class: center, middle, inverse, title-slide # Infrastructure is not enough: disadvantge and cycling participation in England ## 🚴🚴🏿🚴🚴 ### Vidal Tortosa, Lovelace, Heinen, and Mann ### 14/07/20 --- class: center, middle # Background --- background-image: url('Images/cycling_park_image.jpg') background-size: cover class: center, middle, inverse # Benefits of cycling are widely recognised --- background-image: url('Images/cargo-bike-996-1508880736.jpg') background-size: cover class: center, middle, inverse # More opportunities ??? As a mode of transport (more opportunities to escape the cycle of poverty) --- background-image: url('Images/ciclovia_0.png') background-size: cover class: inverse, center, middle # More physical activity ??? As a source of physical activity (more physical and mental wellness to reduce health inequalities) --- ## Association socioeconomic position and cycling use? -- <img src="./Images/Socioeconomic status vs cycling1.jpg" width="100%" /> --- ## Association socioeconomic position and cycling use? <img src="./Images/Socioeconomic status vs cycling2.jpg" width="100%" /> --- ## Association socioeconomic position and cycling use? <img src="./Images/Socioeconomic status vs cycling3.jpg" width="100%" /> --- ## Association socioeconomic position and cycling use? <img src="./Images/Socioeconomic status vs cycling.jpg" width="100%" /> --- ## Equitable distribution of cycle-friendly environments? -- .pull-left[North America <!-- --><!-- --> ] -- .pull-right[South America <!-- --><!-- --> ] --- ## Cycling among disadvantaged populations in England -- .pull-left[Bradford-Leeds Superhighway <img src="./Images/Bradford-Leeds-map.jpg" width="100%" /><img src="./Images/Bradford-Leeds.jpg" width="100%" /> ] -- .pull-right[Non-infrastructural measures <img src="./Images/Free_bikes.jpg" width="100%" /><img src="./Images/-jwt4863.jpg" width="100%" /> ] --- class: center, middle # Aims --- class: middle ## - Extent to which socioeconomic disadvantage affects cycling -- ## - Extent to which this impact could be explained by the environment --- class: center, middle # Data and Methods --- ## Data <img src="./Images/Data.jpg" width="50%" /> --- ## Data ```r # First 6 rows of the dataset head(mydata) ``` ``` ## total leisure utility gender age ethnicity education occupation ## 1 1 1 0 Female 16-34 White High Higher ## 2 0 0 0 Male 16-34 White Medium Higher ## 3 0 0 0 Male 75+ White High <NA> ## 4 0 0 0 Male 55-74 White High Higher ## 5 1 1 0 Female 16-34 White High Students/others ## 6 0 0 0 Male 35-54 Non-white High Lower ## urb/rural deprivation cycle tracks cycle lanes quietness density hilliness ## 1 Urban Q5 (least) 0.09 0.04 71.55 646.88 2.60 ## 2 Urban Q1 (most) 4.91 1.80 73.49 4595.88 2.13 ## 3 Urban Q5 (least) 1.67 0.49 71.28 812.50 4.15 ## 4 Rural Q4 0.13 0.00 70.95 180.51 1.94 ## 5 Urban Q4 8.76 0.77 73.63 2007.01 2.85 ## 6 Urban Q1 (most) 1.44 0.25 70.87 4279.65 2.28 ``` --- ## Methods ### Descriptive statistics ### Multilevel binary logistic regression models <img src="./Images/Conceptual model_big.jpg" width="75%" /> --- class: center, middle # Results --- ## Descriptive results <div id="htmlwidget-90840b0f03b65b468852" style="width:750px;height:500px;" class="plotly html-widget"></div> <script type="application/json" 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infrastructure","x":1.02,"y":1,"showarrow":false,"ax":0,"ay":0,"font":{"color":"rgba(0,0,0,1)","family":"","size":14.6118721461187},"xref":"paper","yref":"paper","textangle":-0,"xanchor":"left","yanchor":"bottom","legendTitle":true}],"yaxis":{"domain":[0,1],"automargin":true,"type":"linear","autorange":false,"range":[-1.25,26.25],"tickmode":"array","ticktext":["0","5","10","15","20","25"],"tickvals":[0,5,10,15,20,25],"categoryorder":"array","categoryarray":["0","5","10","15","20","25"],"nticks":null,"ticks":"","tickcolor":null,"ticklen":3.65296803652968,"tickwidth":0,"showticklabels":true,"tickfont":{"color":"rgba(77,77,77,1)","family":"","size":10.6268161062682},"tickangle":-0,"showline":false,"linecolor":null,"linewidth":0,"showgrid":true,"gridcolor":"rgba(235,235,235,1)","gridwidth":0.66417600664176,"zeroline":false,"anchor":"x","title":"","hoverformat":".2f"},"shapes":[{"type":"rect","fillcolor":null,"line":{"color":null,"width":0,"linetype":[]},"yref":"paper","xref":"paper","x0":0,"x1":0.489128071319852,"y0":0,"y1":1},{"type":"rect","fillcolor":null,"line":{"color":null,"width":0,"linetype":[]},"yref":"paper","xref":"paper","x0":0,"x1":0.489128071319852,"y0":0,"y1":23.37899543379,"yanchor":1,"ysizemode":"pixel"},{"type":"rect","fillcolor":null,"line":{"color":null,"width":0,"linetype":[]},"yref":"paper","xref":"paper","x0":0.510871928680148,"x1":1,"y0":0,"y1":1},{"type":"rect","fillcolor":null,"line":{"color":null,"width":0,"linetype":[]},"yref":"paper","xref":"paper","x0":0.510871928680148,"x1":1,"y0":0,"y1":23.37899543379,"yanchor":1,"ysizemode":"pixel"}],"xaxis2":{"type":"linear","autorange":false,"range":[0.4,5.6],"tickmode":"array","ticktext":["Q1 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Total cycling","imd_5: Q2<br />results: 0.122667565<br />type: Total cycling","imd_5: Q3<br />results: 0.061854146<br />type: Total cycling","imd_5: Q4<br />results: 0.124352780<br />type: Total cycling","imd_5: Q5 (least)<br />results: 0.192023034<br />type: Total cycling"],"type":"bar","marker":{"autocolorscale":false,"color":"rgba(27,158,119,1)","line":{"width":1.88976377952756,"color":"transparent"}},"name":"Total cycling","legendgroup":"Total cycling","showlegend":true,"xaxis":"x","yaxis":"y","hoverinfo":"text","frame":null},{"orientation":"v","width":[0.1125,0.1125,0.1125,0.1125,0.112500000000001],"base":[-0.395835042827176,-0.156826911260252,0,0,0],"x":[0.71875,1.71875,2.71875,3.71875,4.71875],"y":[0.395835042827176,0.156826911260252,0.0713227120238306,0.136073665871759,0.250768974452892],"text":["imd_5: Q1 (most)<br />results: 0.395835043<br />type: Leisure cycling","imd_5: Q2<br />results: 0.156826911<br />type: Leisure cycling","imd_5: Q3<br />results: 0.071322712<br />type: Leisure cycling","imd_5: Q4<br />results: 0.136073666<br />type: Leisure cycling","imd_5: Q5 (least)<br />results: 0.250768974<br />type: Leisure cycling"],"type":"bar","marker":{"autocolorscale":false,"color":"rgba(217,95,2,1)","line":{"width":1.88976377952756,"color":"transparent"}},"name":"Leisure cycling","legendgroup":"Leisure cycling","showlegend":true,"xaxis":"x","yaxis":"y","hoverinfo":"text","frame":null},{"orientation":"v","width":[0.1125,0.1125,0.1125,0.1125,0.112500000000001],"base":[-0.0183557502913498,-0.00739121870866859,0,0,-0.0230093088774093],"x":[0.83125,1.83125,2.83125,3.83125,4.83125],"y":[0.0183557502913498,0.00739121870866859,0.00364877317971301,0.043889965073661,0.0230093088774093],"text":["imd_5: Q1 (most)<br />results: 0.018355750<br />type: Utility cycling","imd_5: Q2<br />results: 0.007391219<br />type: Utility cycling","imd_5: Q3<br />results: 0.003648773<br />type: Utility cycling","imd_5: Q4<br />results: 0.043889965<br />type: Utility cycling","imd_5: Q5 (least)<br />results: 0.023009309<br />type: Utility cycling"],"type":"bar","marker":{"autocolorscale":false,"color":"rgba(117,112,179,1)","line":{"width":1.88976377952756,"color":"transparent"}},"name":"Utility cycling","legendgroup":"Utility cycling","showlegend":true,"xaxis":"x","yaxis":"y","hoverinfo":"text","frame":null},{"orientation":"v","width":[0.1125,0.1125,0.1125,0.1125,0.112500000000001],"base":[0,0,-0.0961461858923643,-0.212886442411788,-0.269967035990624],"x":[0.94375,1.94375,2.94375,3.94375,4.94375],"y":[0.418315058967927,0.135862072987097,0.0961461858923643,0.212886442411788,0.269967035990624],"text":["imd_5: Q1 (most)<br />results: 0.418315059<br />type: Cycle tracks (off-road)","imd_5: Q2<br />results: 0.135862073<br />type: Cycle tracks (off-road)","imd_5: Q3<br />results: 0.096146186<br />type: Cycle tracks (off-road)","imd_5: Q4<br />results: 0.212886442<br />type: Cycle tracks (off-road)","imd_5: Q5 (least)<br />results: 0.269967036<br />type: Cycle tracks (off-road)"],"type":"bar","marker":{"autocolorscale":false,"color":"rgba(204,204,204,1)","line":{"width":1.88976377952756,"color":"transparent"}},"name":"Cycle tracks (off-road)","legendgroup":"Cycle tracks (off-road)","showlegend":true,"xaxis":"x","yaxis":"y","hoverinfo":"text","frame":null},{"orientation":"v","width":[0.1125,0.1125,0.1125,0.112500000000001,0.112500000000001],"base":[0,0,0,-0.0892339157701356,-0.103161810178481],"x":[1.05625,2.05625,3.05625,4.05625,5.05625],"y":[0.0601101620437721,0.00722896437838288,0.0351663348508934,0.0892339157701356,0.103161810178481],"text":["imd_5: Q1 (most)<br />results: 0.060110162<br />type: Cycle lanes (on-road)","imd_5: Q2<br />results: 0.007228964<br />type: Cycle lanes (on-road)","imd_5: Q3<br />results: 0.035166335<br />type: Cycle lanes (on-road)","imd_5: Q4<br />results: 0.089233916<br />type: Cycle lanes (on-road)","imd_5: Q5 (least)<br />results: 0.103161810<br />type: Cycle lanes 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Density"],"type":"bar","marker":{"autocolorscale":false,"color":"rgba(51,51,51,1)","line":{"width":1.88976377952756,"color":"transparent"}},"name":"Density","legendgroup":"Density","showlegend":true,"xaxis":"x","yaxis":"y","hoverinfo":"text","frame":null},{"orientation":"v","width":[0.1125,0.1125,0.1125,0.112500000000001,0.112500000000001],"base":[-0.0898584885881075,-0.0599010141874961,-0.00355346195474135,0,0],"x":[1.39375,2.39375,3.39375,4.39375,5.39375],"y":[0.0898584885881075,0.0599010141874961,0.00355346195474135,0.0435705793486785,0.103644215525512],"text":["imd_5: Q1 (most)<br />results: 0.089858489<br />type: Hilliness","imd_5: Q2<br />results: 0.059901014<br />type: Hilliness","imd_5: Q3<br />results: 0.003553462<br />type: Hilliness","imd_5: Q4<br />results: 0.043570579<br />type: Hilliness","imd_5: Q5 (least)<br />results: 0.103644216<br />type: Hilliness"],"type":"bar","marker":{"autocolorscale":false,"color":"rgba(205,0,0,1)","line":{"width":1.88976377952756,"color":"transparent"}},"name":"Hilliness","legendgroup":"Hilliness","showlegend":true,"xaxis":"x","yaxis":"y","hoverinfo":"text","frame":null},{"x":[1.5,1.5,null,2.5,2.5,null,3.5,3.5,null,4.5,4.5,null,5.5,5.5],"y":[-0.448051962478037,0.70072026984091,null,-0.448051962478037,0.70072026984091,null,-0.448051962478037,0.70072026984091,null,-0.448051962478037,0.70072026984091,null,-0.448051962478037,0.70072026984091],"text":["xintercept: 1.5","xintercept: 1.5",null,"xintercept: 2.5","xintercept: 2.5",null,"xintercept: 3.5","xintercept: 3.5",null,"xintercept: 4.5","xintercept: 4.5",null,"xintercept: 5.5","xintercept: 5.5"],"type":"scatter","mode":"lines","line":{"width":1.88976377952756,"color":"rgba(153,153,153,1)","dash":"dash"},"hoveron":"points","showlegend":false,"xaxis":"x","yaxis":"y","hoverinfo":"text","frame":null}],"layout":{"margin":{"t":23.3059360730594,"r":7.30593607305936,"b":34.8692403486924,"l":50.8094645080946},"font":{"color":"rgba(0,0,0,1)","family":"","size":14.6118721461187},"xaxis":{"domain":[0,1],"automargin":true,"type":"linear","autorange":false,"range":[0.4,5.6],"tickmode":"array","ticktext":["Q1 (most)","Q2","Q3","Q4","Q5 (least)"],"tickvals":[1,2,3,4,5],"categoryorder":"array","categoryarray":["Q1 (most)","Q2","Q3","Q4","Q5 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deprivation","font":{"color":"rgba(0,0,0,1)","family":"","size":13.2835201328352}},"hoverformat":".2f"},"yaxis":{"domain":[0,1],"automargin":true,"type":"linear","autorange":false,"range":[-0.448051962478037,0.70072026984091],"tickmode":"array","ticktext":["-0.25","0.00","0.25","0.50"],"tickvals":[-0.25,0,0.25,0.5],"categoryorder":"array","categoryarray":["-0.25","0.00","0.25","0.50"],"nticks":null,"ticks":"","tickcolor":null,"ticklen":3.65296803652968,"tickwidth":0,"showticklabels":true,"tickfont":{"color":"rgba(77,77,77,1)","family":"","size":10.6268161062682},"tickangle":-0,"showline":false,"linecolor":null,"linewidth":0,"showgrid":true,"gridcolor":"rgba(235,235,235,1)","gridwidth":0.66417600664176,"zeroline":false,"anchor":"x","title":{"text":"Mean standardised scores","font":{"color":"rgba(0,0,0,1)","family":"","size":13.2835201328352}},"hoverformat":".2f"},"shapes":[{"type":"rect","fillcolor":null,"line":{"color":null,"width":0,"linetype":[]},"yref":"paper","xref":"paper","x0":0,"x1":1,"y0":0,"y1":1}],"showlegend":true,"legend":{"bgcolor":null,"bordercolor":null,"borderwidth":0,"font":{"color":"rgba(0,0,0,1)","family":"","size":11.689497716895},"y":0.938132733408324},"hovermode":"closest","barmode":"relative"},"config":{"doubleClick":"reset","showSendToCloud":false},"source":"A","attrs":{"511e6af82d1f":{"x":{},"y":{},"fill":{},"type":"bar"},"511e9766cce":{"xintercept":{}}},"cur_data":"511e6af82d1f","visdat":{"511e6af82d1f":["function (y) ","x"],"511e9766cce":["function (y) 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","x"],"511e2a69127b":["function (y) ","x"]},"highlight":{"on":"plotly_click","persistent":false,"dynamic":false,"selectize":false,"opacityDim":0.2,"selected":{"opacity":1},"debounce":0},"shinyEvents":["plotly_hover","plotly_click","plotly_selected","plotly_relayout","plotly_brushed","plotly_brushing","plotly_clickannotation","plotly_doubleclick","plotly_deselect","plotly_afterplot","plotly_sunburstclick"],"base_url":"https://plot.ly"},"evals":[],"jsHooks":[]}</script> --- class: center, middle # Discussion and conclusions --- class: middle ## Extent socioeconomic disadvantage affects cycling - Negative relationship deprivation and cycling use (leisure/utility) - Research supports this results for leisure, but not for utility cycling -- ## Extent this impact could be explained by the environment - Deprived areas more suitable for cycling - Because these tend to be in city centers - Infrastructure not enough to engage disadvantaged people cycling -- ## Limitations - Cross sectional and self-reported data - No LSOA-level - Risk of ecological fallacy - Other environmental factors not considered --- background-image: url('Images/1000w.jpg') background-position: 50% 50% class: bottom, center # If infrastructure is not enough ... # What other measures may help to achieve cycling equity? --- background-size: cover class: inverse, center, middle, # Thanks! Code used at https://github.com/eugenividal/infrastructure-is-not-enough For further information visit https://eugenividal.github.io