Leveraging Predictive Analytics to Improve the Dining Experience

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Experience Purple Data Consulting The Purple Data Experience Name Deleted Flavio Mota Name Deleted Name Deleted

Transcript of Leveraging Predictive Analytics to Improve the Dining Experience

Page 1: Leveraging Predictive Analytics to Improve the Dining Experience

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