Date post: | 19-Jan-2017 |
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Data & Analytics |
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Data AnalyticsThe power of creating social impact
By TA Telecom
What’s is the cost of donating EGP 5?
By Maissera Ellaithy
The SMS Solution
MegaKheir Donation Data
Why Data Analytics?
Data Analytics
• One of the best tools for making a difference
• Turns unstructured information into clear stories
• Interprets information to bring more value to the world
• Breaks a macro problem into micro parts
Analytics is everywhere…
• Weather predictions
• Understanding consumer behavior
• Understanding fraud cases • Health care
• Sports, etc.
What is Data Analytics?
Data Analytics is…
• Examining raw data to draw conclusions. • Inspecting, cleaning, transforming and modeling data with the
goal of discovering useful information and conclusions to support decision-making.
• The process of verifying or disproving existing models or
theories.
Types of Data Analytics
• Data Mining
• Business Intelligence
• Descriptive Statistics
• Exploratory Data Analysis (EDA)
• Confirmatory Data Analysis (CDA)
• Predictive Analytics
Data Science Process
Data Analytics & Social Impact
By Mahmoud Abdrabo
Impact of Analytics on the Health Sector
• Medication errors harm at least 1.5M people every year, killing more than 220K patients.
• More than 8M threatening errors out of 4B medical prescriptions annually in the US
Solution
• Using data analytics to process databases of all prescriptions, drugs, patients
• Applying sets of practice guidelines and rules on them • The output is used to test drug-allergies, automated dosing
guidelines, and identifying drug-drug interactions
Benefits
• Ensure high error identification
• Response is based on the patient’s specific data
• Automatic and continuous self-learning & correcting using responses to alerts
“There is no bigger data than data that saves lives”
Steve Jobs
• Steve Jobs took a totally different approach in his fight against cancer.
• He had his entire DNA sequenced as well as that of his tumor.
• He received not a sample, but a data file containing his entire genetic codes.
Steve Jobs
• Steve Jobs's team of doctors select therapies according to how well they work with his specific genetic makeup
• Whenever one treatment lost its effectiveness due to cancer cell mutation, the doctors switched to another drug
• This analytics-based approach extended his battle with Cancer a few extra years than average.
Google Flu Prediction
• Google found that certain search terms are good indicators of flu activity.
• Trends uses aggregated Google search data to estimate flu activity.
• Each week, millions of online users around the world search for health information, with more flu-related searches during flu season.
• Google tried to repeat the experiment after a few years but it didn't match the actual numbers and the model wasn't accurate (WHY?) -Lots of media attention to this year's flu season skewed Google's search engine traffic.
Impact of Analytics on Emotions
Google N-grams: Expression of emotions in 20th century books
1. Google converted all digitized books in the 20th century into n-grams. - http://books.google.com/ngrams - A 1-gram : "Yesterday" - A 5-gram : "Analysis is often described as".
2. Label each 1-gram(word) with a mode score.
Google N-grams (Insights)
Notice the big dip after the World War II.
Source: Acerbi A, Lampos V, Garnett P, Bentley RA (2013) The Expression of Emotions in 20th Century Books. PLoS ONE 8(3): e59030. doi: 10.1371/journal.pone.0059030
Data Analytics & MegaKheir
By Maissera Ellaithy
MegaKheir’s Data Case
MegaKheir’s Data Case
How to learn Data Analysis
Massive Online Open Courses
Udacity
Important Courses to begin with
First Course: Introduction to Statistics https://www.coursera.org/course/statistics
Second Course: Intermediate Statistics https://class.stanford.edu/courses/HumanitiesScience/StatLearning/Winter2014/infoThird Group of Courses https://www.coursera.org/specialization/jhudatascience/1?utm_medium=listingPage
Programming Languages
Thank you