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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

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#StandardsGoals for 2024: What’s new for BISAC - Tech Forum 2024
 

The Power of Small Data Analytics

  • 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

Hinweis der Redaktion

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