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Big DataA new era or just a temporary hype?
Thomas Richard Haas Data Mining Spring term 2014
AgendaA Keeping a close eye on Big Data
- Growing amount of data- Definition and Characteristics
B What does Big Data provide?
- Some techniques and technologies- Challenges for management and IT- How Wal-Mart learns about their customers
C Quo Vadis Big Data?
D Literature2
A Keeping a close eye on Big Data
Growing amount of data
2.4 billion people with
internet access 2012
Web 2.0
RFIDComputation
al performance
22% use a smartphon
e
“From the beginning of human until the mid of the 2000s,
People produced information about five Exabyte’s. Today, 2.5 Exabyte’s are produced – per day!”
(Eric Schmitt, ex-CEO of Google, quoted in Smolan & Erwitt, 2012)
Industry 4.0
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A Keeping a close eye on Big Data
Definition and Characteristics
The data is generated and stored by a lot of different systems and sources, empowered by the access to customer data, web communities and newly deployed assets.
(in Bughin et al. 2010)
“[…] explosion of mobile networks,
cloud computing and new technologies.”
(Bollier 2010)
Volume Variety Velocity
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B What does Big Data provide?
Some techniques and technologies
Association Rule
Learning
Find relationships Market basket analysis
Machine Learning
Learn from data Natural language processing
Business Intelligence -
Hadoop
Extracting information from raw data Hadoop MapReduce
- Developed by Google- Divide & Conquer algorithm
Cassandra
noSQL, column-based DBMS More flexible than RDBMS
- Developed by facebook- e.g.: columns can store columns
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B What does Big Data provide?
Challenges for management and IT
Integration
What do you
expect?
Business value
Quality and
Validity
Talent manageme
nt
Legal aspects
Culture
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B What does Big Data provide?
How Wal-Mart learns about their customers
HadoopSocial
genome
Connect public & social data What do people talk about? Shelve-management Self-made by Wal-Mart
thorax
In-store navigation-app! Get mobile data from the customer Self-made by Wal-Mart
Stores incoming data
245 Million customers worldwide – weekly*
Largest retailer worldwide* > 10.000 retail units*
* Wal-Mart 2013
“If you’re Wal-Mart, you have to understand what is happening in that customer’s life.”
(Lee Scott, CEO, Diekmann 2013)
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C Quo Vadis Big Data?
“Big Data” is not a new era of business administration, but it provides ways of managing data with the goal to identify new patterns explaining both: our life as well as natural conditions!
New challenges and opportunities
Decisions based on data, analyzed in real-time Increase profit, performance, reputation Also important for government and research
But: It is neither a new Kondratieff nor a revolution of Business.
D Literature
Bollier, David (2010): The Promise and Peril of Big Data, Aspen Institute, Washington
Bughin, Jacques/Chui, Michael/Manyika, James (2010): Clouds, big data, and smart assets: Ten tech-enabled business trends to watch, in: McKinsey Quarterly August 2010
Diekmann 2013: Walmart CEO Scott Shares Views On Big Data And More. By: Diekmann, Frank J., Credit Union Journal, 15215105, 11/11/2013, Vol. 17, Issue 44
Smolan, R./Erwitt, J. (2012): The Human Face of Big Data (last view 20.12.13, 17:39, http://www.jstor.org/stable/10.1525/bio.2013.63.9.4)
Walmart 2013: Walmart Annual Report 2013
For further references just ask ;-)
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Thank you for your attention!
Any questions? Feel free to ask!
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