SlideShare une entreprise Scribd logo
1  sur  8
The Power of Small Data

1

1
Defining Big Data
Petabyte
Terabyte
Unstructur
ed Date

Gigabyte
Megabyte
Kilobyte

New
Analytics
Data
Site
hits

1980’s

Social
Data

1990’s

Site
hits

2000’s

Social
Data
New
Analytics
Data
Site
hits

2010’s

Social
Data
New
Analytics
Data
Site
hits

Present
Defining Big Data
Volume of Data
• Explosion of data sources especially social
• Tera/PetaBytes of data warehouse
Velocity
• Frequency of data collection
• Social streams / real-time and geo-sensor
Variety of Data Sources
• Multiple disparate data sources
• Transaction
• Owned / Un-owned data properties
Insight
• Segmentation
• Intersection

3

3
Defining Big Data

4

4
Big Data is Not the Holy Grail for Marketers
Risks
• Amplifying quantifiable perspectives at expense of valid and real
human intuition
Not Fully Automated
• No black box
• Human error, invalid data, inaccuracies
• Complex to create intersection, deal with large volumes of data
Human Insight
• Needs process, KPIs and metrics
• Needs human interaction to interpret

5

5
Big Data is Not the Holy Grail for Marketers

6

6
Identifying Small Data
Segmentation
• Filtering by slices
(time, geo, profile,
etc)
• Intersection of
multiple data
sources

Measure things
that are important
• Outliers and
trends
• Watch for out of
context data

The Last Millisecond
• Ability to collect data to create
information that allows you to make
better business decisions
• Insight to effect the decision at the right
moment

7

7
How Do You Start?
Plan and Start Small
ID Data Sources
• Site Analytics
• Social Streams
• Transaction
• Un-Owned
Determine KPI Metrics
• Cross-references / intersection of data
• Measure key data points often in an aggregate manner
Leverage Technical Tools
• ETL
• Aggregation, reporting
Define Your Target and Goals
• Segmentation of audience
• What slice of data needs to be analyzed
Test and Adjust
• Analyze trends, outliers using analytics and graphical tools
• Refine – learn what works and does not and make adjustments
8

8

Contenu connexe

Tendances

Platfora Data Visualization Meetup
Platfora Data Visualization MeetupPlatfora Data Visualization Meetup
Platfora Data Visualization Meetup
Platfora
 
The Cicayda Difference Slides
The Cicayda Difference SlidesThe Cicayda Difference Slides
The Cicayda Difference Slides
Aaron Vick
 

Tendances (20)

Understanding the Data Behind Programmatic
Understanding the Data Behind ProgrammaticUnderstanding the Data Behind Programmatic
Understanding the Data Behind Programmatic
 
Big data presentation at Data Driven congres
Big data presentation at Data Driven congresBig data presentation at Data Driven congres
Big data presentation at Data Driven congres
 
BigData and Beyond
BigData and BeyondBigData and Beyond
BigData and Beyond
 
data mining with big data
data mining with big datadata mining with big data
data mining with big data
 
Big data
Big dataBig data
Big data
 
Platfora Data Visualization Meetup
Platfora Data Visualization MeetupPlatfora Data Visualization Meetup
Platfora Data Visualization Meetup
 
Big Data: The 6 Key Skills Every Business Needs
Big Data: The 6 Key Skills Every Business NeedsBig Data: The 6 Key Skills Every Business Needs
Big Data: The 6 Key Skills Every Business Needs
 
System analysis
System analysisSystem analysis
System analysis
 
Business Growth and Enhancing Consumer Experience Through Online Payment
Business Growth and Enhancing Consumer Experience Through Online Payment Business Growth and Enhancing Consumer Experience Through Online Payment
Business Growth and Enhancing Consumer Experience Through Online Payment
 
Big data
Big dataBig data
Big data
 
ELS2014 - Add a Data Scientist to your Startup or Call it Quits
ELS2014 - Add a Data Scientist to your Startup or Call it QuitsELS2014 - Add a Data Scientist to your Startup or Call it Quits
ELS2014 - Add a Data Scientist to your Startup or Call it Quits
 
Using Open Data to fuel LegalTech Innovation
Using Open Data to fuel LegalTech InnovationUsing Open Data to fuel LegalTech Innovation
Using Open Data to fuel LegalTech Innovation
 
Thilga
ThilgaThilga
Thilga
 
LegalTech - Bots vs Lawyers
LegalTech - Bots vs LawyersLegalTech - Bots vs Lawyers
LegalTech - Bots vs Lawyers
 
What is Big Data?
What is Big Data?What is Big Data?
What is Big Data?
 
Infoactive Hacks/Hackers presentation
Infoactive Hacks/Hackers presentationInfoactive Hacks/Hackers presentation
Infoactive Hacks/Hackers presentation
 
Big data and data mining
Big data and data miningBig data and data mining
Big data and data mining
 
VCs vs. Cryptocurrency/ICO: How to create the right fundraising strategy for you
VCs vs. Cryptocurrency/ICO: How to create the right fundraising strategy for youVCs vs. Cryptocurrency/ICO: How to create the right fundraising strategy for you
VCs vs. Cryptocurrency/ICO: How to create the right fundraising strategy for you
 
How to Win Customers with Predictive Analytics
How to Win Customers with Predictive AnalyticsHow to Win Customers with Predictive Analytics
How to Win Customers with Predictive Analytics
 
The Cicayda Difference Slides
The Cicayda Difference SlidesThe Cicayda Difference Slides
The Cicayda Difference Slides
 

Similaire à The Power of Small Data

Big Data basics-Unit-1.pptx
Big Data basics-Unit-1.pptxBig Data basics-Unit-1.pptx
Big Data basics-Unit-1.pptx
varun453331
 
Myths and challenges in knowledge extraction and analysis from human-generate...
Myths and challenges in knowledge extraction and analysis from human-generate...Myths and challenges in knowledge extraction and analysis from human-generate...
Myths and challenges in knowledge extraction and analysis from human-generate...
Marco Brambilla
 

Similaire à The Power of Small Data (20)

Big data
Big dataBig data
Big data
 
Big data Mining
Big data MiningBig data Mining
Big data Mining
 
Big Data basics-Unit-1.pptx
Big Data basics-Unit-1.pptxBig Data basics-Unit-1.pptx
Big Data basics-Unit-1.pptx
 
Big Data
Big Data Big Data
Big Data
 
What is big data
What is big dataWhat is big data
What is big data
 
BigData.pptx
BigData.pptxBigData.pptx
BigData.pptx
 
Myths and challenges in knowledge extraction and analysis from human-generate...
Myths and challenges in knowledge extraction and analysis from human-generate...Myths and challenges in knowledge extraction and analysis from human-generate...
Myths and challenges in knowledge extraction and analysis from human-generate...
 
Big data
Big dataBig data
Big data
 
Big Data World
Big Data WorldBig Data World
Big Data World
 
Big data
Big dataBig data
Big data
 
Big Data Analytics - A Glimpse
Big Data Analytics - A GlimpseBig Data Analytics - A Glimpse
Big Data Analytics - A Glimpse
 
Introduction Data Science.pptx
Introduction Data Science.pptxIntroduction Data Science.pptx
Introduction Data Science.pptx
 
01-Introduction.pdf
01-Introduction.pdf01-Introduction.pdf
01-Introduction.pdf
 
Introduction to Big Data
Introduction to Big DataIntroduction to Big Data
Introduction to Big Data
 
big data
big data big data
big data
 
TOPIC.pptx
TOPIC.pptxTOPIC.pptx
TOPIC.pptx
 
Ov big data
Ov big dataOv big data
Ov big data
 
Big Data for Development
Big Data for DevelopmentBig Data for Development
Big Data for Development
 
Big Data, NoSQL, NewSQL & The Future of Data Management
Big Data, NoSQL, NewSQL & The Future of Data ManagementBig Data, NoSQL, NewSQL & The Future of Data Management
Big Data, NoSQL, NewSQL & The Future of Data Management
 
BIG DATA IN INDIAN ELECTION.pptx
BIG DATA IN INDIAN ELECTION.pptxBIG DATA IN INDIAN ELECTION.pptx
BIG DATA IN INDIAN ELECTION.pptx
 

Plus de R2integrated

Social Analytics: Why you need more than "likes"
Social Analytics: Why you need more than "likes"Social Analytics: Why you need more than "likes"
Social Analytics: Why you need more than "likes"
R2integrated
 
Social's Real Impact – Changing the Way People Make Purchasing Decisions
Social's Real Impact – Changing the Way People Make Purchasing DecisionsSocial's Real Impact – Changing the Way People Make Purchasing Decisions
Social's Real Impact – Changing the Way People Make Purchasing Decisions
R2integrated
 

Plus de R2integrated (20)

R2i Marketo Case Studies
R2i Marketo Case StudiesR2i Marketo Case Studies
R2i Marketo Case Studies
 
SMM Webinar - Responsive Design
SMM Webinar - Responsive DesignSMM Webinar - Responsive Design
SMM Webinar - Responsive Design
 
R2integrated - From Pointing Fingers to Partnership
R2integrated - From Pointing Fingers to PartnershipR2integrated - From Pointing Fingers to Partnership
R2integrated - From Pointing Fingers to Partnership
 
Paid Social Advertising: Now, Next and What Works Best
Paid Social Advertising: Now, Next and What Works BestPaid Social Advertising: Now, Next and What Works Best
Paid Social Advertising: Now, Next and What Works Best
 
Technology IS the Big Idea
Technology IS the Big IdeaTechnology IS the Big Idea
Technology IS the Big Idea
 
Digital Video: Powerful Today, Explosive Tomorrow
Digital Video: Powerful Today, Explosive TomorrowDigital Video: Powerful Today, Explosive Tomorrow
Digital Video: Powerful Today, Explosive Tomorrow
 
Solving Compliance Challenges Across Digital Channels
Solving Compliance Challenges Across Digital ChannelsSolving Compliance Challenges Across Digital Channels
Solving Compliance Challenges Across Digital Channels
 
Measuring the Success of Your Organizations Website
Measuring the Success of Your Organizations WebsiteMeasuring the Success of Your Organizations Website
Measuring the Success of Your Organizations Website
 
The Future of Search Marketing Starts with Content
The Future of Search Marketing Starts with ContentThe Future of Search Marketing Starts with Content
The Future of Search Marketing Starts with Content
 
Measuring the Success of Your Website
Measuring the Success of Your Website Measuring the Success of Your Website
Measuring the Success of Your Website
 
2014 Design Trends
2014 Design Trends2014 Design Trends
2014 Design Trends
 
Digital Marketing Dashboard: Which Metrics are Lame & Which are Awesome
Digital Marketing Dashboard: Which Metrics are Lame & Which are AwesomeDigital Marketing Dashboard: Which Metrics are Lame & Which are Awesome
Digital Marketing Dashboard: Which Metrics are Lame & Which are Awesome
 
Softening the Social Blow with Crisis Management
Softening the Social Blow with Crisis ManagementSoftening the Social Blow with Crisis Management
Softening the Social Blow with Crisis Management
 
Microsoft Compete: 2013 PSAMA Pulse Award Winning Campaign
Microsoft Compete: 2013 PSAMA Pulse Award Winning CampaignMicrosoft Compete: 2013 PSAMA Pulse Award Winning Campaign
Microsoft Compete: 2013 PSAMA Pulse Award Winning Campaign
 
Social Analytics: Why you need more than "likes"
Social Analytics: Why you need more than "likes"Social Analytics: Why you need more than "likes"
Social Analytics: Why you need more than "likes"
 
Windows 8: Why You Should Care
Windows 8: Why You Should CareWindows 8: Why You Should Care
Windows 8: Why You Should Care
 
Social's Real Impact on Buying Behavior - Digital Marketing Exchange - r2i
Social's Real Impact on Buying Behavior - Digital Marketing Exchange - r2iSocial's Real Impact on Buying Behavior - Digital Marketing Exchange - r2i
Social's Real Impact on Buying Behavior - Digital Marketing Exchange - r2i
 
Digital Video: Powerful Today, Explosive Tomorrow
Digital Video: Powerful Today, Explosive TomorrowDigital Video: Powerful Today, Explosive Tomorrow
Digital Video: Powerful Today, Explosive Tomorrow
 
Digital Summit 2013: Using Social Media to Drive Action
Digital Summit 2013: Using Social Media to Drive ActionDigital Summit 2013: Using Social Media to Drive Action
Digital Summit 2013: Using Social Media to Drive Action
 
Social's Real Impact – Changing the Way People Make Purchasing Decisions
Social's Real Impact – Changing the Way People Make Purchasing DecisionsSocial's Real Impact – Changing the Way People Make Purchasing Decisions
Social's Real Impact – Changing the Way People Make Purchasing Decisions
 

Dernier

Artificial Intelligence: Facts and Myths
Artificial Intelligence: Facts and MythsArtificial Intelligence: Facts and Myths
Artificial Intelligence: Facts and Myths
Joaquim Jorge
 
EIS-Webinar-Prompt-Knowledge-Eng-2024-04-08.pptx
EIS-Webinar-Prompt-Knowledge-Eng-2024-04-08.pptxEIS-Webinar-Prompt-Knowledge-Eng-2024-04-08.pptx
EIS-Webinar-Prompt-Knowledge-Eng-2024-04-08.pptx
Earley Information Science
 
Histor y of HAM Radio presentation slide
Histor y of HAM Radio presentation slideHistor y of HAM Radio presentation slide
Histor y of HAM Radio presentation slide
vu2urc
 

Dernier (20)

The 7 Things I Know About Cyber Security After 25 Years | April 2024
The 7 Things I Know About Cyber Security After 25 Years | April 2024The 7 Things I Know About Cyber Security After 25 Years | April 2024
The 7 Things I Know About Cyber Security After 25 Years | April 2024
 
2024: Domino Containers - The Next Step. News from the Domino Container commu...
2024: Domino Containers - The Next Step. News from the Domino Container commu...2024: Domino Containers - The Next Step. News from the Domino Container commu...
2024: Domino Containers - The Next Step. News from the Domino Container commu...
 
The Codex of Business Writing Software for Real-World Solutions 2.pptx
The Codex of Business Writing Software for Real-World Solutions 2.pptxThe Codex of Business Writing Software for Real-World Solutions 2.pptx
The Codex of Business Writing Software for Real-World Solutions 2.pptx
 
How to convert PDF to text with Nanonets
How to convert PDF to text with NanonetsHow to convert PDF to text with Nanonets
How to convert PDF to text with Nanonets
 
Axa Assurance Maroc - Insurer Innovation Award 2024
Axa Assurance Maroc - Insurer Innovation Award 2024Axa Assurance Maroc - Insurer Innovation Award 2024
Axa Assurance Maroc - Insurer Innovation Award 2024
 
Artificial Intelligence: Facts and Myths
Artificial Intelligence: Facts and MythsArtificial Intelligence: Facts and Myths
Artificial Intelligence: Facts and Myths
 
From Event to Action: Accelerate Your Decision Making with Real-Time Automation
From Event to Action: Accelerate Your Decision Making with Real-Time AutomationFrom Event to Action: Accelerate Your Decision Making with Real-Time Automation
From Event to Action: Accelerate Your Decision Making with Real-Time Automation
 
Automating Google Workspace (GWS) & more with Apps Script
Automating Google Workspace (GWS) & more with Apps ScriptAutomating Google Workspace (GWS) & more with Apps Script
Automating Google Workspace (GWS) & more with Apps Script
 
How to Troubleshoot Apps for the Modern Connected Worker
How to Troubleshoot Apps for the Modern Connected WorkerHow to Troubleshoot Apps for the Modern Connected Worker
How to Troubleshoot Apps for the Modern Connected Worker
 
Tata AIG General Insurance Company - Insurer Innovation Award 2024
Tata AIG General Insurance Company - Insurer Innovation Award 2024Tata AIG General Insurance Company - Insurer Innovation Award 2024
Tata AIG General Insurance Company - Insurer Innovation Award 2024
 
Workshop - Best of Both Worlds_ Combine KG and Vector search for enhanced R...
Workshop - Best of Both Worlds_ Combine  KG and Vector search for  enhanced R...Workshop - Best of Both Worlds_ Combine  KG and Vector search for  enhanced R...
Workshop - Best of Both Worlds_ Combine KG and Vector search for enhanced R...
 
A Domino Admins Adventures (Engage 2024)
A Domino Admins Adventures (Engage 2024)A Domino Admins Adventures (Engage 2024)
A Domino Admins Adventures (Engage 2024)
 
Finology Group – Insurtech Innovation Award 2024
Finology Group – Insurtech Innovation Award 2024Finology Group – Insurtech Innovation Award 2024
Finology Group – Insurtech Innovation Award 2024
 
EIS-Webinar-Prompt-Knowledge-Eng-2024-04-08.pptx
EIS-Webinar-Prompt-Knowledge-Eng-2024-04-08.pptxEIS-Webinar-Prompt-Knowledge-Eng-2024-04-08.pptx
EIS-Webinar-Prompt-Knowledge-Eng-2024-04-08.pptx
 
Advantages of Hiring UIUX Design Service Providers for Your Business
Advantages of Hiring UIUX Design Service Providers for Your BusinessAdvantages of Hiring UIUX Design Service Providers for Your Business
Advantages of Hiring UIUX Design Service Providers for Your Business
 
Histor y of HAM Radio presentation slide
Histor y of HAM Radio presentation slideHistor y of HAM Radio presentation slide
Histor y of HAM Radio presentation slide
 
The Role of Taxonomy and Ontology in Semantic Layers - Heather Hedden.pdf
The Role of Taxonomy and Ontology in Semantic Layers - Heather Hedden.pdfThe Role of Taxonomy and Ontology in Semantic Layers - Heather Hedden.pdf
The Role of Taxonomy and Ontology in Semantic Layers - Heather Hedden.pdf
 
08448380779 Call Girls In Civil Lines Women Seeking Men
08448380779 Call Girls In Civil Lines Women Seeking Men08448380779 Call Girls In Civil Lines Women Seeking Men
08448380779 Call Girls In Civil Lines Women Seeking Men
 
Strategies for Unlocking Knowledge Management in Microsoft 365 in the Copilot...
Strategies for Unlocking Knowledge Management in Microsoft 365 in the Copilot...Strategies for Unlocking Knowledge Management in Microsoft 365 in the Copilot...
Strategies for Unlocking Knowledge Management in Microsoft 365 in the Copilot...
 
Raspberry Pi 5: Challenges and Solutions in Bringing up an OpenGL/Vulkan Driv...
Raspberry Pi 5: Challenges and Solutions in Bringing up an OpenGL/Vulkan Driv...Raspberry Pi 5: Challenges and Solutions in Bringing up an OpenGL/Vulkan Driv...
Raspberry Pi 5: Challenges and Solutions in Bringing up an OpenGL/Vulkan Driv...
 

The Power of Small Data

  • 1. The Power of Small Data 1 1
  • 2. Defining Big Data Petabyte Terabyte Unstructur ed Date Gigabyte Megabyte Kilobyte New Analytics Data Site hits 1980’s Social Data 1990’s Site hits 2000’s Social Data New Analytics Data Site hits 2010’s Social Data New Analytics Data Site hits Present
  • 3. Defining Big Data Volume of Data • Explosion of data sources especially social • Tera/PetaBytes of data warehouse Velocity • Frequency of data collection • Social streams / real-time and geo-sensor Variety of Data Sources • Multiple disparate data sources • Transaction • Owned / Un-owned data properties Insight • Segmentation • Intersection 3 3
  • 5. Big Data is Not the Holy Grail for Marketers Risks • Amplifying quantifiable perspectives at expense of valid and real human intuition Not Fully Automated • No black box • Human error, invalid data, inaccuracies • Complex to create intersection, deal with large volumes of data Human Insight • Needs process, KPIs and metrics • Needs human interaction to interpret 5 5
  • 6. Big Data is Not the Holy Grail for Marketers 6 6
  • 7. Identifying Small Data Segmentation • Filtering by slices (time, geo, profile, etc) • Intersection of multiple data sources Measure things that are important • Outliers and trends • Watch for out of context data The Last Millisecond • Ability to collect data to create information that allows you to make better business decisions • Insight to effect the decision at the right moment 7 7
  • 8. How Do You Start? Plan and Start Small ID Data Sources • Site Analytics • Social Streams • Transaction • Un-Owned Determine KPI Metrics • Cross-references / intersection of data • Measure key data points often in an aggregate manner Leverage Technical Tools • ETL • Aggregation, reporting Define Your Target and Goals • Segmentation of audience • What slice of data needs to be analyzed Test and Adjust • Analyze trends, outliers using analytics and graphical tools • Refine – learn what works and does not and make adjustments 8 8

Notes de l'éditeur

  1. Source: http://www.gartner.com/technology/research/digital-marketing/transit-map.jsp