Leveraging Electronic Health Records for Predictive Modeling
Leveraging Predictive Analytics to Improve the Dining Experience
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Transcript of Leveraging Predictive Analytics to Improve the Dining Experience
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Improving the Dining Experience
Purple Data Consulting
The Purple Data ExperienceName DeletedFlavio MotaName DeletedName Deleted
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Prevent Food-Borne Illnesses • The Problem
–Unsanitary Restaurants, Health Code Violations Endanger the Public
• Salmonella and Ecoli Outbreaks Create Serious Illnesses
• There is a Solution to the Problem • Greater Awareness is Needed , Including Training
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The ProblemThe Facts from Case Studies
● 1,800 Illnesses linked to an Orland Park Caterer
● Salmonella Outbreaks Connected to Haven Fig and Olive Restaurants
● E.coli Outbreak Connected at Chipotle
● Awareness Drives Safe Practices
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Entity Relationship DiagramThe Reasoning behind the Research, Solution, and Awareness
Design
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Data Normalization Design
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Table Creation & LoadBuild
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Query 4aMaintenance
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Query 4bMaintenance
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Query 4cMaintenance
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Query 4dMaintenance
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Query 4eMaintenance
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Query 4fMaintenance
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Tableau Integration Final
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Tableau Integration Final
Zip Codes By the Highest Risk Failed Inspections
Top 10 Zip Codes By the Highest Risk Failed Inspections
● Risk refers to the frequency of inspection with risk 1 establishments inspected most frequently
● The data shows that the areas with the the most inspections have a higher risk of failing due to the frequency of inspections
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The Solution, Lessons Learned
● Code Enforcement increases Food Safety Awareness, this reduces the risk of foodborne Illness Outbreaks
● Simple Literature (Comic Book Style) Significantly increases Safe Food Handling Knowledge
● Safe Food Handling Methods reduce the Risk of Foodborne Illness ● Salmonella and E.coli outbreaks cause Deaths and Serious Illnesses
● There is a Solution○ Chicago needs to Progressively fine the Offending Restaurants○ Increase training for Food Handlers--Increase Awareness○ Graduated Mandatory Training for Repeat Offenders, Restaurants
● Our Firm will use Advanced Data Management and Interpretations Skills to Monitor and Drive the Success of the Plan
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Works Used● Baum, Gary, “Industry Haven Fig & Olive Hit by Salmonella
Outbreak,” 2015, Hollywood Reporter. ● Carr, Austin, “ Chipotle Eats Itself,” 2016, FastCompany.com. ● Ingham, Barb, “Safe & Healthy: Summer without Salmonella,”
2014, The University of Chicago-Extention.
● Irwin, Kathleen, et. al., “Results of Routine Restaurant Inspections Can Predict Outbreaks of Foodborne: Illness: The Seattle-King County Experience,” 1989, American Journal of Public Health.
● Johnson, Mason, “The Chicago Restaurants That Failed Health Inspections in 2015,” 2015, CBS Chicago.
● Manes, Mindi R, “Food for Thought: Evidence-based brochure and Interventions Designed for Restaurant Food Handlers,” 2014, Food Protection Trends.”
● Stevens, Darlene G, “Food Sleuths Link Mystery Illness To Potato Salad,” 1998, Chicago Tribune.
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Team FourMake Chicago Safer, Implement our
Solution