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Ensuring Compliance of Patient Data with Big Data and BI. Ayad Shammout & Denny Lee. Please silence cell phones. Agenda. A Quick Big Data Primer Healthcare and Big Data Compliance and Auditing SQL Compliance Project Compliance and Auditing with Big Data and BI
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Ensuring Compliance of Patient Data with Big Data and BI AyadShammout & Denny Lee
Agenda A Quick Big Data Primer Healthcare and Big Data Compliance and Auditing SQL Compliance Project Compliance and Auditing with Big Data and BI Big Data: Unstructured Volumes of Data Analytics: PowerPivot, Power View
What is Big Data? Volume Exceeds physical limits of vertical scalability Velocity Decision window small compared to data change rate Variety Many different formats makes integration expensive Variability Many options or variable interpretations confound analysis
Dataexplosion 10x increase every five years By 2015, organizations that build a modern information management system will outperform their peers financially by 20 percent. • – Gartner, Mark Beyer “Information Management in the 21st Century” 85% from new data types Volume Velocity Variety Cheap, Distributed Storage & Processing Hadoop Easy Accessibility of External Data Cloud
Large Data Volumes New Data Sources New Technologies Non-traditional Data Types New Economics New Questions & New Insights
Big Data Business Value 140,000-190,000 more deep analytical talent positions 15 out of 17 sectors in the US have more data stored per company than the US Library of Congress 1.5 million more data savvy managers in the US alone €250 billion Potential annual value to Europe’s public sector 50-60% increase in the number of Hadoop developers within organizations already using Hadoop within a year $300 billion Potential annual value to US healthcare
Data • becomes the new currency
Hadoop: The most visible face of Big Data MapReduce Layer Task tracker Task tracker HDFS Layer Job tracker Name node Data node Data node
Healthcare and Big Data
Healthcare and IT Often the laggard in technology Yet application of IT to healthcare can radically change what we can do Genomic Sequencing Proteomic sequencing Incidence Prediction
Healthcare Big Data Example Scenarios Clinical Trial Deviations Originally Viagra was developed to lower blood pressure and treat Angina Now its used to help newborn pulmonary hypertension and altitude sickness Incidence Prediction Missed 4 or more visits, twice as likely to have an asthmatic incident Particular Cardiac monitor sine wave points to highly likelihood of heart attack Campaigns Social media and advertising campaigns to understand user behavior and sentiment Patient Satisfaction Social media and advertising campaigns to understand user behavior and sentiment
BIDMC Auditing Scenario Auditing is critical component HIPAA in ensuring patient privacy 1 Billion rows+ of audit data 146 mission critical clinical applications Comprehensive audits yield 300-500k transactions/day HIPAA requires audit system with 20 years of data Auditing Project Available to community as part of Compliance SDK Updating for SQL Server 2012, HDInsight, Power View, and MobileBI* Creating an enterprise tool for consolidated storage, reporting and alerting of all application audit data - that's cool! John Halamka’s Cool Technology of the Week (Wellsphere Top Health Blogger, Health Impact Award)
BIDMC Compliance Project Use Excel 2013 PowerPivot and Power View HDInsight Azure HDInsight Windows SSAS (tabular) SQL Server 2008/2012 ETL Logs to HDFS Audit Logs
Storage Infrastructure Audit Logs Transfer files to ASV via AzCopy, CloudExplorer, etc.
Storage Infrastructure Azure Storage Vault (ASV) Azure Blob Storage Azure Flat Network Storage Hadoop on Azure Compute Nodes (Medium VMs)
Storage Infrastructure Push data Back to Storage Azure Storage Vault (ASV) Azure Blob Storage Stream data To compute Azure Flat Network Storage Hadoop on Azure Compute Nodes (Medium VMs) map sort shuffle reduce http://dennyglee.com/2013/03/18/why-use-blob-storage-with-hdinsight-on-azure/
Hadoop/ Auditing: File sizes • Currently testing gz vs. raw • E.g. 12MB raw text file vs. 633Kb gz file (~20x compression) • 20x smaller size, ~same query time • Approx same map / reduce task utilization • File Size is 250MB-1GB • SSIS package takes care of the size • Future testing: avro, protobuf
Hadoop / Auditing: Formats • For ease of processing, replace carriage returns within embedded SQL statements, e.g. • select col1, col2 • from tableA • to • select col1, col2 from tableA • This allows you to create a Hive table using CR as row delimiter (i.e. does not have things like SQL quoted identifiers)
BI Connectivity SQOOP, HiveODBC, Templeton, CSV, etc
Big Data … Excel-lerated! 2 Server, 3mo 110 GB binary files SSIS extraction 1.2GB of text 120MB gz Hadoop to PowerPivot 6MB
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