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Outline Introduction Feedback Theory based Traffic Safety Campaigns Masha Wilson, OP Program Manager(DPS-OTS), Pushkin Kachroo(Ph.D, P.E.), Puneet Lakhanpal(MS, UNLV) September 28, 2010 Nevada University Transportation Center Masha Wilson, OP Program Manager(DPS-OTS), Pushkin Kachroo(Ph.D, P.E.), Puneet Lakhanpal(MS, UNLV) Feedback Theory based Traffic Safety Campaigns

Media and Seat Belt

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Page 1: Media and Seat Belt

OutlineIntroduction

Feedback Theory based Traffic Safety Campaigns

Masha Wilson, OP Program Manager(DPS-OTS), PushkinKachroo(Ph.D, P.E.), Puneet Lakhanpal(MS, UNLV)

September 28, 2010

Nevada University Transportation Center

Masha Wilson, OP Program Manager(DPS-OTS), Pushkin Kachroo(Ph.D, P.E.), Puneet Lakhanpal(MS, UNLV)Feedback Theory based Traffic Safety Campaigns

Page 2: Media and Seat Belt

OutlineIntroduction

IntroductionTarget: What and Why ?Education in Road SafetyResults of the Seatbelt Survey

Overall Results

Results based on Variables

Feedback Control Design

Masha Wilson, OP Program Manager(DPS-OTS), Pushkin Kachroo(Ph.D, P.E.), Puneet Lakhanpal(MS, UNLV)Feedback Theory based Traffic Safety Campaigns

Page 3: Media and Seat Belt

OutlineIntroduction

Target: What and Why ?Education in Road SafetyResults of the Seatbelt SurveyFeedback Control Design

Target: What and Why ?

◮ Target: Design productive traffic safety campaigns.

Masha Wilson, OP Program Manager(DPS-OTS), Pushkin Kachroo(Ph.D, P.E.), Puneet Lakhanpal(MS, UNLV)Feedback Theory based Traffic Safety Campaigns

Page 4: Media and Seat Belt

OutlineIntroduction

Target: What and Why ?Education in Road SafetyResults of the Seatbelt SurveyFeedback Control Design

Target: What and Why ?

◮ Target: Design productive traffic safety campaigns.

◮ Reason: Blind design of campaigns can producecounter-productive results.

◮ Needed:

Figure: Feedback Control Design

Sensor

Media Campaign

and Education

Design

(Controller)

Drivers and their

Behavior

(System)

Target BehaviorActual Behavior

Measured Behavior

Difference between

the two

Behaviors

Media

Campaign

Seat Belt data, crash data, traffic data etc.

Masha Wilson, OP Program Manager(DPS-OTS), Pushkin Kachroo(Ph.D, P.E.), Puneet Lakhanpal(MS, UNLV)Feedback Theory based Traffic Safety Campaigns

Page 5: Media and Seat Belt

OutlineIntroduction

Target: What and Why ?Education in Road SafetyResults of the Seatbelt SurveyFeedback Control Design

Road safety education: Driver Education will do it!

◮ Road safety education: Driver Education will do it!

Masha Wilson, OP Program Manager(DPS-OTS), Pushkin Kachroo(Ph.D, P.E.), Puneet Lakhanpal(MS, UNLV)Feedback Theory based Traffic Safety Campaigns

Page 6: Media and Seat Belt

OutlineIntroduction

Target: What and Why ?Education in Road SafetyResults of the Seatbelt SurveyFeedback Control Design

Road safety education: Driver Education will do it!

◮ Road safety education: Driver Education will do it!

◮ Education in Road Safety (article)

Masha Wilson, OP Program Manager(DPS-OTS), Pushkin Kachroo(Ph.D, P.E.), Puneet Lakhanpal(MS, UNLV)Feedback Theory based Traffic Safety Campaigns

Page 7: Media and Seat Belt

OutlineIntroduction

Target: What and Why ?Education in Road SafetyResults of the Seatbelt SurveyFeedback Control Design

Road safety education: Driver Education will do it!

◮ Road safety education: Driver Education will do it!

◮ Education in Road Safety (article)

◮ Education without Proper Modeling has Many Problems

Masha Wilson, OP Program Manager(DPS-OTS), Pushkin Kachroo(Ph.D, P.E.), Puneet Lakhanpal(MS, UNLV)Feedback Theory based Traffic Safety Campaigns

Page 8: Media and Seat Belt

OutlineIntroduction

Target: What and Why ?Education in Road SafetyResults of the Seatbelt SurveyFeedback Control Design

Education without Proper Modeling

◮ Inappropriate foundation for the intervention

Masha Wilson, OP Program Manager(DPS-OTS), Pushkin Kachroo(Ph.D, P.E.), Puneet Lakhanpal(MS, UNLV)Feedback Theory based Traffic Safety Campaigns

Page 9: Media and Seat Belt

OutlineIntroduction

Target: What and Why ?Education in Road SafetyResults of the Seatbelt SurveyFeedback Control Design

Education without Proper Modeling

◮ Inappropriate foundation for the intervention

◮ Information Deficit Model

Masha Wilson, OP Program Manager(DPS-OTS), Pushkin Kachroo(Ph.D, P.E.), Puneet Lakhanpal(MS, UNLV)Feedback Theory based Traffic Safety Campaigns

Page 10: Media and Seat Belt

OutlineIntroduction

Target: What and Why ?Education in Road SafetyResults of the Seatbelt SurveyFeedback Control Design

Education without Proper Modeling

◮ Inappropriate foundation for the intervention

◮ Information Deficit Model

◮ Dosage

Masha Wilson, OP Program Manager(DPS-OTS), Pushkin Kachroo(Ph.D, P.E.), Puneet Lakhanpal(MS, UNLV)Feedback Theory based Traffic Safety Campaigns

Page 11: Media and Seat Belt

OutlineIntroduction

Target: What and Why ?Education in Road SafetyResults of the Seatbelt SurveyFeedback Control Design

Education without Proper Modeling

◮ Inappropriate foundation for the intervention

◮ Information Deficit Model

◮ Dosage

◮ Risk as a Value, Pleasure as a Pleasure

Masha Wilson, OP Program Manager(DPS-OTS), Pushkin Kachroo(Ph.D, P.E.), Puneet Lakhanpal(MS, UNLV)Feedback Theory based Traffic Safety Campaigns

Page 12: Media and Seat Belt

OutlineIntroduction

Target: What and Why ?Education in Road SafetyResults of the Seatbelt SurveyFeedback Control Design

Education without Proper Modeling

◮ Inappropriate foundation for the intervention

◮ Information Deficit Model

◮ Dosage

◮ Risk as a Value, Pleasure as a Pleasure

◮ Social Norms

Masha Wilson, OP Program Manager(DPS-OTS), Pushkin Kachroo(Ph.D, P.E.), Puneet Lakhanpal(MS, UNLV)Feedback Theory based Traffic Safety Campaigns

Page 13: Media and Seat Belt

OutlineIntroduction

Target: What and Why ?Education in Road SafetyResults of the Seatbelt SurveyFeedback Control Design

Education without Proper Modeling...contd.

◮ The Economic Climate

Masha Wilson, OP Program Manager(DPS-OTS), Pushkin Kachroo(Ph.D, P.E.), Puneet Lakhanpal(MS, UNLV)Feedback Theory based Traffic Safety Campaigns

Page 14: Media and Seat Belt

OutlineIntroduction

Target: What and Why ?Education in Road SafetyResults of the Seatbelt SurveyFeedback Control Design

Education without Proper Modeling...contd.

◮ The Economic Climate

◮ Technical Issues

Masha Wilson, OP Program Manager(DPS-OTS), Pushkin Kachroo(Ph.D, P.E.), Puneet Lakhanpal(MS, UNLV)Feedback Theory based Traffic Safety Campaigns

Page 15: Media and Seat Belt

OutlineIntroduction

Target: What and Why ?Education in Road SafetyResults of the Seatbelt SurveyFeedback Control Design

Education without Proper Modeling...contd.

◮ The Economic Climate

◮ Technical Issues

◮ Effect Size and Presentation

Masha Wilson, OP Program Manager(DPS-OTS), Pushkin Kachroo(Ph.D, P.E.), Puneet Lakhanpal(MS, UNLV)Feedback Theory based Traffic Safety Campaigns

Page 16: Media and Seat Belt

OutlineIntroduction

Target: What and Why ?Education in Road SafetyResults of the Seatbelt SurveyFeedback Control Design

Education without Proper Modeling...contd.

◮ The Economic Climate

◮ Technical Issues

◮ Effect Size and Presentation

◮ The Challenge

Masha Wilson, OP Program Manager(DPS-OTS), Pushkin Kachroo(Ph.D, P.E.), Puneet Lakhanpal(MS, UNLV)Feedback Theory based Traffic Safety Campaigns

Page 17: Media and Seat Belt

OutlineIntroduction

Target: What and Why ?Education in Road SafetyResults of the Seatbelt SurveyFeedback Control Design

Overall Results

◮ Statewide Seatbelt Average based on AVMT - 93.16%

Masha Wilson, OP Program Manager(DPS-OTS), Pushkin Kachroo(Ph.D, P.E.), Puneet Lakhanpal(MS, UNLV)Feedback Theory based Traffic Safety Campaigns

Page 18: Media and Seat Belt

OutlineIntroduction

Target: What and Why ?Education in Road SafetyResults of the Seatbelt SurveyFeedback Control Design

Overall Results

◮ Statewide Seatbelt Average based on AVMT - 93.16%

◮ Total Observations - 11,337 vehicles

Masha Wilson, OP Program Manager(DPS-OTS), Pushkin Kachroo(Ph.D, P.E.), Puneet Lakhanpal(MS, UNLV)Feedback Theory based Traffic Safety Campaigns

Page 19: Media and Seat Belt

OutlineIntroduction

Target: What and Why ?Education in Road SafetyResults of the Seatbelt SurveyFeedback Control Design

Overall Results

◮ Statewide Seatbelt Average based on AVMT - 93.16%

◮ Total Observations - 11,337 vehicles

◮ Vehicle distribution based upon State of Registration -Nevada - 92.06 % (10,437), California - 5.574% (632) , Statesother than Nevada and California - 2.363 % (268).

Masha Wilson, OP Program Manager(DPS-OTS), Pushkin Kachroo(Ph.D, P.E.), Puneet Lakhanpal(MS, UNLV)Feedback Theory based Traffic Safety Campaigns

Page 20: Media and Seat Belt

OutlineIntroduction

Target: What and Why ?Education in Road SafetyResults of the Seatbelt SurveyFeedback Control Design

Results - ‘Gender‘ Variable

◮ Drivers Belted: (Males [92.64%] < Females [95.07%])

*Note: -1 denotes data at that site not available.

Figure: Gender based Seatbelt usage by Drivers (*-1=NA)

Masha Wilson, OP Program Manager(DPS-OTS), Pushkin Kachroo(Ph.D, P.E.), Puneet Lakhanpal(MS, UNLV)Feedback Theory based Traffic Safety Campaigns

Page 21: Media and Seat Belt

OutlineIntroduction

Target: What and Why ?Education in Road SafetyResults of the Seatbelt SurveyFeedback Control Design

Results - ‘Gender‘ Variable

◮ Drivers Belted: (Males [92.64%] < Females [95.07%])◮ Least belted sites

◮ Male Drivers - Sutcliffe Road, between Sutcliffe andPyramid(39 - 68.18%)

◮ Female Drivers - Gowan at Clayton (32 - 79.25%)

*Note: -1 denotes data at that site not available.

Figure: Gender based Seatbelt usage by Drivers (*-1=NA)

Masha Wilson, OP Program Manager(DPS-OTS), Pushkin Kachroo(Ph.D, P.E.), Puneet Lakhanpal(MS, UNLV)Feedback Theory based Traffic Safety Campaigns

Page 22: Media and Seat Belt

OutlineIntroduction

Target: What and Why ?Education in Road SafetyResults of the Seatbelt SurveyFeedback Control Design

Results - ‘Ethnicity‘ Variable

◮ Occupants: (African Americans [90.67%] < Hispanics[90.78%] < Others [93.99%] < Caucasians [94.54%])

Figure: Ethnicity based Seatbelt usage by Front Occupants (*-1=NA)

Masha Wilson, OP Program Manager(DPS-OTS), Pushkin Kachroo(Ph.D, P.E.), Puneet Lakhanpal(MS, UNLV)Feedback Theory based Traffic Safety Campaigns

Page 23: Media and Seat Belt

OutlineIntroduction

Target: What and Why ?Education in Road SafetyResults of the Seatbelt SurveyFeedback Control Design

Results - ‘Ethnicity‘ Variable

◮ Occupants: (African Americans [90.67%] < Hispanics[90.78%] < Others [93.99%] < Caucasians [94.54%])

◮ Least belted sites◮ African Americans - Mill Street at Terminal Way(42 - 66.67%)◮ Hispanics - Sutcliffe Road, between Sutcliffe and Pyramid (39

- 63.64%)

Figure: Ethnicity based Seatbelt usage by Front Occupants (*-1=NA)

Masha Wilson, OP Program Manager(DPS-OTS), Pushkin Kachroo(Ph.D, P.E.), Puneet Lakhanpal(MS, UNLV)Feedback Theory based Traffic Safety Campaigns

Page 24: Media and Seat Belt

OutlineIntroduction

Target: What and Why ?Education in Road SafetyResults of the Seatbelt SurveyFeedback Control Design

Results - ‘Age and Gender‘ Variable

◮ 15-19 [89.20% M, 89.01% F] < Less than 15 [92.86% M,90.91% F] < 20-60 [92.12% M, 95.01%F] < Greater than 60[95.48% M, 98.80% F]

Figure: Age based Seatbelt usage by Front Occupants (*-1=NA)

Masha Wilson, OP Program Manager(DPS-OTS), Pushkin Kachroo(Ph.D, P.E.), Puneet Lakhanpal(MS, UNLV)Feedback Theory based Traffic Safety Campaigns

Page 25: Media and Seat Belt

OutlineIntroduction

Target: What and Why ?Education in Road SafetyResults of the Seatbelt SurveyFeedback Control Design

Results - ‘Age and Gender‘ Variable

◮ 15-19 [89.20% M, 89.01% F] < Less than 15 [92.86% M,90.91% F] < 20-60 [92.12% M, 95.01%F] < Greater than 60[95.48% M, 98.80% F]

◮ Least belted sites◮ 15-19 Males: Adams at Buchanan(31 - 0%)◮ 15-19 Females: Tropicana at Paradise(16 - 50%), Ann Rd at

Decatur(19 - 50%), US-395 BR at 2nd Street(58 - 50%)

Figure: Age based Seatbelt usage by Front Occupants (*-1=NA)

Masha Wilson, OP Program Manager(DPS-OTS), Pushkin Kachroo(Ph.D, P.E.), Puneet Lakhanpal(MS, UNLV)Feedback Theory based Traffic Safety Campaigns

Page 26: Media and Seat Belt

OutlineIntroduction

Target: What and Why ?Education in Road SafetyResults of the Seatbelt SurveyFeedback Control Design

Results - ‘Vehicle Type‘ Variable

◮ Pickup [91.48%] < Sedan/Station Wagon [93.43%] <Van/SUV [95.09%]

Figure: Vehicle Type based Seatbelt usage (*-1=NA)

Masha Wilson, OP Program Manager(DPS-OTS), Pushkin Kachroo(Ph.D, P.E.), Puneet Lakhanpal(MS, UNLV)Feedback Theory based Traffic Safety Campaigns

Page 27: Media and Seat Belt

OutlineIntroduction

Target: What and Why ?Education in Road SafetyResults of the Seatbelt SurveyFeedback Control Design

Results - ‘Vehicle Type‘ Variable

◮ Pickup [91.48%] < Sedan/Station Wagon [93.43%] <Van/SUV [95.09%]

◮ Least belted sites◮ Pickup Occupants: Gowan at Clayton(32 - 66.67%)◮ Pickup Drivers: Gowan at Clayton(32 - 69.44%)

Figure: Vehicle Type based Seatbelt usage (*-1=NA)

Masha Wilson, OP Program Manager(DPS-OTS), Pushkin Kachroo(Ph.D, P.E.), Puneet Lakhanpal(MS, UNLV)Feedback Theory based Traffic Safety Campaigns

Page 28: Media and Seat Belt

OutlineIntroduction

Target: What and Why ?Education in Road SafetyResults of the Seatbelt SurveyFeedback Control Design

Results - ‘Functional Classification of Streets‘ Variable

◮ Occupants In Nevada: Rural Collector [91.48%] < UrbanCollector [92.68%] < Urban Arterial [93.35%] < UrbanInterstate [93.46%] < Rural Interstate [95.46%] < RuralArterial [96.34%]

Figure: Functional Classification based Seatbelt usage

Masha Wilson, OP Program Manager(DPS-OTS), Pushkin Kachroo(Ph.D, P.E.), Puneet Lakhanpal(MS, UNLV)Feedback Theory based Traffic Safety Campaigns

Page 29: Media and Seat Belt

OutlineIntroduction

Target: What and Why ?Education in Road SafetyResults of the Seatbelt SurveyFeedback Control Design

Factors to address seat belt usage using social norm PSA

1. Gender (Nevada Vehicle Registration):◮ Drivers: Male - 92.28%, Female - 94.99%◮ Passengers: Male - 90.96%, Female - 95.56%

Masha Wilson, OP Program Manager(DPS-OTS), Pushkin Kachroo(Ph.D, P.E.), Puneet Lakhanpal(MS, UNLV)Feedback Theory based Traffic Safety Campaigns

Page 30: Media and Seat Belt

OutlineIntroduction

Target: What and Why ?Education in Road SafetyResults of the Seatbelt SurveyFeedback Control Design

Factors to address seat belt usage using social norm PSA

1. Gender (Nevada Vehicle Registration):◮ Drivers: Male - 92.28%, Female - 94.99%◮ Passengers: Male - 90.96%, Female - 95.56%

2. Age and Gender:◮ Males: Least seatbelt usage - 89.20% by Boys (15-19)◮ Females: Least seatbelt usage - 89.01% by Girls (15-19)

Masha Wilson, OP Program Manager(DPS-OTS), Pushkin Kachroo(Ph.D, P.E.), Puneet Lakhanpal(MS, UNLV)Feedback Theory based Traffic Safety Campaigns

Page 31: Media and Seat Belt

OutlineIntroduction

Target: What and Why ?Education in Road SafetyResults of the Seatbelt SurveyFeedback Control Design

Factors to address seat belt usage using social norm PSA

1. Gender (Nevada Vehicle Registration):◮ Drivers: Male - 92.28%, Female - 94.99%◮ Passengers: Male - 90.96%, Female - 95.56%

2. Age and Gender:◮ Males: Least seatbelt usage - 89.20% by Boys (15-19)◮ Females: Least seatbelt usage - 89.01% by Girls (15-19)

3. Vehicle:◮ Least seatbelt usage by occupants: 91.48% in pickup trucks

Masha Wilson, OP Program Manager(DPS-OTS), Pushkin Kachroo(Ph.D, P.E.), Puneet Lakhanpal(MS, UNLV)Feedback Theory based Traffic Safety Campaigns

Page 32: Media and Seat Belt

OutlineIntroduction

Target: What and Why ?Education in Road SafetyResults of the Seatbelt SurveyFeedback Control Design

Factors to address seat belt usage using social norm PSA

1. Gender (Nevada Vehicle Registration):◮ Drivers: Male - 92.28%, Female - 94.99%◮ Passengers: Male - 90.96%, Female - 95.56%

2. Age and Gender:◮ Males: Least seatbelt usage - 89.20% by Boys (15-19)◮ Females: Least seatbelt usage - 89.01% by Girls (15-19)

3. Vehicle:◮ Least seatbelt usage by occupants: 91.48% in pickup trucks

4. Ethnicity:◮ Occupants: Least seatbelt usage - African-Americans

(90.67%, followed closely by Hispanics with 90.78% seatbeltusage)

◮ Drivers: Least seatbelt usage - African-Americans(90.53%belted)

◮ Passengers: Least seatbelt usage - Hispanics (89.67% belted)

Masha Wilson, OP Program Manager(DPS-OTS), Pushkin Kachroo(Ph.D, P.E.), Puneet Lakhanpal(MS, UNLV)Feedback Theory based Traffic Safety Campaigns

Page 33: Media and Seat Belt

OutlineIntroduction

Target: What and Why ?Education in Road SafetyResults of the Seatbelt SurveyFeedback Control Design

Feedback Control

Sensor

Media Campaign

and Education

Design

(Controller)

Drivers and their

Behavior

(System)

Target BehaviorActual Behavior

Measured Behavior

Difference between

the two

Behaviors

Media

Campaign

Seat Belt data, crash data, traffic data etc.

Masha Wilson, OP Program Manager(DPS-OTS), Pushkin Kachroo(Ph.D, P.E.), Puneet Lakhanpal(MS, UNLV)Feedback Theory based Traffic Safety Campaigns

Page 34: Media and Seat Belt

OutlineIntroduction

Target: What and Why ?Education in Road SafetyResults of the Seatbelt SurveyFeedback Control Design

Feedback Control for Campaign Design

◮ Study the Data to identify target areas

Masha Wilson, OP Program Manager(DPS-OTS), Pushkin Kachroo(Ph.D, P.E.), Puneet Lakhanpal(MS, UNLV)Feedback Theory based Traffic Safety Campaigns

Page 35: Media and Seat Belt

OutlineIntroduction

Target: What and Why ?Education in Road SafetyResults of the Seatbelt SurveyFeedback Control Design

Feedback Control for Campaign Design

◮ Study the Data to identify target areas

◮ Study the properties of each media outlet (spatial-temporal)

Masha Wilson, OP Program Manager(DPS-OTS), Pushkin Kachroo(Ph.D, P.E.), Puneet Lakhanpal(MS, UNLV)Feedback Theory based Traffic Safety Campaigns

Page 36: Media and Seat Belt

OutlineIntroduction

Target: What and Why ?Education in Road SafetyResults of the Seatbelt SurveyFeedback Control Design

Feedback Control for Campaign Design

◮ Study the Data to identify target areas

◮ Study the properties of each media outlet (spatial-temporal)

◮ Design Campaigns for education and targetting risky groupswith different plans (stratified plan)

◮ Deploy, then sense (seat-belt study, crash data analysis, trafficanalysis etc. in next cycle), and continue sequentialimprovements

Masha Wilson, OP Program Manager(DPS-OTS), Pushkin Kachroo(Ph.D, P.E.), Puneet Lakhanpal(MS, UNLV)Feedback Theory based Traffic Safety Campaigns

Page 37: Media and Seat Belt

OutlineIntroduction

Target: What and Why ?Education in Road SafetyResults of the Seatbelt SurveyFeedback Control Design

Media and Seat Belt Enforcement in 2010

Figure: Where Nevadans read, saw or heard about Seat Belt LawEnforcement (n = 341)

Masha Wilson, OP Program Manager(DPS-OTS), Pushkin Kachroo(Ph.D, P.E.), Puneet Lakhanpal(MS, UNLV)Feedback Theory based Traffic Safety Campaigns

Page 38: Media and Seat Belt

OutlineIntroduction

Target: What and Why ?Education in Road SafetyResults of the Seatbelt SurveyFeedback Control Design

Actuators: How to choose and design each specific media

campaign

◮ Each media outlet acts as an actuator for the feedback controldesign.

Masha Wilson, OP Program Manager(DPS-OTS), Pushkin Kachroo(Ph.D, P.E.), Puneet Lakhanpal(MS, UNLV)Feedback Theory based Traffic Safety Campaigns

Page 39: Media and Seat Belt

OutlineIntroduction

Target: What and Why ?Education in Road SafetyResults of the Seatbelt SurveyFeedback Control Design

Actuators: How to choose and design each specific media

campaign

◮ Each media outlet acts as an actuator for the feedback controldesign.

◮ The effectiveness and the characteristics of each media haveto be taken into account so that the exact needed deficienciesthat the sensor (seat-belt data collection) has identified, willbe addressed in the campaign.

Masha Wilson, OP Program Manager(DPS-OTS), Pushkin Kachroo(Ph.D, P.E.), Puneet Lakhanpal(MS, UNLV)Feedback Theory based Traffic Safety Campaigns

Page 40: Media and Seat Belt

OutlineIntroduction

Target: What and Why ?Education in Road SafetyResults of the Seatbelt SurveyFeedback Control Design

Summary

◮ Design of the safety campaigns should reflect thestratifications and changes in public behavior.

Masha Wilson, OP Program Manager(DPS-OTS), Pushkin Kachroo(Ph.D, P.E.), Puneet Lakhanpal(MS, UNLV)Feedback Theory based Traffic Safety Campaigns

Page 41: Media and Seat Belt

OutlineIntroduction

Target: What and Why ?Education in Road SafetyResults of the Seatbelt SurveyFeedback Control Design

Summary

◮ Design of the safety campaigns should reflect thestratifications and changes in public behavior.

◮ Feedback control design imperative !

Masha Wilson, OP Program Manager(DPS-OTS), Pushkin Kachroo(Ph.D, P.E.), Puneet Lakhanpal(MS, UNLV)Feedback Theory based Traffic Safety Campaigns