
  ready	
  
for	
  deduping.	
  
Deduping	
  will	
  be	
  600%	
  more	
  effective	
  if	
  
Normalization	
  is	
  done	
  first.	
  	
  	
  
(6%	
  dupes	
  vs	
  <1%)
#Datafabric
Secret 7:Address correction
Provides	
  standard	
  address	
  correction.	
  	
  This	
  step	
  
can	
  be	
  done	
  before	
  or	
  after	
  the	
  data	
  load	
  back	
  
into	
  the	
  CRM.	
  	
  Very	
  large	
  address	
  appends	
  are	
  
best	
  done	
  before	
  loading.
#Datafabric
Secret 8: Company Profiling
Scan	
  the	
  public	
  web,	
  in	
  real-­‐time	
  for	
  contacts	
  at	
  
each	
  unique	
  company.	
  	
  Data	
  returned	
  includes	
  
names,	
  titles,	
  emails,	
  phone	
  numbers,	
  professional	
  
bios	
  and	
  social	
  network	
  links.
#Datafabric
Secret 9: Market Mapping
Add	
  segmentation	
  tags	
  into	
  the	
  account	
  record	
  
of	
  your	
  CRM.	
  	
  Industry-­‐only	
  categorization	
  is	
  not	
  
enough	
  for	
  the	
  demands	
  of	
  marketing	
  
automation	
  that	
  requires	
  segmentation	
  for	
  
effective	
  campaigning.
tags
#Datafabric
#Datafabric
Q&A
Free Ebook
bit.ly/CRM-Plan

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How to Gain Business Insight with Your Own Data

  • 1. #Datafabric The New Frontier: How to Gain Insight with Interwoven Quality Data Webinar with Jake Dolezal, Mike Franko & Donato Diorio
  • 2. Data as a Story ✤ Data is an asset ✤ Data tells stories ✤ Humans have used stories as our principle means of communication for thousands of years #Datafabric
  • 3. Each system tells a story ✤ CRM tells customer stories ✤ ERP tells enterprise stories ✤ Point-of-sale transactions are vignettes of customer purchases #Datafabric
  • 4. Quality matters Tell the… ✤ Most complete ✤ Most accurate ✤ Most consistent Story possible #Datafabric
  • 5. I have great quality data, so now what? ✤ Even with data of the highest quality, it still only tells a small isolated story. ✤ An eye-witness account is biased by its limited point-of-view. ✤ It may be correct, but it is only one perspective ✤ But what about the other interactions that lead to that purchase? What happened? Who did they talk to? What did they see or hear? What influenced them? ✤ Don’t be shortsighted and only see part of the story #Datafabric
  • 6. Bringing data together…the old way #Datafabric
  • 7. Conventional integration cannot keep up! #Datafabric
  • 8. Introducing the Data Fabric… #Datafabric
  • 9. Single point of entry for all data #Datafabric
  • 11. #Datafabric • Companies  solve  the  problems  themselves     • Focus  on  symptoms  vs.  cause     • Every  project  starts  anew   • Very  little  automation   • Service  costs  are  astronomical   • Over  time  &  budget   The  first  rule  of  any  technology  used  in  a  business  is  that  automation  applied  to   an  efficient  operation  will  magnify  the  efficiency.  The  second  is  that  automation   applied  to  an  inefficient  operation  will  magnify  the  inefficiency.    -­‐Bill  Gates Data Evolution: Do-it-yourself era
  • 12. #Datafabric • Focus  is  still  symptom  vs.  cause   • Product  is  reviewed  more  than  the   problem    (whether  is  it  dedupe,  data  fill,  etc  )   • Product  fit  is  the  focus   • Gaps  in  the  product-­‐solution  are   ignored   • Leads  to  partial  solutions   • Less  consultative  sales  process The  problem  always  looks  like  a  nail  when  you  only  have  a  hammer. Data Evolution: Product era
  • 13. Data Evolution: Consultant era • Consultants  are  product  specialists,  process   generalists   • Learning  on  client’s  time   • Abundance  of  “try  and  fix”  iterations   • Longer  process,  most  expensive     • More  expensive  than  doing  it  in-­‐house   • Gaps  in  the  product-­‐solution  are  ignored   • Failure  rate  is  similar  to  early  CRM   implementations #Datafabric
  • 14. Data Evolution: Expert era #Datafabric • Experts  in  product  and  process     • Quicker  process   • Less  expensive  than  doing  it  in-­‐house   • “Try  &  fix”  iterations  much  less   common   • Success  is  common,  break  downs   happen  when  advice  is  ignored
  • 15. Data Evolution: Assessment era #Datafabric • Data  assessment  starts  the  process   • Decisions  based  on  data  facts  vs.   expert  hunches   • Fewer  “try  and  fix”  iterations   • Assessment  provides  better  visibility   into  solution  set  required   • Fastest  time  to  start  and  complete   project   • Once  you  assess,  ready  for  expert!  
  • 16. 9 lost secrets of Clean Data #Datafabric
  • 17. What is Clean Data? Minimalist:    Only  what  you  need,  uncluttered   Integrated  :  Supportive  of  your  CRM   Complete  :  URL,  emails,  address,  points  of  contact   Expandable  :    Data  catalysts,  URL  &  social  links   #Datafabric
  • 18. Based  on  total  record  count  across  all  silos,  choose  an   appropriate  number  of  random  records  from  silos  to  perform   a  data  test.    What  is  the  state  of  the  data? Company  record  completeness  
 (url,  address,  city,  etc)   Contact  record  completeness  
 (name,  email,  phone,  bio,  etc)   Contact  record  depth/company  
 (number  of  contacts  per  company) Secret 1: DataTest #Datafabric
  • 19. A  look  at  CRM,  Email  systems,  lead  databases  and  any  silos   of  information  which  drives  the  business.    The  end  goal  is  to   have  a  solid  understanding  of: Business  process   Vendors  used   Data  flow   Known  problems     Process  gaps     Silo  interconnectivity   Silo  latency/data  age   Silo  normalization   Silo  record  count   Potential  problems Secret 2: Silo Review (not just CRM) #Datafabric
  • 20. Develop  a  CRM  Data  Plan  which  is  crucial  to  the   entire  project.    The  CRM  Data  Plan  is  used  for   cleaning,  enhancing,  de-­‐duping,  and  eventually   protecting  the  CRM  from  additional  duplicates.     (Data  ShieldTM  ) Secret 3: CRM Data Plan #Datafabric
  • 21. Websites  are  the  future  backbone  of  company  data.   Fill  in  URLs  for  company  records.    Some  companies   have  multiple  brands  and  multiple  websites.    This  step   is  critical  to  keeping  company  and  contact  information   fresh.  URL  fill  is  critical  to  resolve  ambiguous  company   names  for  later  deduping. Secret 4: URL fill #Datafabric
  • 22. Secret 5: Email Capture A  large,  untapped  source  of  contact   information  and  connection  strength  lies   buried  in  email  archives.    Select  email   contacts  based  on  email  counts,  names,   companies  or  connection  strength.    Selected   contacts  and  companies  are  held  for  final  data   reintegration. #Datafabric
  • 23. Secret 6: Normalize your Data Using  the  CRM  Data  Plan,    all  extracted  data   silos  are  normalized.    Normalized  data  is  ready   for  deduping.   Deduping  will  be  600%  more  effective  if   Normalization  is  done  first.       (6%  dupes  vs  <1%) #Datafabric
  • 24. Secret 7:Address correction Provides  standard  address  correction.    This  step   can  be  done  before  or  after  the  data  load  back   into  the  CRM.    Very  large  address  appends  are   best  done  before  loading. #Datafabric
  • 25. Secret 8: Company Profiling Scan  the  public  web,  in  real-­‐time  for  contacts  at   each  unique  company.    Data  returned  includes   names,  titles,  emails,  phone  numbers,  professional   bios  and  social  network  links. #Datafabric
  • 26. Secret 9: Market Mapping Add  segmentation  tags  into  the  account  record   of  your  CRM.    Industry-­‐only  categorization  is  not   enough  for  the  demands  of  marketing   automation  that  requires  segmentation  for   effective  campaigning. tags #Datafabric