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Data Quality We’ve Got Your Number

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Presentation on theme: "Data Quality We’ve Got Your Number"— Presentation transcript:

1 Data Quality We’ve Got Your Number
Quality Assurance Process

2 Data Quality License Plate
BD4BD2SL

3 My Main Points Data quality saves lives
Quality is in the eyes of the users Performance measures Make Sense Quality assurance as process

4 Importance of Quality Data
Data-driven decisions GIGO Data is the foundation layer Good data saves lives

5 Data Driven Decisions

6 Garbage In – Garbage Out

7 Act Present Analyze Collect/QA Safety Benefits Decisions Information
Deploy this Enforce that Decisions Present Information The Traffic Safety outcomes are at the top At the bottom, we essentially have the data layer where NHTSA is BTW, I am giving a talk on Tuesday afternoon where I’ll be delving into this concept in more detail. Analyze Data Collect/QA

8 We Can Do Better Than This

9 Quality is in the Eyes of the Users
Who are your users? What do they need? Decisions Support material What level of quality?

10 Example of User Needs Who: Wyoming Highway Patrol
What: Improve enforcement focus Which behaviors Where Data Needs: Integrating Crashes & Citations - comparison Accessibility – to institutionalize

11 Joe McCarthy - Consultant to WYDOT
The Driver Behaviors Restraint Alcohol Speed Distraction Drugs TRF - Oct 30, 2013 Joe McCarthy - Consultant to WYDOT

12 Results – Behavior Focus
Lots of speeding tickets per speeding crash Not so aggressive regarding restraint or alcohol Poor data for distraction, drugs Restraint Speed Alcohol Drugs Distraction

13 Results - Enforcement Focus Map
Comparing Crashes to Citations by location Essentially, # citations / #behavioral crashes Red: Citations/crashes is low Suggest increased patrolling TRF - Oct 30, 2013 Joe McCarthy - Consultant to WYDOT

14 Crash Data Flow Collect Consolidate Analyze Decide Law Enforcement DOT
Highway Safety Analysts (4 E’s) Exec Staff Legislature etc. Data Flow Feedback Loop

15 Performance Measures Management Questions Perf Measure Speak
How are things? What should we do to improve? Are they getting better? Are they where we want them? Perf Measure Speak Baseline Corrective Measures Monitoring trends Numerical target

16 Location Accuracy Just like realty Where do the errors happen?
Measure at two points in process How can the errors be Reduced Corrected For more, see Stacey Gierisch’s presentation (3:00-4:30 Monday)

17 Crash Location Accuracy
Collect Consolidate Analyze Decide Law Enforcement DOT Highway Safety Analysts (4 E’s) Exec Staff Legislature, etc. Capture the crash location data Need to know which hot spots to address Detect/correct invalid locations Need valid locations Data Flow Feedback Flow Measure Point

18 Where should we be? – Target
Users need good locations Need to be aggressive Target: 98% valid

19 What Can We Do? – Corrective Actions
Monthly QA validation checks Revamp incoming process Quarterly monitoring/reporting Map-based location Not Yet Launched

20 Crash Data Timeliness Users need timely crash data Dependent on LEAs
Most studies use annual data But can’t wait too long for last year Need to know about latest crashes Dependent on LEAs Investigations take time But, glitches happen

21 Crash Data Timeliness Feedback Loop Collect Consolidate Analyze Decide
Law Enforcement DOT Highway Safety Analysts (4 E’s) Exec Staff Legislature etc. Data Flow Feedback Flow Crash Occurred Record in Database Measure Points

22 WYDOT Crash Timeliness
Baseline Corrective Action Electronic Reporting Corrective Action Monitoring Trend “On Hold” notices Corrective Action Quarterly Reports

23 Quarterly Feedback to Agencies

24 Quarterly Feedback to Agencies
Most Improved Agencies (reduced delay) Agencies Lost Ground (increased delay)

25

26 For Follow-Up JoeGMcCarthy@yahoo.com
Questions? For Follow-Up

27 Take-Aways Data quality saves lives
Quality is in the eyes of the users Performance measures Make Sense Quality assurance as a process

28 And now… Bob has got your number. Again.


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