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Big Data Analytics
Opportunities and Threats in the
Present and the Future
Prof. Ashwin Malshe
15.11.2014
Agenda
• Introduction to self
• What is big data?
• What is analytics?
• Applications of big data analytics
• State of the art
• Present and future challenges
About me
• ESSEC professor for the last 3½ years
• Based in Singapore
– Teaching experience in India, USA, France,
Germany, and Singapore
• Teaching interests
– Marketing analytics and social media marketing
• Research interests
– Marketing ROI and social media marketing
Connecting with Me
Twitter
@ashwinmalshe
Email
Malshe@essec.edu
Big Data
What is it? What do you think?
Big Data - Introduction
• What is big data?
(https://www.youtube.com/watch?v=qqfeUUjAIyQ)
Analytics – A Definition
“Analytics is the study of data to
generate actionable insights for
individuals, managers, and
policymakers”
– Ashwin Malshe
Analytics
• Measure
• Monitor
• Predict
• Change
Types of Analytics
• Descriptive
• Predictive
• Prescriptive
• What are these?
(https://www.youtube.com/watch?v=nv2HTRWhbB4)
Applications of Big Data Analytics
• Advertising (BW: http://tinyurl.com/on2lfs9)
• Retail (NYT: http://nyti.ms/13cbsuD)
• Health-care (WSJ: http://tinyurl.com/kd6lp32)
• Workforce (Economist: http://econ.st/18beqDG)
• Restaurants (BW: http://tinyurl.com/ngeuvpf)
• Fashion (WSJ: http://tinyurl.com/ob3opnc)
State of the Art
• Database Management
– Hadoop MapReduce, Apache Spark
• Predictive analysis
– Machine learning
– R, Python, etc.
• Visualization
– Tableau
Challenges
• Privacy
• Data quality
• Costs
• ROI
Trends
• Automation
– Tamr
– Data Robot, Aerues
• Consulting
– Domain expertise
– Managerial skills
– Soft skills
Thank You!

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Big Data Analytics: Ashwin Malshe Talk

  • 1. Big Data Analytics Opportunities and Threats in the Present and the Future Prof. Ashwin Malshe 15.11.2014
  • 2. Agenda • Introduction to self • What is big data? • What is analytics? • Applications of big data analytics • State of the art • Present and future challenges
  • 3. About me • ESSEC professor for the last 3½ years • Based in Singapore – Teaching experience in India, USA, France, Germany, and Singapore • Teaching interests – Marketing analytics and social media marketing • Research interests – Marketing ROI and social media marketing
  • 5. Big Data What is it? What do you think?
  • 6. Big Data - Introduction • What is big data? (https://www.youtube.com/watch?v=qqfeUUjAIyQ)
  • 7. Analytics – A Definition “Analytics is the study of data to generate actionable insights for individuals, managers, and policymakers” – Ashwin Malshe
  • 9. Types of Analytics • Descriptive • Predictive • Prescriptive • What are these? (https://www.youtube.com/watch?v=nv2HTRWhbB4)
  • 10. Applications of Big Data Analytics • Advertising (BW: http://tinyurl.com/on2lfs9) • Retail (NYT: http://nyti.ms/13cbsuD) • Health-care (WSJ: http://tinyurl.com/kd6lp32) • Workforce (Economist: http://econ.st/18beqDG) • Restaurants (BW: http://tinyurl.com/ngeuvpf) • Fashion (WSJ: http://tinyurl.com/ob3opnc)
  • 11. State of the Art • Database Management – Hadoop MapReduce, Apache Spark • Predictive analysis – Machine learning – R, Python, etc. • Visualization – Tableau
  • 12. Challenges • Privacy • Data quality • Costs • ROI
  • 13. Trends • Automation – Tamr – Data Robot, Aerues • Consulting – Domain expertise – Managerial skills – Soft skills