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Exploring Traffic Danger
        for Bicyclists
Initial Findings from a Recent Survey of Drivers
           and Bicyclists in the Bay Area
           Rebecca Sanders, UC Berkeley
                  Pro Walk Pro Bike
                 September 11, 2012
Overview

•  Survey on perceived and actual bicycle danger
•  Findings: Detecting trends
   –  Cyclist groups worry about different safety issues
   –  Frequent cyclists’ worries related to near misses and
      actual collisions for self, friends, and family
   –  Infrequent cyclists slightly affected by personal
      experiences and those of friends and family
   –  Potential cyclists slightly affected by experiences of
      friends and family
   –  Near misses need more attention
   –  Support for bicycling associated with worries about
      cycling
                                                               2
Methodology & Study Area
• Internet survey
• Convenience sample
• 467 respondents
 (42% response rate)
• Surveyed summer, 2011                 2


                                            30
                               7
                                                   95
                               74
                                                    226
                                       14
                                                        3




                          Image credit: Bay Area Air Quality Management District   3
Survey Population
Age Range and Sex Comparison of Survey and Bay Area Populations
                             Total (N=467)              *Bay Area (N=4,496,326)
 Age Range                            %                               %
 18-24                                6                               9
 25-34                               36                               15
 35-44                               18                               15
 45-54                               21                               15
 55-64                               16                               12
 65+                                  4                               12
 Sex
 Male                                45                               49
 Female                              54                               51
 Source: U.S. Census Summary File 1, Table QT-P1 Age Groups and Sex               4
Survey Population

   Survey Respondents by Age and Cycling Frequency
                                    Infrequent   Frequent
                    Non-cyclists      cyclists    cyclists
       Age           (n=194)         (n=171)     (n=102)
      Range             %               %           %
      18-24                 4           5           10
      25-34                34          35           41
      35-44                18          18           17
      45-54                16          29           16
      55-64                21          11           16
       65+                  7           2            -
   Chi-square significant p < 0.10                            5
Survey Population


   Survey Respondents by Sex and Cycling Frequency
                                     Infrequent   Frequent
                    Non-cyclists       cyclists    cyclists
                     (n=194)          (n=171)     (n=102)
       Sex              %                %           %
      Male                 33           56           48
     Female                64           43           51
   Chi-square significant p < 0.000




                                                              6
Survey Population

Race and Ethnicity Comparison of Survey and Bay Area Populations
                                                    Total                   *Bay Area
                                                  (N=467)                 (N=4,496,326)
            Race/Ethnicity                           %                         %
Caucasian/White                                       59                             50
Asian                                                 15                             23
African American/Black                                 5                             9
Hispanic                                               5                             22
Native American/Alaska Native                          -                             1
Native Hawaiian/Pacific Islander                        1                             1
Other                                                  7                             10
Two or more races                                      4                             6
Source: U.S. Census Summary File 1, Table QT-P3 Race and Hispanic or Latino Origin

                                                                                          7
Survey Population
 Survey Respondents by Race/Ethnicity and Cycling Frequency
                                               Non-      Infrequent   Frequent
                                              cyclists     cyclists    cyclists
                                             (n=194)      (n=171)     (n=102)
             Race/Ethnicity                     %            %           %
 Caucasian/White                                53          61           69
 Asian                                          19          13           10
 African American/Black                         7            4           3
 Hispanic                                       5            5           5
 Native American/Alaska Native                  1            -            -
 Native Hawaiian/Pacific Islander                1            2           1
 Other*                                         8            8           6
 Two or more races                              5            5           4
 *Other included Indian and Middle Eastern
  Chi-square significant p < 0.10
                                                                                  8
Survey Population

Income Comparison of Survey and Bay Area Populations
                                            Total                     *Bay Area
                                          (N=467)                   (N=4,496,326)
  Annual HH Income                           %                           %
 < $35k                                       15                             22
 $35k-$49k                                    10                             11
 $50k-$74k                                    19                             16
 $75k-$99k                                    13                             13
 $100k-$149k                                  18                             18
 $150k +                                      12                             19
Source: 2010 American Community Survey, 5-Year Estimates, Table S-1901 Income in the Past 12 Months


                                                                                                      9
Survey Population

   Survey Respondents by Income and Cycling Frequency
                                         Infrequent   Frequent
                          Non-cyclists     cyclists    cyclists
     Annual HH             (n=194)        (n=171)     (n=102)
      Income                  %              %           %
   < $35k                      15           12           17
   $35k-$49k                   12            9           8
   $50k-$74k                   19           19           20
   $75k-$99k                   13           13           13
   $100k-$149k                 14           22           20
   $150k +                     11           13           12
   Chi-square not significant
                                                                  10
Survey Results

Percentage of Respondents who Feel Safe Traveling on Different Street Types
                                               Infrequent   Frequent
                               Non-cyclists      cyclists    cyclists     Total
                                (n=193)         (n=171)     (n=102)     (N=466)
                                   %               %           %           %
Residential
Bicycle*                              71          78           83         76
Drive                                 89          91           89         90
Walk                                  89          95           96         93
Commercial
Bicycle                               29          23           32         28
Drive                                 73          74           67         72
Walk*                                 76          81           85         80
* Significant difference at level of p < 0.10
                                                                                  11
Survey Results

Percentage of Respondents who Feel Safe Traveling on Different Street Types
                                               Infrequent   Frequent
                               Non-cyclists      cyclists    cyclists     Total
                                (n=193)         (n=171)     (n=102)     (N=466)
                                   %               %           %           %
Residential
Bicycle*                              71          78           83         76
Drive                                 89          91           89         90
Walk                                  89          95           96         93
Commercial
Bicycle                               29          23           32         28
Drive                                 73          74           67         72
Walk*                                 76          81           85         80
* Significant difference at level of p < 0.10
                                                                                  12
Survey Results

Percentage of Respondents who Feel Safe Traveling on Different Street Types
                                               Infrequent   Frequent
                               Non-cyclists      cyclists    cyclists     Total
                                (n=193)         (n=171)     (n=102)     (N=466)
                                   %               %           %           %
Residential
Bicycle*                              71          78           83         76
Drive                                 89          91           89         90
Walk                                  89          95           96         93
Commercial
Bicycle                               29          23           32         28
Drive                                 73          74           67         72
Walk*                                 76          81           85         80
* Significant difference at level of p < 0.10
                                                                                  13
Survey Results
The Extent to which Safety Concerns “Strongly Influence” Potential
and Infrequent Cyclists, and “Always Worry” Frequent Cyclists
  40%




  30%




  20%




  10%




  0%
         I'll be hit by an   Drivers will drive   Drivers will drive   I'll be cut off while I'll make a mistake I'll be hit by a car   Drivers will be
        inattentive driver   too fast near me     too close to me             turning        and hurt myself or          door         aggressive toward
                                                                                                    others                                   me

                         Potential Cyclists (n=148)            Infrequent Cyclists (n=168)            Frequent Cyclists (n=94)
                                                                                                                                                          14
Survey Results
The Extent to which Safety Concerns “Strongly Influence” Potential
and Infrequent Cyclists, and “Always Worry” Frequent Cyclists
  40%




  30%




  20%




  10%




  0%
         I'll be hit by an   Drivers will drive   Drivers will drive   I'll be cut off while I'll make a mistake I'll be hit by a car   Drivers will be
        inattentive driver   too fast near me     too close to me             turning        and hurt myself or          door         aggressive toward
                                                                                                    others                                   me

                         Potential Cyclists (n=148)            Infrequent Cyclists (n=168)            Frequent Cyclists (n=94)
                                                                                                                                                          15
Survey Results
The Extent to which Safety Concerns Have “Some Influence” on Potential
and Infrequent Cyclists, and “Sometimes Worry” Frequent Cyclists
 90%


 80%


 70%


 60%


 50%


 40%


 30%


 20%


 10%


  0%
        I'll be hit by an Drivers will drive Drivers will drive I'll be cut off while I'll make a mistake I'll be hit by a car Drivers will be
       inattentive driver too fast near me too close to me             turning        and hurt myself or          door        aggressive toward
                                                                                             others                                  me

                         Potential Cyclists (n=148)        Infrequent Cyclists (n=168)         Frequent Cyclists (n=94)                           16
Survey Results
Potentially Dangerous Incidents for Bicyclists – Bicyclists’ Self Report (n=273)

                             Incident                                 Incidence

Cyclist was passed with fewer than 3 feet                               65%

Driver blocked bike lane while waiting for someone or parking           54%

Driver/passenger opened car door and hit / almost hit cyclist           45%

Driver hit / almost hit cyclist while turning                           41%

Driver honked / yelled at cyclist when s/he was not in the
                                                                        42%
wrong

Driver merged into lane and hit / almost hit cyclist                    31%

Driver drove aggressively around cyclist                                42%

Driver tried to beat cyclist to a turn and hit / almost hit him/her     23%

Driver blocked cyclist from merging into lane after cyclist
                                                                        25%
signaled
Survey Results
Potentially Dangerous Incidents for Bicyclists – Bicyclists’ Self Report (n=273)
                                                                                  Actually
                             Incident                                 Incidence
                                                                                    hit?

Cyclist was passed with fewer than 3 feet                               65%         2%

Driver blocked bike lane while waiting for someone or parking           54%         2%

Driver/passenger opened car door and hit / almost hit cyclist           45%         6%

Driver hit / almost hit cyclist while turning                           41%         8%

Driver honked / yelled at cyclist when s/he was not in the
                                                                        42%         2%
wrong

Driver merged into lane and hit / almost hit cyclist                    31%         4%

Driver drove aggressively around cyclist                                42%         2%

Driver tried to beat cyclist to a turn and hit / almost hit him/her     23%         3%

Driver blocked cyclist from merging into lane after cyclist
                                                                        25%         1%
signaled
Survey Results
Potentially Dangerous Incidents for Bicyclists – Bicyclists’ Self Report (n=273)
                                                                                  Actually   Incident :
                             Incident                                 Incidence
                                                                                    hit?        Hit

Cyclist was passed with fewer than 3 feet                               65%         2%          29

Driver blocked bike lane while waiting for someone or parking           54%         2%          37

Driver/passenger opened car door and hit / almost hit cyclist           45%         6%           8

Driver hit / almost hit cyclist while turning                           41%         8%           5

Driver honked / yelled at cyclist when s/he was not in the
                                                                        42%         2%          23
wrong

Driver merged into lane and hit / almost hit cyclist                    31%         4%           8

Driver drove aggressively around cyclist                                42%         2%          23

Driver tried to beat cyclist to a turn and hit / almost hit him/her     23%         3%           8

Driver blocked cyclist from merging into lane after cyclist
                                                                        25%         1%          34
signaled
Survey Results

Influence of Collision and Near Miss Experiences on Worries about Safety
                                               Related Collision                            Related Near Miss

                                   Potential       Infrequent       Frequent       Potential   Infrequent   Frequent
                                    cyclist          cyclist         cyclist        cyclist      cyclist     cyclist
                                   (n=145)          (n=164)          (n=93)        (n=145)      (n=164)      (n=93)
 Worry about being cut
 off by a turning driver
                                       n/a              *                 *           n/a          -            ***
 Worry about being
 doored
                                       n/a              -                 *           n/a          -            ***
 Worry about drivers
 passing too close
                                       n/a              -                 -           n/a          -             *
 Worry about aggressive
 drivers
                                       n/a              -                 -           n/a          -            ***
Significance indicated at the following levels: * p ≤ 0.10; ** p ≤ 0.01;   *** p ≤ 0.001
Survey Results
Influence of the Experiences of Friends and Family on Worries about Safety
                                                                                          You, friends, or family have
                                       You, friends, or family have
                                                                                          crashed with a driver while
                                   crashed with a cyclist while driving
                                                                                                    bicycling
                                   Potential       Infrequent       Frequent       Potential      Infrequent    Frequent
                                    cyclist          cyclist         cyclist        cyclist         cyclist      cyclist
                                   (n=145)          (n=164)          (n=93)        (n=145)         (n=164)       (n=93)
 Worry about being cut
 off by a turning driver                -               -                 *               -            -           **
 Worry about being
 doored                                 *               -                 -               *            -            *
 Worry about drivers
 passing too close                      -               -                 -               -            *            -
 Worry about making a
 mistake                                -               -                 *               -            -            *
Significance indicated at the following levels: * p ≤ 0.10; ** p ≤ 0.01;   *** p ≤ 0.001
Survey Results

Significant correlation (p < 0.10) between support for bicycling
in one’s city and the following worries about safety:
1.  Worry about being hit by a car door
2.  Worry about aggressive driving
3.  Worry about drivers passing too close
4.  Worry about making a mistake that could hurt oneself or
    others
5.  Worry about losing one’s balance
Limitations & Future Research

• Systematic sample
     • Internet/email population not representative
     • Potential self-selection bias
• Trip Diary
     • Count “near misses” and hits
     • Recall bias
• Revised survey
     • Uniform scales




                                                      23
Conclusions

 •  Frequent cyclists consistently affected by personal
    experiences and those of friends and family
 •  Infrequent cyclists slightly affected by personal
    experiences and those of friends and family
 •  Potential cyclists
    –  Slightly affected by experiences of friends and family
    –  Worried about different occurrences than frequent cyclists
    –  More worried than frequent cyclists about most encounters
 •  Near misses influential and pervasive
 •  Significant relationship between worries about safety
    and support for bicycling

                                                                    24
Next Steps

•  Detailed crash analysis of Bay Area
•  Exploration of attitudes, behaviors, and knowledge of
   roadway laws and their relationship to
    •  Perceived safety
    •  Roadway design preferences




                                                           25
Thank you!


             26

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#9 New Research on Pedestrian and Bicycle Behavior: Perceptions, Attitudes, and Habits - Sanders

  • 1. Exploring Traffic Danger for Bicyclists Initial Findings from a Recent Survey of Drivers and Bicyclists in the Bay Area Rebecca Sanders, UC Berkeley Pro Walk Pro Bike September 11, 2012
  • 2. Overview •  Survey on perceived and actual bicycle danger •  Findings: Detecting trends –  Cyclist groups worry about different safety issues –  Frequent cyclists’ worries related to near misses and actual collisions for self, friends, and family –  Infrequent cyclists slightly affected by personal experiences and those of friends and family –  Potential cyclists slightly affected by experiences of friends and family –  Near misses need more attention –  Support for bicycling associated with worries about cycling 2
  • 3. Methodology & Study Area • Internet survey • Convenience sample • 467 respondents (42% response rate) • Surveyed summer, 2011 2 30 7 95 74 226 14 3 Image credit: Bay Area Air Quality Management District 3
  • 4. Survey Population Age Range and Sex Comparison of Survey and Bay Area Populations Total (N=467) *Bay Area (N=4,496,326) Age Range % % 18-24 6 9 25-34 36 15 35-44 18 15 45-54 21 15 55-64 16 12 65+ 4 12 Sex Male 45 49 Female 54 51 Source: U.S. Census Summary File 1, Table QT-P1 Age Groups and Sex 4
  • 5. Survey Population Survey Respondents by Age and Cycling Frequency Infrequent Frequent Non-cyclists cyclists cyclists Age (n=194) (n=171) (n=102) Range % % % 18-24 4 5 10 25-34 34 35 41 35-44 18 18 17 45-54 16 29 16 55-64 21 11 16 65+ 7 2 - Chi-square significant p < 0.10 5
  • 6. Survey Population Survey Respondents by Sex and Cycling Frequency Infrequent Frequent Non-cyclists cyclists cyclists (n=194) (n=171) (n=102) Sex % % % Male 33 56 48 Female 64 43 51 Chi-square significant p < 0.000 6
  • 7. Survey Population Race and Ethnicity Comparison of Survey and Bay Area Populations Total *Bay Area (N=467) (N=4,496,326) Race/Ethnicity % % Caucasian/White 59 50 Asian 15 23 African American/Black 5 9 Hispanic 5 22 Native American/Alaska Native - 1 Native Hawaiian/Pacific Islander 1 1 Other 7 10 Two or more races 4 6 Source: U.S. Census Summary File 1, Table QT-P3 Race and Hispanic or Latino Origin 7
  • 8. Survey Population Survey Respondents by Race/Ethnicity and Cycling Frequency Non- Infrequent Frequent cyclists cyclists cyclists (n=194) (n=171) (n=102) Race/Ethnicity % % % Caucasian/White 53 61 69 Asian 19 13 10 African American/Black 7 4 3 Hispanic 5 5 5 Native American/Alaska Native 1 - - Native Hawaiian/Pacific Islander 1 2 1 Other* 8 8 6 Two or more races 5 5 4 *Other included Indian and Middle Eastern Chi-square significant p < 0.10 8
  • 9. Survey Population Income Comparison of Survey and Bay Area Populations Total *Bay Area (N=467) (N=4,496,326) Annual HH Income % % < $35k 15 22 $35k-$49k 10 11 $50k-$74k 19 16 $75k-$99k 13 13 $100k-$149k 18 18 $150k + 12 19 Source: 2010 American Community Survey, 5-Year Estimates, Table S-1901 Income in the Past 12 Months 9
  • 10. Survey Population Survey Respondents by Income and Cycling Frequency Infrequent Frequent Non-cyclists cyclists cyclists Annual HH (n=194) (n=171) (n=102) Income % % % < $35k 15 12 17 $35k-$49k 12 9 8 $50k-$74k 19 19 20 $75k-$99k 13 13 13 $100k-$149k 14 22 20 $150k + 11 13 12 Chi-square not significant 10
  • 11. Survey Results Percentage of Respondents who Feel Safe Traveling on Different Street Types Infrequent Frequent Non-cyclists cyclists cyclists Total (n=193) (n=171) (n=102) (N=466) % % % % Residential Bicycle* 71 78 83 76 Drive 89 91 89 90 Walk 89 95 96 93 Commercial Bicycle 29 23 32 28 Drive 73 74 67 72 Walk* 76 81 85 80 * Significant difference at level of p < 0.10 11
  • 12. Survey Results Percentage of Respondents who Feel Safe Traveling on Different Street Types Infrequent Frequent Non-cyclists cyclists cyclists Total (n=193) (n=171) (n=102) (N=466) % % % % Residential Bicycle* 71 78 83 76 Drive 89 91 89 90 Walk 89 95 96 93 Commercial Bicycle 29 23 32 28 Drive 73 74 67 72 Walk* 76 81 85 80 * Significant difference at level of p < 0.10 12
  • 13. Survey Results Percentage of Respondents who Feel Safe Traveling on Different Street Types Infrequent Frequent Non-cyclists cyclists cyclists Total (n=193) (n=171) (n=102) (N=466) % % % % Residential Bicycle* 71 78 83 76 Drive 89 91 89 90 Walk 89 95 96 93 Commercial Bicycle 29 23 32 28 Drive 73 74 67 72 Walk* 76 81 85 80 * Significant difference at level of p < 0.10 13
  • 14. Survey Results The Extent to which Safety Concerns “Strongly Influence” Potential and Infrequent Cyclists, and “Always Worry” Frequent Cyclists 40% 30% 20% 10% 0% I'll be hit by an Drivers will drive Drivers will drive I'll be cut off while I'll make a mistake I'll be hit by a car Drivers will be inattentive driver too fast near me too close to me turning and hurt myself or door aggressive toward others me Potential Cyclists (n=148) Infrequent Cyclists (n=168) Frequent Cyclists (n=94) 14
  • 15. Survey Results The Extent to which Safety Concerns “Strongly Influence” Potential and Infrequent Cyclists, and “Always Worry” Frequent Cyclists 40% 30% 20% 10% 0% I'll be hit by an Drivers will drive Drivers will drive I'll be cut off while I'll make a mistake I'll be hit by a car Drivers will be inattentive driver too fast near me too close to me turning and hurt myself or door aggressive toward others me Potential Cyclists (n=148) Infrequent Cyclists (n=168) Frequent Cyclists (n=94) 15
  • 16. Survey Results The Extent to which Safety Concerns Have “Some Influence” on Potential and Infrequent Cyclists, and “Sometimes Worry” Frequent Cyclists 90% 80% 70% 60% 50% 40% 30% 20% 10% 0% I'll be hit by an Drivers will drive Drivers will drive I'll be cut off while I'll make a mistake I'll be hit by a car Drivers will be inattentive driver too fast near me too close to me turning and hurt myself or door aggressive toward others me Potential Cyclists (n=148) Infrequent Cyclists (n=168) Frequent Cyclists (n=94) 16
  • 17. Survey Results Potentially Dangerous Incidents for Bicyclists – Bicyclists’ Self Report (n=273) Incident Incidence Cyclist was passed with fewer than 3 feet 65% Driver blocked bike lane while waiting for someone or parking 54% Driver/passenger opened car door and hit / almost hit cyclist 45% Driver hit / almost hit cyclist while turning 41% Driver honked / yelled at cyclist when s/he was not in the 42% wrong Driver merged into lane and hit / almost hit cyclist 31% Driver drove aggressively around cyclist 42% Driver tried to beat cyclist to a turn and hit / almost hit him/her 23% Driver blocked cyclist from merging into lane after cyclist 25% signaled
  • 18. Survey Results Potentially Dangerous Incidents for Bicyclists – Bicyclists’ Self Report (n=273) Actually Incident Incidence hit? Cyclist was passed with fewer than 3 feet 65% 2% Driver blocked bike lane while waiting for someone or parking 54% 2% Driver/passenger opened car door and hit / almost hit cyclist 45% 6% Driver hit / almost hit cyclist while turning 41% 8% Driver honked / yelled at cyclist when s/he was not in the 42% 2% wrong Driver merged into lane and hit / almost hit cyclist 31% 4% Driver drove aggressively around cyclist 42% 2% Driver tried to beat cyclist to a turn and hit / almost hit him/her 23% 3% Driver blocked cyclist from merging into lane after cyclist 25% 1% signaled
  • 19. Survey Results Potentially Dangerous Incidents for Bicyclists – Bicyclists’ Self Report (n=273) Actually Incident : Incident Incidence hit? Hit Cyclist was passed with fewer than 3 feet 65% 2% 29 Driver blocked bike lane while waiting for someone or parking 54% 2% 37 Driver/passenger opened car door and hit / almost hit cyclist 45% 6% 8 Driver hit / almost hit cyclist while turning 41% 8% 5 Driver honked / yelled at cyclist when s/he was not in the 42% 2% 23 wrong Driver merged into lane and hit / almost hit cyclist 31% 4% 8 Driver drove aggressively around cyclist 42% 2% 23 Driver tried to beat cyclist to a turn and hit / almost hit him/her 23% 3% 8 Driver blocked cyclist from merging into lane after cyclist 25% 1% 34 signaled
  • 20. Survey Results Influence of Collision and Near Miss Experiences on Worries about Safety Related Collision Related Near Miss Potential Infrequent Frequent Potential Infrequent Frequent cyclist cyclist cyclist cyclist cyclist cyclist (n=145) (n=164) (n=93) (n=145) (n=164) (n=93) Worry about being cut off by a turning driver n/a * * n/a - *** Worry about being doored n/a - * n/a - *** Worry about drivers passing too close n/a - - n/a - * Worry about aggressive drivers n/a - - n/a - *** Significance indicated at the following levels: * p ≤ 0.10; ** p ≤ 0.01; *** p ≤ 0.001
  • 21. Survey Results Influence of the Experiences of Friends and Family on Worries about Safety You, friends, or family have You, friends, or family have crashed with a driver while crashed with a cyclist while driving bicycling Potential Infrequent Frequent Potential Infrequent Frequent cyclist cyclist cyclist cyclist cyclist cyclist (n=145) (n=164) (n=93) (n=145) (n=164) (n=93) Worry about being cut off by a turning driver - - * - - ** Worry about being doored * - - * - * Worry about drivers passing too close - - - - * - Worry about making a mistake - - * - - * Significance indicated at the following levels: * p ≤ 0.10; ** p ≤ 0.01; *** p ≤ 0.001
  • 22. Survey Results Significant correlation (p < 0.10) between support for bicycling in one’s city and the following worries about safety: 1.  Worry about being hit by a car door 2.  Worry about aggressive driving 3.  Worry about drivers passing too close 4.  Worry about making a mistake that could hurt oneself or others 5.  Worry about losing one’s balance
  • 23. Limitations & Future Research • Systematic sample • Internet/email population not representative • Potential self-selection bias • Trip Diary • Count “near misses” and hits • Recall bias • Revised survey • Uniform scales 23
  • 24. Conclusions •  Frequent cyclists consistently affected by personal experiences and those of friends and family •  Infrequent cyclists slightly affected by personal experiences and those of friends and family •  Potential cyclists –  Slightly affected by experiences of friends and family –  Worried about different occurrences than frequent cyclists –  More worried than frequent cyclists about most encounters •  Near misses influential and pervasive •  Significant relationship between worries about safety and support for bicycling 24
  • 25. Next Steps •  Detailed crash analysis of Bay Area •  Exploration of attitudes, behaviors, and knowledge of roadway laws and their relationship to •  Perceived safety •  Roadway design preferences 25