CARE After 20 Years: Impact on Highway Safety Allen Parrish David Brown CARE Research & Development...

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CARE After 20 Years: CARE After 20 Years: Impact on Highway Safety Impact on Highway Safety Allen Parrish David Brown CARE Research & Development Laboratory 28 th International Forum on Traffic Records and Highway Information Systems

Transcript of CARE After 20 Years: Impact on Highway Safety Allen Parrish David Brown CARE Research & Development...

Page 1: CARE After 20 Years: Impact on Highway Safety Allen Parrish David Brown CARE Research & Development Laboratory 28 th International Forum on Traffic Records.

CARE After 20 Years: CARE After 20 Years:

Impact on Highway SafetyImpact on Highway Safety

Allen ParrishDavid Brown

CARE Research & Development Laboratory

28th International Forum on Traffic Records and Highway Information Systems

Page 2: CARE After 20 Years: Impact on Highway Safety Allen Parrish David Brown CARE Research & Development Laboratory 28 th International Forum on Traffic Records.

Saving Lives Since 1982…Saving Lives Since 1982…Saving Lives Since 1982…Saving Lives Since 1982…

• We are 20 years old!• Historical summary:

– CARE: Originally a front end to SPSS

– Evolved to a separate Windows-based product

– Basic analysis functionality also over the Web

– Location analysis and roadway geometrics

– Won NHTSA Administrator’s award in 1995

– Current or past contracts with six states

Page 3: CARE After 20 Years: Impact on Highway Safety Allen Parrish David Brown CARE Research & Development Laboratory 28 th International Forum on Traffic Records.

CARE CARE Research and Development LaboratoryResearch and Development LaboratoryCARE CARE Research and Development LaboratoryResearch and Development Laboratory

• Organization of about 20 people:– Faculty, professional staff (mostly developers), students

• CARE is our principal product– Data analysis software– Worked with AL, FL, IA, MI, NC, TN

• We are also supporting data collection:– Crash data (electronic forms)– Citations, police incident reports– Laptop and PDA-based collection components

• Produce planning documents, reports and studies:– Alabama Crash Facts Book– Alabama Highway Safety Plan– Special studies

Page 4: CARE After 20 Years: Impact on Highway Safety Allen Parrish David Brown CARE Research & Development Laboratory 28 th International Forum on Traffic Records.

Current SponsorsCurrent SponsorsCurrent SponsorsCurrent Sponsors

• Alabama Departments of – Transportation

– Economic and Community Affairs (GR-TSO)

– Administrative Office of Courts

– Public Safety

• SW Ala. Integrated Criminal Justice System• North Carolina, Tennessee, Iowa, and Florida• LESIS (State Office)

Page 5: CARE After 20 Years: Impact on Highway Safety Allen Parrish David Brown CARE Research & Development Laboratory 28 th International Forum on Traffic Records.

CARE SoftwareCARE SoftwareCARE SoftwareCARE Software

• Allows access to crash data• Several analysis techniques:

– Frequency distributions– Cross-tabulations– Crash rates per population size (ACT)– Location analysis (variety of techniques

here)

• Information Mining (IMPACT)

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CARECARE Goal: Information Generation Goal: Information GenerationCARECARE Goal: Information Generation Goal: Information Generation

• Latent Information in Crash Database– Extremely valuable and useful– Going to waste– Sophisticated databases create walls– Complex coding and retrieval methods

• Need Tools to Produce Information– Data retrieval– Information generation

Page 7: CARE After 20 Years: Impact on Highway Safety Allen Parrish David Brown CARE Research & Development Laboratory 28 th International Forum on Traffic Records.

Information Generation Starts by…Information Generation Starts by…Information Generation Starts by…Information Generation Starts by…

• Getting Familiar with Your Data• What is in the Database?

– The variables– Their possible values

• Is it Valid?– How many missing cases?– How many unknowns?

• Simple Frequency Distributions

Page 8: CARE After 20 Years: Impact on Highway Safety Allen Parrish David Brown CARE Research & Development Laboratory 28 th International Forum on Traffic Records.
Page 9: CARE After 20 Years: Impact on Highway Safety Allen Parrish David Brown CARE Research & Development Laboratory 28 th International Forum on Traffic Records.

FilteringFilteringFilteringFiltering

• The Ability to Consider Subsets• Examples: Alcohol, Bicycle, Pedestrian

• Total Flexibility in Filter Creation– Create general (simple) filters

– Combine for any degree of complexity

• Select Filter; Choose Analysis

Page 10: CARE After 20 Years: Impact on Highway Safety Allen Parrish David Brown CARE Research & Development Laboratory 28 th International Forum on Traffic Records.
Page 11: CARE After 20 Years: Impact on Highway Safety Allen Parrish David Brown CARE Research & Development Laboratory 28 th International Forum on Traffic Records.

What Frequencies Tell YouWhat Frequencies Tell YouWhat Frequencies Tell YouWhat Frequencies Tell You

• How Reliable Your Data Is

• Identification of Potential Problems– First cut– Approximate

• What Further Questions to Ask

Page 12: CARE After 20 Years: Impact on Highway Safety Allen Parrish David Brown CARE Research & Development Laboratory 28 th International Forum on Traffic Records.

But Raw Frequencies …But Raw Frequencies …But Raw Frequencies …But Raw Frequencies …

• Generally Do Not Produce Information

• Generate More Questions than Answers

• Basically Data, Not Information

• To Become Information – They must be compared to something else– Demographic or internal comparison

Page 13: CARE After 20 Years: Impact on Highway Safety Allen Parrish David Brown CARE Research & Development Laboratory 28 th International Forum on Traffic Records.

Cross-Tabs Give Some AnswersCross-Tabs Give Some AnswersCross-Tabs Give Some AnswersCross-Tabs Give Some Answers

DUI Examples:

• Times may differ by day of week• Severity might differ by urbanization• Many variables differ by age group

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Page 15: CARE After 20 Years: Impact on Highway Safety Allen Parrish David Brown CARE Research & Development Laboratory 28 th International Forum on Traffic Records.
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IMPACT ExampleIMPACT ExampleIMPACT ExampleIMPACT Example

Subject: DUI Countermeasures

• Questions:Which counties should receive emphasis for DUI countermeasures?

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Page 19: CARE After 20 Years: Impact on Highway Safety Allen Parrish David Brown CARE Research & Development Laboratory 28 th International Forum on Traffic Records.

Why Comparison is EssentialWhy Comparison is EssentialWhy Comparison is EssentialWhy Comparison is Essential

• Most Alcohol Crashes in Mecklenburg– Mecklenburg County has most population– It has most of all crash types– Should it get all the funding?

• Must Compare Rates • Must Have “Denominator”• This Can be Done by Frequency Analysis

– Compares subset against complement– In this case: Alcohol against Non-Alcohol

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Page 21: CARE After 20 Years: Impact on Highway Safety Allen Parrish David Brown CARE Research & Development Laboratory 28 th International Forum on Traffic Records.

IMPACT Takes it One Step FurtherIMPACT Takes it One Step FurtherIMPACT Takes it One Step FurtherIMPACT Takes it One Step Further

• Pinpoints Where Problems Are• Counties with Potential Alcohol Problems

– Buncombe County (only 402 alcohol crashes)

– Substantially over-represented for alcohol

– Other mid-sized counties show same pattern

• IMPACT: seeks maximum potential return• Similar analysis for city, time, age etc.

Page 22: CARE After 20 Years: Impact on Highway Safety Allen Parrish David Brown CARE Research & Development Laboratory 28 th International Forum on Traffic Records.
Page 23: CARE After 20 Years: Impact on Highway Safety Allen Parrish David Brown CARE Research & Development Laboratory 28 th International Forum on Traffic Records.

Another IMPACT ExampleAnother IMPACT ExampleAnother IMPACT ExampleAnother IMPACT Example

Subject: Young Driver Alcohol

• Question:

How do we adjust time of day selective

enforcement for younger DUI drivers?

• IMPACT:Compare young drivers against their

older DUI counterparts.

Page 24: CARE After 20 Years: Impact on Highway Safety Allen Parrish David Brown CARE Research & Development Laboratory 28 th International Forum on Traffic Records.

Young DUI Drivers All DUI Drivers

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Another IMPACT ExampleAnother IMPACT ExampleAnother IMPACT ExampleAnother IMPACT Example

Subject: Older Drivers

• Question:To what extent should we address night-time signing for senior citizens?

• IMPACT: Compare senior citizens time of day against times for younger drivers.

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Page 27: CARE After 20 Years: Impact on Highway Safety Allen Parrish David Brown CARE Research & Development Laboratory 28 th International Forum on Traffic Records.

A More General A More General Information Mining ExampleInformation Mining Example

A More General A More General Information Mining ExampleInformation Mining Example

Subject: Older Drivers

• Most General Question:What are the crash differences in general between age 65+ drivers and their youngercounterparts?

• IMPACT: Information mining over all relevant variables.

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Page 29: CARE After 20 Years: Impact on Highway Safety Allen Parrish David Brown CARE Research & Development Laboratory 28 th International Forum on Traffic Records.

IMPACT Example RevisitedIMPACT Example RevisitedIMPACT Example RevisitedIMPACT Example Revisited

Subject: Older Drivers

• Question:To what extent should we address night-time signing for senior citizens?

• IMPACT: What are the factors involved in senior citizen crashes at night?

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Page 31: CARE After 20 Years: Impact on Highway Safety Allen Parrish David Brown CARE Research & Development Laboratory 28 th International Forum on Traffic Records.

IMPACT’s Instant DrilldownIMPACT’s Instant DrilldownIMPACT’s Instant DrilldownIMPACT’s Instant Drilldown

• Click on Any Cell of IMPACT Output• Perform Instant Analysis of Issue

– More detailed IMPACT analysis– Compares crashes in that cell against all in

subset– Here: dark roadway older driver crashes

against all older driver crashes

• Who – What – Where – When - Why

Page 32: CARE After 20 Years: Impact on Highway Safety Allen Parrish David Brown CARE Research & Development Laboratory 28 th International Forum on Traffic Records.
Page 33: CARE After 20 Years: Impact on Highway Safety Allen Parrish David Brown CARE Research & Development Laboratory 28 th International Forum on Traffic Records.

CARE Implementation ApproachCARE Implementation ApproachCARE Implementation ApproachCARE Implementation Approach

• We take your source data:– Oracle– DB2– SQL Server– Access– Excel– IMS– Flat files

Page 34: CARE After 20 Years: Impact on Highway Safety Allen Parrish David Brown CARE Research & Development Laboratory 28 th International Forum on Traffic Records.

Implementation ApproachImplementation ApproachImplementation ApproachImplementation Approach

• We provide a middleware solution:– Data is imported into CARE format from the source database– Driver is provided to support continuous connectivity between

the source database and the CARE local data– A local copy of the data is maintained on your desktop system

or server to facilitate speed of access

• Continuous update capability– Server-side tools maintain currency of data on your desktop– Each state has a Web site to manage their data, and to provide

analysis and download capability

Page 35: CARE After 20 Years: Impact on Highway Safety Allen Parrish David Brown CARE Research & Development Laboratory 28 th International Forum on Traffic Records.

Basic StructureBasic StructureBasic StructureBasic Structure

ODBCData

Source

Custommiddleware

CAREDataSet

Analysis Tools

Oracle, SQL Server,Access

CARE

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Other Relevant ProjectsOther Relevant ProjectsOther Relevant ProjectsOther Relevant Projects

• ACES: Alabama Crash Entry System– Laptop-based crash form entry system

• WISE: WIreless Simultaneous Entry– PDA-based data capture

– PDA contains integrated scanner

– Wireless transmission back to in-car laptop

– Customizable to any form

– We are currently working to obtain TraCS compatibility

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CARECARECritical Analysis Reporting EnvironmentCritical Analysis Reporting Environment

CARECARECritical Analysis Reporting EnvironmentCritical Analysis Reporting Environment

A Paradigm for Information Mining

http://care.cs.ua.edu

http://www.info-mining.com