| Literature DB >> 28190905 |
Rachel Aldred1, Bridget Elliott2, James Woodcock3, Anna Goodman4.
Abstract
In this paper, we represent a systematic review of stated preference studies examining the extent to which cycle infrastructure preferences vary by gender and by age. A search of online, English-language academic and policy literature was followed by a three-stage screening process to identify relevant studies. We found 54 studies that investigated whether preferences for cycle infrastructure varied by gender and/or by age. Forty-four of these studies considered the extent of separation from motor traffic. The remainder of the studies covered diverse topics, including preferred winter maintenance methods and attitudes to cycle track lighting. We found that women reported stronger preferences than men for greater separation from motor traffic. There was weaker evidence of stronger preferences among older people. Differences in preferences were quantitative rather than qualitative; that is, preferences for separated infrastructure were stronger in some groups than in others, but no group preferred integration with motor traffic. Thus, in low-cycling countries seeking to increase cycling, this evidence suggests focusing on the stronger preferences of under-represented groups as a necessary element of universal design for cycling.Entities:
Keywords: Cycling; age; equity; gender; systematic review
Year: 2016 PMID: 28190905 PMCID: PMC5259802 DOI: 10.1080/01441647.2016.1200156
Source DB: PubMed Journal: Transp Rev ISSN: 0144-1647
Figure 1. Summary of evidence management strategy.
Characteristics of included studies.
| Number of studies | Percentage of studies | ||
|---|---|---|---|
| Sample size | Under 50 | 2 | 4 |
| 50–99 | 6 | 11 | |
| 100+ | 45 | 83 | |
| Not stated | 1 | 2 | |
| Study composition | All cyclists, or under 50% non-cyclists | 39 | 72 |
| At least 50% non-cyclists | 12 | 22 | |
| Not stated | 3 | 6 | |
| Country of origin | USA | 19 | 35 |
| UK | 8 | 15 | |
| Belgium | 3 | 6 | |
| Canada | 4 | 7 | |
| Other/more than one country | 20 | 37 | |
| Sampling method | Convenience sample | 34 | 63 |
| Purposive convenience sampling | 5 | 9 | |
| Random sampling | 14 | 26 | |
| Not stated | 1 | 2 | |
| Preference elicitation method | Description (only) | 26 | 48 |
| Existing infrastructure | 8 | 15 | |
| Images | 16 | 30 | |
| Video | 4 | 7 | |
| Situational specificity | Very low | 25 | 46 |
| Medium | 19 | 35 | |
| High | 10 | 19 |
Gender, age and infrastructure preferences.
| Citation key | Country | Population | Statistically significant differences reported | Similarities |
|---|---|---|---|---|
| Akar, Fischer and Namgung ( | USA | Ohio State University students, faculty, staff | Females are more likely than males to self-identify as a “beginner cyclist who prefers to stick to the bike trails, paths and/or sidewalks” while substantially more males self-identified as an “advanced, confident cyclist who is comfortable riding in most traffic situations”. Proportions of female students who chose “vehicular traffic” and “lack of bicycle lanes/paths/trails” as barriers to bicycling were significantly higher than that of the male students | |
| Aldred ( | UK | Mostly cyclists in UK | Study asked whether 10 aspects of the cycling environment would be suitable for riding on by (a) “most people” (b) on their own (c) carrying a child (d) with an 8-year-old (e) by a 12-year-old. Seven of these 50 differences were significant, with more support for segregation among females | For 43 out of 50 situations, there were no significant differences. In particular, there were no significant gender differences for questions related to 8- and 12-year-olds |
| Antonakos ( | USA | 552 cyclists at four recreational bike tours in Michigan | For commuter cycling preferences, females rated bike lanes and bike paths higher on average, than males. On a scale from 1 (not at all preferred/not at all important) to 5 (very preferred/extremely important), females rated bike lanes and bike paths at 4.2 and 4.1, respectively, on average compared to 3.9 and 3.6 for males. Females and males both rated traffic safety as high importance, though females gave higher ratings (4.5 vs. 4.1) | The hierarchy of “corridor type” preferences was similar with regards to commuting: males and females both rated bike lanes and wide curb lanes as high preferences |
| Antonakos ( | USA | 552 cyclists at four recreational bike tours in Michigan | For recreational cycling preferences, cycling experience and age were negatively associated with preference for bike paths, sidewalks, dirt roads, and trails for recreational cycling For commuting cycling preferences, age and cycling experience were negatively associated with preference for bike paths, sidewalks, and dirt trails for commuting | Age was not associated with concerns about traffic and safety |
| Berggren, Graves, Pickus, and Hand Wirtis ( | USA | Portland cyclists | Females more often responded “much more likely” over “somewhat more likely” for every street characteristic by at least 9%. Safety characteristics of a bike route (e.g. markings, low traffic, traffic lights at arterials, etc.) were more important to female cyclists | Survey data did not indicate large gaps between the preferences of male and female cyclists when combining those who were “much more likely” and “somewhat more likely” to select a route based on a characteristic |
| Bernhoft and Carstensen ( | Denmark | Pedestrians and cyclists aged 40–49 and 70+ in two provincial cities in Denmark | A significantly higher proportion of females than males found cycle paths important for their comfort In the younger group, a higher proportion of females than males would choose a route with cycle path and signalised crossings | Presence of cycle paths was the most important route attribute for both men and women |
| Bernhoft and Carstensen ( | Denmark | Pedestrians and cyclists aged 40–49 and 70+ in 2 provincial cities in Denmark | A higher proportion of older than younger respondents said that the presence of cycle paths was most important for their comfort The amount of traffic was not as important for the younger group as for the older group | Both the older and younger cyclists felt that the presence of cycle paths was most important for their comfort (over 80% for both groups) |
| Börjesson and Eliasson ( | Sweden | Cyclists in Stockholm | Males and females placed equal value on the different route types, for example, cycling time spent on street (or on a cycle path) | |
| Börjesson and Eliasson ( | Sweden | Cyclists in Stockholm | The marginal utilities of time and money were not significantly dependent on age | |
| Brick, McCarthy, and Caulfield ( | Ireland | Cyclists and non-cyclists in Dublin | Females had a greater preference than males for “greenways” and “off road cycle lanes” | Ordering of route types was the same for both genders – off-road cycle lane, then Greenway, then on-road cycle lane, then shared bus lane, then no facilities |
| Deenihan and Caulfield ( | Ireland | Tourists at two locations in Dublin | Male tourists were more likely than females to choose a road without cycling facilities, with female tourists more likely to choose a road with cycle lanes or a segregated from traffic cycling facility | Female tourists were very unlikely to select a road without any cycling facilities |
| Deenihan and Caulfield ( | Ireland | Tourists at two locations in Dublin | Younger tourists were more likely than older tourists to choose a road without any cycle infrastructure. Older tourists have a higher preference for a fully segregated facility, over a cycle lane | |
| Chataway et al. ( | Australia/Denmark | Cyclists targeted through university networks and cycling forums in Brisbane and Copenhagen. Fliers left on bikes in Copenhagen | Male cyclists were linked to lower fear of traffic (measured through a range of questions about cycling situations) in comparison with female cyclists | |
| Chataway et al. ( | Australia/Denmark | As above | Older cyclists were more averse to riding in mixed traffic | |
| dell’Olio, Ibeas, Bordagaray, and Ortúzar ( | Spain | 117 self-classified potential bike users in Santander | Women were more critical than men of existing cycle networks, placing more value on adequate and safe paths | The influence of “existence of an adequate cycle path” in the mode choice model was not affected by gender |
| Dickinson, Kingham, Copsey, and Pearlman Hougie ( | UK | Employees at three organisations in Hertfordshire | Cycle paths were particularly popular among females who lived near enough to cycle and had access to a cycle | Cycle paths were popular amongst both males and females |
| Dill and McNeil ( | USA | Residents in Portland | Females were under-represented among more confident adults and those who cycled for transportation | |
| Dill and McNeil ( | USA | Residents in Portland | Older adults were under-represented among more confident adults and those who currently cycle for transportation | |
| Dill, Goddard, Monsere, and McNeil ( | USA | Cyclists and residents in five large US cities (Cyclists and non cyclists) | On several measures of safety and comfort, female cyclists using protected bike lanes had more positive associations with the lanes than males. For example:
- Females were more likely to agree that the new protected bikeways were safer than other city bikeways (93% vs. 87%) - Females were slightly more comfortable than males on paths or trails separated from the street and less comfortable on commercial streets without bike lanes For potential female bicyclists (part of the residential group), protected lanes increased stated comfort levels significantly, though females still reported lower comfort levels than males Among residents interested in bicycling more for transportation, 87% of females and 82% of males agreed that they would be more likely to ride if motor vehicles and bicycles were physically separated | Both males and female intercepted cyclists overwhelmingly felt that protected bike lanes increased their safety while riding in them There were no gender differences found amongst intercepted cyclists in relation to some statements about protected bike lanes, for example:
- The buffer section with parked cars makes me feel safe (asked on lanes with buffers) - The buffer effectively separates bikes from cars - The buffer does a good job of protecting bikes from cars - The lane design effectively separates bicyclists from pedestrians Amongst intercepted cyclists, there were few gender differences with regards to facility design |
| Emond, Tang, and Handy ( | USA | Random sample of residents in six small cities in the USA | Males were more likely than females to report that they would ride with heavier traffic, despite similar levels of discomfort | Males experienced approximately as much discomfort on average as females on facilities not separated from heavier traffic |
| Gardner ( | UK | Leisure cyclists, non-cyclists and utility cyclists in different areas of England | More males than females were willing to cycle alone, with some females indicating that they did not feel safe if cycle lanes were too isolated, or in parks or the countryside on their own | |
| Heesch, Sahlqvist, and Garrard ( | Australia | Adult cyclists in Queensland who were members of Bicycle Queensland (BQ) club | For transport cycling, females were less likely than males to prefer cycling on the road For recreational cycling, females were less likely than males to prefer cycling on-road, but more likely to prefer cycling off-road Top constraints for at least half of males and females were perceived environmental factors, namely traffic and aggression from motorists, with females significantly more likely to report these | For transport cycling, few males or females preferred to cycle on the road On-road routes were even less preferred for transport cycling than recreational cycling by both males and females |
| Hughes and Harkey ( | USA | Twenty-three casual and 12 experienced cyclists | Apparent reduction in sensitivity to risk on the part of the “younger cyclist” (under 20 years) | |
| Hunt and Abraham ( | Canada | Cyclists in Edmonton | Indications that older people had less aversion to mixed traffic and that the very young had less aversion to paths were statistically weak | |
| Krizek, Johnson and Tilahun ( | USA | 292 current and potential cyclists in Minnesota | Females were willing to travel more additional minutes than men for a preferred facility. Assuming a 20 minute commute, males were willing to divert 5.43 fewer minutes than females | Male and female cyclists were relatively similar in the proportion who valued specific facilities such as on-road lanes, separate paths, and a connected system of bicycle routes Both males and females were willing to travel longer for an off-road facility, followed by a bicycle lane with no on-street parking |
| Landis, Vattikuti, and Brannick ( | USA | 150 cyclists aged 13+ in Tampa, Florida | No significant difference in mean bicycle quality-of-service scores by gender | |
| Landis et al. ( | USA | 60 cyclists aged 13+ in Orlando, Florida | No significant difference in mean bicycle quality-of-service scores by gender | |
| Lawson, Pakrashi, Ghosh, and Szeto ( | Ireland | 1954 cyclists, who regularly cycled in Dublin within the previous 12 months | For both genders, cyclists who preferred to use roads with no cycling facilities were more likely to describe cycling as safe than others | |
| Lawson et al. ( | Ireland | As above | The probability of describing cycling as safer than or as safe as driving grew with age | |
| Li, Wang, Liu, Schneider, and Ragland ( | China | 805 cyclists in the metropolitan area of Nanjing | Male and female bicyclists did not perceive different levels of comfort on physically separated bicycle path sections | |
| Li et al. ( | China | 805 cyclists in the metropolitan area of Nanjing | Bicyclists under 30 were 10% more comfortable on average across all facilities studied than those over 30 | |
| Lusk, Wen, and Zhou ( | China | 1150 adults in Hangzhou | The difference between males and females preferring to use the road was statistically significant (5.3% male, 3.0% female) Females preferred segregated cycle tracks more than males (60.2% vs. 53.9%) Females preferred bicycle signals more than men (69.1% vs. 63.7%) | Few males or females preferred to use the road Preference for bicycling on segregated cycle tracks in the study population was almost double in both genders, compared to all other types of route |
| Ma and Dill ( | USA | Random phone survey of 902 adults in Portland, Oregon region | Females with children were more likely to perceive their relatively “high bikeable” neighbourhoods as low bikeable, than males with children | |
| Ma and Dill ( | USA | Random phone survey of 902 adults in Portland, Oregon region | Compared with people aged 18–34, middle-aged (35–54) people are less likely to hold low perceptions in “high bikeable” neighbourhoods; while older people (55+) are nearly three times more likely to perceive “high bikeable” environments as low | |
| Majumda, Mitra, and Pareekh ( | India | Residents of two small Indian cities | Significant gender differences were found for the following statement for one of the samples: I will not cycle because of safety hazard associated | No significant gender differences were found for the following statement for both samples:
- I will not cycle because presence of other motorised vehicles makes it difficult for bicycle commuters especially in peak hours |
| Majumda et al. ( | India | Residents of two small Indian cities | No significant age differences were found for the following factors/statements for both samples:
- I will not cycle because presence of other motorised vehicles makes it difficult for bicycle commuters especially in peak hours - I will not cycle because of safety hazard associated | |
| Mertens et al. ( | Belgium | 66 Flemish adults (45–64 years) living in an urban (>600 inhabitants/km2) or semi-urban (300–600 inhabitants/km2) municipality in Flanders or Brussels Capital Region | No moderating effects of gender or age when exploring environmental factors related to the invitingness for transportation cycling | |
| Misra et al. ( | USA | 127 users of Cycle Atlanta smartphone application | Gender had an influence on rider type self-categorisation:
- Male cyclists were more likely to categorise themselves as “strong and fearless” or “enthused and confident” than the female cyclists; - Females were more likely to classify themselves as “comfortable but cautious” than male riders | Riders across all cyclist types prefer dedicated cycling facilities and are opposed to high-speed traffic and high-volume traffic |
| Misra et al. ( | USA | As above | Age had an influence on rider type self-categorisation:
- Older people were less likely to categorise themselves as “strong and fearless” - With increasing age people are more likely to group themselves into less confident groups | As above |
| Parkin, Wardman, and Page ( | UK | 144 cyclist and non-cyclists from Bolton Metropolitan Borough Council, the University of Bolton and Bolton Royal Hospital | Males generally considered cycling more acceptable than females | Models were estimated that included person type variables and interactions between those and journey variables. While these did show some significant effects, they were often at the expense of the main effects becoming non-significant |
| Parkin et al. ( | UK | 144 cyclist and non-cyclists from Bolton Metropolitan Borough Council, the University of Bolton and Bolton Royal Hospital | The young and older people perceived junctions as adding more risk than those aged 35–44 Young and older people generally considered cycling less acceptable than those aged 35–44 | |
| Petritsch, Ozkul, McLeod, Landis, and McLeod ( | USA | 80 cyclists at the Ride for Science 2009 in Tampa, Florida | No statistically significant grading difference was found between genders in this bicycle level of service study of paths adjacent to roadways | |
| Petritsch et al. ( | USA | 80 cyclists at the Ride for Science 2009 in Tampa, Florida | No statistically significant grading difference was found between age groups | |
| Ryley ( | UK | Cyclists and non-cyclists in West Edinburgh | More females than males said that more money should be spent on on-road cycle lanes, and that safety fears prevent them from cycling The model coefficient for “facilities on route” was higher for women than males | |
| Sallis et al. ( | USA | 1780 adults aged 20–65 in Seattle, Washington and Baltimore, Maryland regions | No association between gender and the stated projected increase in cycling if safety from cars was improved | |
| Sallis et al. ( | USA | As above | No association between age and the stated projected increase in cycling if safety from cars was improved | |
| Sanders ( | USA | 263 people who drive and/or cycle, in the San Francisco Bay Area | Female respondents were significantly less comfortable than males sharing with motor traffic | Barrier-separated bicycle lanes were popular among potential and current cyclists, irrespective of gender, age, and cycling frequencies |
| Segadilha et al. ( | Brazil | 65 (80% male) cycle commuters in a medium-sized Brazilian city (São Carlos, SP) | No statistically significant gender differences in factors influencing cyclist route choice | |
| Segadilha et al. ( | Brazil | As above | No statistically significant age differences in factors influencing cyclist route choice | |
| Sener, Eluru, and Bhat ( | USA | 1605 cyclists across more than 100 cities in Texas | Male bicyclists perceived bicycle facilities in their community to be better than did female bicyclists | |
| Sener et al. ( | USA | 1605 cyclists across more than 100 cities in Texas | Young bicyclists (18–24) had the most positive perception of safety from traffic crashes Young bicyclists perceived bicycle facilities in their community to be better than did older bicyclists Bicycle lanes led to a substantial improvement in perception of safety from traffic crashes, particularly for individuals aged 65 + | No statistically significant difference in safety perceptions among individuals of different ages beyond 24 years |
| Steer Davies Gleave ( | UK | Cyclists and non-cyclists in London | Females gave “No traffic on the road”, “Segregated cycle lane” and “Junction types” higher ranks than did males, while “Unsegregated cycle lane” was lower down the list compared to males On average, females rated the absence of (clearly marked) cycle lanes as more unsafe than males. For example, the mean safety score given for “no cycle lanes” varied between 7.3 and 7.8 for different female age groups, compared to 6.5 to 7.1 for different male age groups (where 1 is “completely safe” and 10 “completely unsafe”) | Males and females both had stronger preferences for segregated cycle lanes (compared to no cycle lane or non-segregated cycle lanes) and no traffic (compared to low volume of traffic) Men and women of all ages had similar infrastructural preferences, on average, when comparing kerb-segregated and off-road lanes (the two most preferred infrastructure types), clearly marked cycle lanes (less preferred) and no cycle infrastructure (least preferred) |
| Steer Davies Gleave ( | UK | Cyclists and non-cyclists in London | For females, perceptions of safety generally decreased with age, particularly aged 55–64 and 65 + The youngest males tended to rate the choices as less safe than those in other age groups, although not as much as the oldest group | As above |
| Steer Davies Gleave ( | UK | 2307 cyclists in London | There was a significant difference in confidence between males and females saying that they felt confident to cycle on all roads (79% vs. 50%) Females were much more likely to prefer routes away from other traffic and difficult junctions. The average score for “Safety is the most important consideration when choosing a cycle route” for females was 0.89, compared to 0.53 for males (based on a five point scale from strongly agree (+2) to strongly disagree (-2)) In general, female respondents were slightly more likely to rate each junction as less safe than males and more prepared to detour Though male respondents agreed on average that they would avoid a route with difficult junctions, they were less certain they would avoid that particular route (0.66 compared to 1.04 for females) Female cyclists were slightly more willing to change their route in order to use a dedicated on-road cycle lane (56% vs. 48%) | Generally, “route choice considerations” were in the same direction (where >0 indicates agreement and >0 disagreement) There was no variation between male and female cyclists in willingness to consider changing routes to use a cycle superhighway |
| Steer Davies Gleave, | UK | 2307 cyclists in London | Those aged 55 or over or under 35 were more likely to choose to cycle on routes with less traffic (or in a separate cycle lane) Greater willingness to change route for parks and green spaces amongst over 55s: 67% said that they would change their route, compared to 58% of 35–54-year-olds, and 47% of under 35s At junctions, older respondents reported feeling less safe than younger ones and slightly more prepared to detour Willingness to consider changing routes to use a cycle superhighway increases slightly with age | Willingness to change route for a dedicated on-road cycle lane differed little by age group |
| Stinson and Bhat ( | USA | 3145 individuals in Texas (mostly avid bicyclists who use computers) | Older respondents associated a higher disutility for routes with car parking; however, as for roadway class, the impact of age was small Older people had a marginally higher preference for wide near-side lanes, and disliked major intersections more than younger people | The differential preference for residential streets (compared to minor arterials) is small: even for a cyclist 100 years old, the magnitude on the minor arterial coefficient drops from –0.77 to –0.69 Variations across individuals are marginal compared to the main effects |
| Tilahun, Levinson, and Krizek ( | USA | 167 employees from University of Minnesota, excluding students and faculty | Gender was not significant for probability of choosing a higher quality route | |
| Tilahun et al. ( | USA | As above | Age was not significant for probability of choosing a higher quality route | |
| Tin Tin et al. ( | New Zealand | 2469 cyclists, aged 16+, enrolled in the 2006 Wattyl Lake Taupo Cycle Challenge | Female cyclists were more likely to report the importance of all factors in encouraging their cycling, including more bicycle paths and lanes | Men and women both rated bicycle lanes and bicycle paths highly (both rating lanes higher than paths) |
| Tin Tin et al. ( | New Zealand | 2469 cyclists, aged 16 years or over, who had enrolled in the 2006 Wattyl Lake Taupo Cycle Challenge | People aged 35+ (particularly over 50s) were more likely to report “more bicycle paths” would encourage them to cycle more | |
| Tiwari ( | India | Review including report of survey of current bicyclists and potential bicyclists in Pune, India | Preferences of females and males for bicycle routes showed similar trends except a few variables; differences were slight | |
| Twaddle, Hall, and Bracic ( | Canada | Staff and students at University of Calgary, particularly potential or current cyclists | Females were more concerned than males about safety issues. Significant differences were found for “I do not know a safe route” and “I feel unsafe riding on roads” Males were more likely than females to indicate a desire for wide curb lanes [shared with general traffic] | There was no significant difference by gender in selection of any on-route improvements. Females were found to share similar preferences with males, high proportions of both wanting bicycle lanes, more pathways, and more direct routes. |
| Twaddle et al. ( | Canada | Staff and students at University of Calgary, particularly potential or current cyclists | Although all females were likely to indicate safety concerns prevent them from commuting by bicycle, the type of safety concern differs by age. Younger females are unsure about the route to take, with older females more concerned with feeling unsafe riding on the road | |
| Van Holle et al. ( | Belgium | 59 middle-aged adults living in urban or semi-urban areas across Flanders and the Brussels Capital region | For observed characteristics included in the “choice task”: “evenness of the cycle path”, “presence of new elements”, “presence of historic elements” and “safety for crossing the street”, associations with proportion of invitingness for transportation cycling were only found in females, with results not significant in males | Moderating effects of gender on the association between the environmental characteristics and proportion of environmental invitingness for transportation cycling were absent in the final model for the choice task and the cognitive task |
| Vliet ( | The Netherlands | 200 respondents from various parts of the Netherlands; mixed recruitment methods | Gender (and age) was not a significant factor in bicycle mode choice for short-distance commuting | |
| Wardman, Tight, and Page ( | UK | 1996 commuters in four English cities, having removed 60% judged never likely to contemplate cycling | No interaction effect between cycling-specific variables and gender or age | |
| Westerdijk ( | UK/Sweden/Netherlands | 284 cyclists and pedestrians aged 20+ in 3 countries (50 in Great Britain, 121 in Sweden and 113 in the Netherlands) | Distance, pleasantness and traffic safety were the most important attributes for cyclists, but few differences were found in the importance of attribute weights between male and female subjects, or older and younger groups | |
| Winters and Teschke ( | Canada | 1402 adult current and potential cyclists, that is, the “near market” for cycling in Vancouver, Canada | Females scored low preference routes even lower than males The two least preferred route types were major streets with no facilities, with or without parking (16% likely to choose). Only 79 respondents were “very likely” to choose to ride on major streets with parked cars. They represented a unique subpopulation: 22.6% regular cyclists (vs. 8.1% overall), mainly male (66.5%), aged 25–34, with a lower likelihood of having children (22.3% vs. 46.8%) | Virtually no differences in mean scores between males and females for the six most preferred route types (paved-off street paths for bikes only, paved off-street multiuse paths, unpaved off-street multi-use paths, cycle path next to major street separated by barrier, residential streets marked as bike routes with traffic calming, residential streets marked as bike routes) |
| Winters and Teschke ( | Canada | As above | Age was not in general a significant predictor of route choice preferences | |
| Wooliscroft and Ganglmair-Wooliscroft ( | New Zealand | 573 residents of New Zealand aged 18+ | No statistical difference in the average part-worth rating of availability of cycle lanes by gender | |
| Wooliscroft and Ganglmair-Wooliscroft ( | New Zealand | 573 residents of New Zealand aged 18+ | Age had some impact on the average part-worth of the availability of cycle lanes. Older respondents (over 50 years) assign them less utility than young respondents | Most results showed no significant differences by demographic group |
Figure 2. Articles by year.
Preferences for separated infrastructure by age and gender.
| Preferences for separated infrastructure by gender and age | Number of studies | Percentage of studies | |
|---|---|---|---|
| Gender | Women’s preferences are stronger | 23 | 57.5 |
| No statistically significant differences | 17 | 42.5 | |
| Men’s preferences are stronger | 0 | 0 | |
| Age | Older people’s preferences are stronger | 9 | 38 |
| No statistically significant differences | 12 | 50 | |
| Younger people’s preferences are stronger | 3 | 13 |
Figure 3. Gender and preferences for separated infrastructure, by sample size (minus one study with missing sample size).
Figure 4. Age and preferences for separated infrastructure, by sample size.