Cloud Analytics - Using cloud based services to analyse big data
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Cloud Analyticsusing cloud based services to analyse big data
Associate Professor David Parsons, Massey University, Auckland‘Into the Cloud’ Event, Massey University, 21st November 2013
Image: http://blog.qburst.com/2012/11/deploying-cloud-analytics/
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Topics
1. Big Data
2. What is Data Analytics?
3. Cloud Analytics User Options
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1. Big Data
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The Fire Hose
• “The world's technological per-capita capacity to store information has roughly doubled every 40 months since the 1980s; as of 2012, every day 2.5 quintillion (2.5×1018) bytes of data were created.”
• Wikipedia
Image: http://www.portfolioimprint.com/portfolio-items/drinking-from-the-fire-hose/
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Big + Uncertain
• Big– Social media– Internet traffic– Primary data (e.g. scientific)
• Uncertain– Semi-structured, federated– Sensor (e.g. weather, satellite)– Need an indication of probability
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Uncertain Sensors
• The implications of uncertain sensor data can be serious:
• 1983 Soviet nuclear false alarm• “It was subsequently determined that the false
alarms were caused by a rare alignment of sunlight on high-altitude clouds and the satellites' Molniya orbits”
• http://en.wikipedia.org/wiki/1983_Soviet_nuclear_false_alarm_incident
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Big Data Attributes
• According to Gartner, Big Data exhibits three attributes– Volume
• large enough to require special consideration
– Velocity• produced at high rate, ‘stale’ data is not
valuable
– Variety• multiple types of data from multiple sources
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More Vs
• Some would add quality to quantity:– Value
• perceived or quantifiable benefit
– Veracity• where the correctness of the data can be
assessed
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2. What is Data Analytics?
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Data Analytics
“The extensive use of data, statistical and quantitative analysis, explanatory and predictive models, and fact based management to drive decisions and actions.”
– ‘Competing on Analytics: The New Science of Winning’, Davenport and Harris (2007, p. 7)
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Not Just BI
• Business intelligence uses descriptive statistics
• Big Data analysis uses inferential statistics to handle the random nature of the data
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Understanding Customers
• Use social media data, sensor data, Web search trends, weather forecasts
• Target can predict when a customer will expect a baby
Image: http://www.forbes.com/sites/kashmirhill/2012/02/16/how-target-figured-out-a-teen-girl-was-pregnant-before-her-father-did/
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Business Processes
• HR - optimization of talent acquisition Moneyball style
• Using the same datathat is available to others, but analysingit differently
Image: http://en.wikipedia.org/wiki/File:Moneyballsbn.jpg
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Personal Data
• Jawbone UP band – Collects data on calorie
consumption, activity levels and sleep patterns
– 60 years worth of sleep data every night
Image: https://jawbone.com/up/download
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Improving Sports Performance
• Video analytics and sensor technology in sports equipment
• Social media conversations to monitor emotional wellbeing
• IBM SlamTracker tool for tennis tournaments
Image:http://www.wimbledon.com/en_GB/slamtracker/slamtracker.html?ts=1385525456612&ref=www.wimbledon.com/en_GB/scores/results/day21.html&syn=none&promo=nav
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Security and Law Enforcement
• National Security Agency uses big data analytics to spy on everyone
• Others use big data techniques to:– Detect and prevent cyber attacks– Catch criminals– Detect fraudulent
transactions
Image: http://www.telegraph.co.uk/technology/internet-security/10409330/Cyber-attacks-are-the-greatest-threats-UK-businesses-face.html
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Financial Trading
• In High-Frequency Trading (HFT) big data algorithms are used to make trading decisions
• Take into account signals from social media networks and news websites
• Not always correctly interpreted!• http://
peakoil.com/business/oil-traders-misread-tweet-oil-prices-spike
Image: http://3.bp.blogspot.com/-w-4ckUoLH2c/Tj-yJXC28MI/AAAAAAAAAXw/jjCpKYvdalY/s1600/stock+market+crash+arrow.jpg
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3. Cloud Analytics User Options
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Cloud Analytics for Me?
• What relevance does this have to smaller enterprises?
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All Companies Have Big Data
• Internal:– Online businesses, large or small, will
collect Web logs and clickstream data• External, e.g:
– World Bank statistical data – Twitter data since March 2006– News and investment data services
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• How does Twitter make money?• http://www.bbc.co.uk/news/business-24397472
• Twitter sells its “firehose” (public data) of 500 million tweets each day
• Companies can learn detailed and specific information about their users
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For SMEs
• Replace spreadsheets and business information silos with analytics
• Same knowledge footing as larger organizations for the first time
• “there are solutions that can allow a small business to perform simple data analytics on a terabyte of data for as low as $100” - Forbes
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New Businesses
• FlightCaster predicts flight delays– Analyses historical flight data and factors
in real-time conditions• Google and Yahoo! were once small
companies that grew by understanding their data
- Forbes
Image: http://flightcaster.com/
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Some Cloud Analytics Providers
• IBM Business Analytics in the Cloud• http://www-01.ibm.com/software/analytics/cloud/
• Oracle RightNow Analytics Cloud Service• http://
www.oracle.com/us/products/applications/rightnow/engage/analytics/overview/index.html
• HP Vertica Analytics Platform• http://www.vertica.com/the-analytics-platform/
• Windows Azure Business Analytics• http
://www.windowsazure.com/en-us/services/business-analytics/
• Jaspersoft (for Amazon)• https://www.jaspersoft.com/cloud-analytics
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Google BigQuery
• Google’s data platform provides some ‘try it now’ features
• https://cloud.google.com/products/big-query
• BigQuery demo• https://demobigquery.appspot.com/
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Links to Sources (1)
• Stefan Groschupf - Why Small Businesses Are Using ‘Big Data’. Forbes.
– http://www.forbes.com/2010/06/02/internet-data-analytics-technology-cloud-computing-10-datameer.html
• IBM - Cloud analytics lets small and medium-sized companies think smarter
– http://www.ibm.com/midmarket/be/en/att/pdf/Cloud_Analytics_element_61_REDM_02674_IBM_Inspire_magazine8_Belux_P52-54.pdf
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Links to Sources (2)
• Bernard M - The Awesome Ways Big Data Is Used Today To Change Our World
– https://www.linkedin.com/today/post/article/20131113065157-64875646-the-awesome-ways-big-data-is-used-today-to-change-our-world
• New York Times - How Companies Learn your Secrets
– http://www.nytimes.com/2012/02/19/magazine/shopping-habits.html?pagewanted=1&_r=3&hp