Mapping ridership using crowdsourced cycling data

Journal of Transport Geography

Volumn 52, Issue , 2016, Pages 90-97

  Jestico, Ben ^a   Nelson, Trisalyn ^a   Winters, Meghan ^b  

^a UNIVERSITY OF VICTORIA   (Canada)

^b SIMON FRASER UNIVERSITY   (Canada)

Author keywords

App; Crowdsource; Cycling; Fitness; GIS; Maps

Indexed keywords

ACCURACY ASSESSMENT; CYCLE TRANSPORT; GIS; GPS; MAPPING; MOBILE COMMUNICATION; NUMERICAL MODEL; PREDICTION; SPATIAL VARIATION; TRANSPORTATION PLANNING;

EID: 84962215401     PISSN: 09666923     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.jtrangeo.2016.03.006     Document Type: Article

References (44)

1. Allen-Munley C., Daniel J. Urban bicycle route safety rating model application in Jersey City, New Jersey. J. Transp. Eng. 2006, 132(6):499-508. 10.1061/(ASCE)0733-947X(2006)132(6):499.
2. Broach J., Dill J., Gliebe J. Where do cyclists ride? A route choice model developed with revealed preference GPS data. Transp. Res. A Policy Pract. 2012, 46(10):1730-1740. 10.1016/j.tra.2012.07.005.
3. Capital Regional District Estimates of population growth, capital region (accessed 7.10.15). https://www.crd.bc.ca/about/data/regional-information/fact-sheets/population.
4. Casello J.M., Usyukov V. Modeling cyclists' route choice based on GPS data. Transp. Res. Rec. J. Transp. Res. Board 2014, 2430:155-161. 10.3141/2430-16.
5. Chapman L. Transport and climate change: a review. J. Transp. Geogr. 2007, 15(5):354-367. 10.1016/j.jtrangeo.2006.11.008.
6. Crawley M. Statistics - An Introduction Using R 2005, John Wiley & Sons, Inc., West Sussex, England.
7. Cupples J., Ridley E. Towards a heterogeneous environmental and cycling responsibility : sustainability fundamentalism. Area 2008, 40(2):254-264.
8. El Esawey M. Estimation of annual average daily bicycle traffic with adjustment factors. Transp. Res. Rec. J. Transp. Res. Board 2014, 2443:106-114. 10.3141/2443-12.
9. Forsyth A., Krizek K.J., Agrawal A.W., Stonebraker E. Reliability testing of the Pedestrian and Bicycling Survey (PABS) method. J. Phys. Act. Health 2012, 9(5):677-688.
10. Goodchild M.F., Li L. Assuring the quality of volunteered geographic information. Spat. Stat. 2012, 1:110-120. 10.1016/j.spasta.2012.03.002.
11. Gosse C.A., Clarens A. Estimating spatially and temporally continuous bicycle volumes using sparse data. Transp. Res. Rec. J. Transp. Res. Board 2014, 2443:115-122. 10.3141/2443-13.
12. Government of Canada Canadian Climate Normals 1981-2010 Station Data. (accessed 7.25.2015). http://climate.weather.gc.ca/climate_normals/results_1981_2010_e.html?stnID=116&radius=25&proxSearchType=city&coordsCity=48%7C25%7C123%7C22%7CVictoria°reesNorth=&minutesNorth=&secondsNorth=°reesWest=&minutesWest=&secondsWest=&proxSubmit=go&dCode=0.
13. Griffin G.P., Jiao J. Where does bicycling for health happen? Analysing volunteered geographic information through place and plexus. J. Transp. Heal. 2015, 2(2):238-247. 10.1016/j.jth.2014.12.001.
14. Griffin G., Nordback K., Götschi T., Stolz E., Kothuri S. Monitoring bicyclist and pedestrian travel and behavior, current research and practice. Transportation Research Circular Number E-C183 2014.
15. Griswold J.B., Medury A., Schneider R.J. Pilot models for estimating bicycle intersection volumes. Transp. Res. Rec. J. Transp. Res. Board 2011, 2247:1-7. 10.3141/2247-01.
16. Handy S., Van Wee B., Kroesen M. Promoting cycling for transport: research needs and challenges. Transplant. Rev. 2014, 34(1):4-24. 10.1080/01441647.2013.860204.
17. Heinen E., van Wee B., Maat K. Commuting by bicycle: an overview of the literature. Transplant. Rev. 2010, 30(1):59-96. 10.1080/01441640903187001.
18. Hood J., Sall E., Charlton B. A GPS-based bicycle route choice model for San Francisco, California. Transp. Lett. Int. J. Transp. Res. 2011, 3:63-75. 10.3328/TL.2011.03.01.63-75.
19. Jackson S., Mullen W., Agouris P., Crooks A., Croitoru A., Stefanidis A. Assessing completeness and spatial error of features in volunteered geographic information. ISPRS Int. J. Geo-Information 2013, 2(2):507-530. 10.3390/ijgi2020507.
20. Jensen J.R. Intoductory Digital Image Processing: A Remote Sensing Perspective 2005, Pearson Education Inc., New Jersey, USA.
21. Kang L., Fricker J.D. Bicyclist commuters' choice of on-street versus off-street route segments. Transportation 2013, 40:887-902. 10.1007/s11116-013-9453-x.
22. Krykewycz G.R., Pollard C., Canzoneri N., He E. Web-based "crowdsourcing" approach to improve areawide "bikeability" scoring. Transp. Res. Rec. J. Transp. Res. Board 2012, 2245:1-7. 10.3141/2245-01.
23. Landis B.W., Vattikuti V.R., Brannick M.T. Real-time human perceptions: toward a bicycle level of service. Transp. Res. Rec. J. Transp. Res. Board 1997, 1578:119-126. 10.3141/1578-15.
24. Le Dantec C.A., Asad M., Misra A., Watkins K.E. Planning with crowdsourced data : rhetoric and representation in transportation planning. CSCW '15 Proc. 18th ACM Conf. Comput. Support. Coop. Work Soc. Comput 2015, 1717-1727. 10.1145/2675133.2675212.
25. Menghini G., Carrasco N., Schüssler N., Axhausen K.W. Route choice of cyclists in Zurich. Transp. Res. A Policy Pract. 2010, 44(9):754-765. 10.1016/j.tra.2010.07.008.
26. Miranda-Moreno L.F., Nosal T. Weather or not to cycle. Transp. Res. Rec. J. Transp. Res. Board 2011, 2247:42-52. 10.3141/2247-06.
27. Misra A., Gooze A., Watkins K., Asad M., Le Dantec C.A. Crowdsourcing and its application to transportation data collection and management. Transp. Res. Rec. J. Transp. Res. Board 2014, 2414:1-8. 10.3141/2414-01.
28. Nelson T.A., Denouden T., Jestico B., Laberee K., Winters M. BikeMaps.org: a global tool for collision and near Miss Mapping. Front. Public Health 2015, 3(53):1-8. 10.3389/fpubh.2015.00053.
29. Niemeier D.A. Longitudinal analysis of bicycle count variability: results and modeling implications. J. Transp. Eng. 1996, 122(3):200-206. 10.1061/(ASCE)0733-947X(1996)122:3(200).
30. Nordback K., Marshall W.E., Janson B.N., Stolz E. Estimating annual average daily bicyclists. Transp. Res. Rec. J. Transp. Res. Board 2013, 2339:90-97. 10.3141/2339-10.
31. Pucher J., Buehler R. Making cycling irresistible: lessons from The Netherlands, Denmark and Germany. Transplant. Rev. 2008, 28(4):495-528. 10.1080/01441640701806612.
32. Pucher J., Dijkstra L. Promoting safe walking and cycling to improve public health: lessons from The Netherlands and Germany. Am. J. Public Health 2003, 93(9):1509-1516.
33. Ryus, P., Ferguson, E., Laustsen, K.M., Scheider, R.J., Proulx, F.R., Hull, T., Miranda-Moreno, L., Guidebook on Pedestrian and Bicycle Volume Data Collection. National Cooperative Highway Research Program (NCHRP) Report 797, 2014.
34. Sener I.N., Eluru N., Bhat C.R. An analysis of bicycle route choice preferences in Texas, US. Transportation 2009, 36:511-539. 10.1007/s11116-009-9201-4.
35. Statistics Canada Proportion of workers commuting to work by car, truck or van, by public transit, on foot, or by bicycle, census metropolitan areas. (accessed 7.10.15). http://www12.statcan.gc.ca/nhs-enm/2011/as-sa/99-012-x/2011003/tbl/tbl1a-eng.cfm.
36. Statistics Canada Census subdivision of Victoria, CY-British Columbia (accessed 7.10.15). https://www12.statcan.gc.ca/census-recensement/2011/as-sa/fogs-spg/Facts-csd-eng.cfm?LANG=Eng&GK=CSD&GC=5917034.
37. Stinson M.A., Bhat C.R. Commuter bicyclist route choice: analysis using a stated preference survey. Transp. Res. Rec. J. Transp. Res. Board 2003, 1828:107-115.
38. Strava Frequently Asked Questions (accessed 7.24.15). http://metro.strava.com/faq/.
39. Winters M., Teschke K. Route preferences among adults in the near market for bicycling: findings of the cycling in cities study. Am. J. Health Promot. 2010, 25(1):40-47. 10.4278/ajhp.081006-QUAN-236.
40. Winters M., Brauer M., Setton E.M., Teschke K. Built environment influences on healthy transportation choices: bicycling versus driving. J. Urban Health 2010, 87(6):969-993. 10.1007/s11524-010-9509-6.
41. Winters M., Teschke K., Grant M., Setton E.M., Brauer M. How far out of the way will we travel?. Transp. Res. Rec. J. Transp. Res. Board 2011, 2190:1-10. 10.3141/2190-01.
42. Winters M., Brauer M., Setton E.M., Teschke K. Mapping bikeability: a spatial tool to support sustainable travel. Environ. Plan. B Plan. Des. 2013, 40(5):865-883. 10.1068/b38185.
43. Zuur A.F., Leno E.N., Smith G.M. Statistics for Biology and Health: Analysing Ecological Data 2007, Springer-Verlag, New York, USA.
44. Zuur A.F., Ieno E.N., Elphick C.S. A protocol for data exploration to avoid common statistical problems. Methods Ecol. Evol. 2010, 1(1):3-14. 10.1111/j.2041-210X.2009.00001.x.