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Data Science in Practice
Wojtek Kostelecki Data Science Practice Lead @w_kostelecki
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Data is an Opportunity About Mango
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Empower organizations to make informed decisions using data science
and advanced analytics
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… flowed caramel on cookie … cascaded caramel on cookie
… bathed in chocolate … cloaked in chocolate
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Future success will depend largely on ability to use data to make optimal business decisions
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? A Data Scientist is a statistician who lives in San Francisco
SLIDE TYPE: TEXT ? A Data Scientist is a statistician who lives in San Francisco A Data Scientist is a device for turning coffee and data into better decisions Data Science is Statistics on a Mac.
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Professor Jeff Wu
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Advanced Analytics
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What is Analytics? Analytics is the discovery and communication of meaningful patterns in data Especially valuable in areas rich with recorded information, analytics relies on the simultaneous application of statistics, computer programming and operations research to quantify performance - Wikipedia
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Prescriptive Analytics Descriptive Analytics
Levels of Analytics Prescriptive Analytics “Best” course of action? Predictive Analytics What will happen? Diagnostic Analytics Why did that happen? Descriptive Analytics What happened?
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Prescriptive Analytics Descriptive Analytics
Levels of Analytics Prescriptive Analytics “Best” course of action? Predictive Analytics What will happen? Diagnostic Analytics Why did that happen? Descriptive Analytics What happened?
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Prescriptive Analytics Descriptive Analytics
Levels of Analytics Prescriptive Analytics “Best” course of action? Predictive Analytics What will happen? Advanced Analytics Diagnostic Analytics Why did that happen? Descriptive Analytics What happened? Business Intelligence
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Gartner Hype Cycle Hadoop obsolete in 2017
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Hype/Trends in Data
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Proactive use of Data and Advanced Analytics to Drive
Data Science is ... the Proactive use of Data and Advanced Analytics to Drive Better Decision Making Engage with Business Work with Data Analytic Breadth Industrialise > Code
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Culture > Question > Analysis > Software
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Data Science Radar
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Typical Tech/Skills at Mango
Python + R ML + Stats
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Typical Industries for Mango
Data Science Government Pharma Financial Services Retail Insurance
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Typical Projects for Mango
Delivering data science through ML, predictive analytics, stats Insights, POC, production Transforming businesses Developing the right culture, skills, common language Advice, training, platforms
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My Projects at Mango Strategy:
Advised on data science platforms for a major EU agency Defined data science roles for a major bank Development: Budget forecasting for a major pharmaceutical manufacturer Product recommendations for a large insurer Marketing budget optimization web application for a consultancy Planned maintenance optimization Training: Major government institutions, insurers, major airports
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mango-solutions.com/about/careers
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